diff --git a/skills/README.md b/skills/README.md index 3f79f5c..8ac889a 100644 --- a/skills/README.md +++ b/skills/README.md @@ -1,8 +1,12 @@ # QwenClaw Skills -Skills are specialized capabilities that enhance QwenClaw's ability to help with specific tasks. These skills are adapted from the [awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills) repository. +Skills are specialized capabilities that enhance QwenClaw's ability to help with specific tasks. These skills are adapted from: +- [awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills) (25 skills) +- [awesome-openclaw-skills](https://github.com/VoltAgent/awesome-openclaw-skills) (10 selected high-value skills) -## Available Skills +## Available Skills (35 Total) + +### From awesome-claude-skills ### Document Processing - **Document Skills** - Process, analyze, and extract information from documents @@ -45,6 +49,19 @@ Skills are specialized capabilities that enhance QwenClaw's ability to help with - **Connect Apps** - Connect to 500+ apps via Composio - **Composio Skills** - Access Composio-powered capabilities +### From awesome-openclaw-skills + +- **achurch** - 24/7 digital sanctuary for AI agents and humans +- **agent-council** - Complete toolkit for creating autonomous AI agents +- **agent-identity-kit** - Portable identity system for AI agents +- **mcp-builder** - Create high-quality MCP (Model Context Protocol) servers +- **coder-workspaces** - Manage Coder workspaces and AI coding tasks +- **backend-patterns** - Backend architecture patterns and API design +- **code-mentor** - Comprehensive AI programming tutor +- **coding-agent** - Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent +- **ec-task-orchestrator** - Autonomous multi-agent task orchestration +- **essence-distiller** - Find what actually matters in content + ## Using Skills Skills are automatically available when you run QwenClaw. To use a specific skill: diff --git a/skills/openclaw-skills/CONTRIBUTING.md b/skills/openclaw-skills/CONTRIBUTING.md new file mode 100644 index 0000000..67c33fe --- /dev/null +++ b/skills/openclaw-skills/CONTRIBUTING.md @@ -0,0 +1,62 @@ +# Contributing to Awesome OpenClaw Skills + +A curated list of skills for OpenClaw. We organize links to skills hosted in the [official OpenClaw skills repo](https://github.com/openclaw/skills/tree/main/skills). + +> This repository is a curated list of links — nothing more. Every skill listed here **must already be published** in the [official OpenClaw skills repo](https://github.com/openclaw/skills/tree/main/skills). If your skill is not there, we cannot accept it here. Publish your skill to the OpenClaw skills repo first, then come back and submit a PR to add a link. + +## Adding a Skill + +### Entry Format + +Add your skill to the end of the relevant category in `README.md`: + +```markdown +- [skill-name](https://github.com/openclaw/skills/tree/main/skills/author/skill-name/SKILL.md) - Short description of what it does. +``` + +If an author has multiple skills in the same area, please don't add them one by one. Instead, link to the author's parent folder and write a general description. This keeps the list clean and avoids unnecessary clutter. + +```markdown +- [author-skills](https://github.com/openclaw/skills/tree/main/skills/author) - Brief summary covering all skills. +``` + +### Where to Add + +- Find the matching category in `README.md` and add your entry at the end of that section. +- If no existing category fits, add to the closest match or suggest a new category in your PR description. + +### Requirements + +- **Skill must already be published to the [OpenClaw official skills repo](https://github.com/openclaw/skills/tree/main/skills).** We do not accept skills hosted elsewhere — no personal repos, no gists, no external links. If it's not in the OpenClaw skills repo, it doesn't belong here. +- Has documentation (SKILL.md) +- Description must be concise — 10 words or fewer +- Skill must have real community usage. We focus on community-adopted, proven skills published by development teams and proven in real-world usage. Brand new skills are not accepted — give your skill time to mature and gain users before submitting +- No crypto, blockchain, DeFi, or finance-related skills for now + +### PR Title + +`Add skill: author/skill-name` + +## Updating an Existing Entry + +- Fix broken links, typos, or outdated descriptions via PR +- If a skill has been removed or deprecated, open an issue or submit a PR to remove it + +## Security Policy + +We only include skills whose security status on [ClawHub](https://www.clawhub.ai/) is **not flagged as suspicious**. Skills that are marked as suspicious on ClawHub will not be accepted into this list. + +If you believe a skill currently in this list has a security concern or should be flagged, please [open an issue](https://github.com/VoltAgent/awesome-clawdbot-skills/issues) so we can review and remove it. + +## Important + +- This repository curates links only. Each skill lives in the official OpenClaw skills repo. +- Verify your links work before submitting. +- We review all submissions and may decline skills that don't meet the quality bar. +- Do not submit duplicate skills that serve the same purpose as an existing entry. + +## Help + +- Check existing [issues](https://github.com/VoltAgent/awesome-openclaw-skills/issues) and PRs first +- Open a new issue for questions +- Visit the skill's SKILL.md for skill-specific help diff --git a/skills/openclaw-skills/LICENSE b/skills/openclaw-skills/LICENSE new file mode 100644 index 0000000..5cea5d7 --- /dev/null +++ b/skills/openclaw-skills/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2026 VoltAgent + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/skills/openclaw-skills/README.md b/skills/openclaw-skills/README.md new file mode 100644 index 0000000..53114a9 --- /dev/null +++ b/skills/openclaw-skills/README.md @@ -0,0 +1,3250 @@ +
+ + +social + + +
+
+ +
+ Discover 2868 community-built OpenClaw skills, organized by category. + +
+
+
+ +[![Awesome](https://awesome.re/badge.svg)](https://awesome.re) + + VoltAgent + + +[![AI Agent Papers](https://img.shields.io/badge/AI%20Agent-Research%20Papers-b31b1b)](https://github.com/VoltAgent/awesome-ai-agent-papers) +[![Skills Count](https://img.shields.io/badge/skills-2868-blue?style=flat-square)](#table-of-contents) +[![Last Update](https://img.shields.io/github/last-commit/VoltAgent/awesome-clawdbot-skills?label=Last%20update&style=flat-square)](https://github.com/VoltAgent/awesome-clawdbot-skills/pulls?q=is%3Apr+is%3Amerged+sort%3Aupdated-desc) +[![Discord](https://img.shields.io/discord/1361559153780195478.svg?label=&logo=discord&logoColor=ffffff&color=7389D8&labelColor=6A7EC2)](https://s.voltagent.dev/discord) +[![GitHub forks](https://img.shields.io/github/forks/VoltAgent/awesome-clawdbot-skills?style=social)](https://github.com/VoltAgent/awesome-clawdbot-skills/network/members) +
+ +# Awesome OpenClaw Skills + +OpenClaw (previously known as Moltbot, originally Clawdbot... identity crisis included, no extra charge) is a locally-running AI assistant that operates directly on your machine. Skills extend its capabilities, allowing it to interact with external services, automate workflows, and perform specialized tasks. This collection helps you discover and install the right skills for your needs. + +Skills in this list are sourced from [ClawHub](https://www.clawhub.ai/) (OpenClaw's public skills registry) and categorized for easier discovery. + + + +## Installation + +### ClawHub CLI + +> **Note:** As you probably know, they keep renaming things. This reflects the current official docs. We'll update this when they rename it again. + +```bash +npx clawhub@latest install +``` + +### Manual Installation + +Copy the skill folder to one of these locations: + +| Location | Path | +|----------|------| +| Global | `~/.openclaw/skills/` | +| Workspace | `/skills/` | + +Priority: Workspace > Local > Bundled + +### Alternative + +You can also paste the skill's GitHub repository link directly into your assistant's chat and ask it to use it. The assistant will handle the setup automatically in the background. + + +## Why This List Exists? + +OpenClaw's public registry (ClawHub) hosts **5,705 community-built skills** as of February 7, 2026. This awesome list has **2,868 skills**. Here's what we filtered out: + +| Filter | Excluded | +|--------|----------| +| Possibly spam — bulk accounts, bot accounts, test/junk | 1,180 | +| Crypto / Blockchain / Finance / Trade | 672 | +| Duplicate / Similar name | 492 | +| Malicious — identified by security audits published by researchers (excluding VirusTotal) | 396 | +| Non-English — descriptions not in English | 8 | +| **Total not taken from OpenClaw's official skill registry** | **2,748** | + + +## Security Notice + +Skills in this list are **curated, not audited**. They may be updated, modified, or replaced by their original maintainers at any time after being added here. + +Before installing or using any Agent Skill, review potential security risks and validate the source yourself. OpenClaw has a **VirusTotal partnership** that provides security scanning for skills, visit a skill's page on ClawHub and check the VirusTotal report to see if it's flagged as risky. + +**Recommended tools:** + +- [Snyk Skill Security Scanner](https://github.com/snyk/agent-scan) +- [Agent Trust Hub](https://ai.gendigital.com/agent-trust-hub) + +> Agent skills can include prompt injections, tool poisoning, hidden malware payloads, or unsafe data handling patterns. Always review the source code before installing and use skills at your own discretion. + +**Want to add a skill?** This list only includes skills that are **already published** in the `github.com/openclaw/skills` repository. We do not accept links to personal repos, gists, or any other external source. If your skill isn't in the OpenClaw skills repo yet, publish it there first. See [CONTRIBUTING.md](CONTRIBUTING.md) for details. + +If you believe a skill in this list should be flagged or has a security concern, please [open an issue](https://github.com/VoltAgent/awesome-clawdbot-skills/issues) so we can review it. + + +## Table of Contents + +| | | | +|---|---|---| +| [Coding Agents & IDEs](#coding-agents--ides) (133) | [Marketing & Sales](#marketing--sales) (143) | [Communication](#communication) (132) | +| [Git & GitHub](#git--github) (66) | [Productivity & Tasks](#productivity--tasks) (135) | [Speech & Transcription](#speech--transcription) (65) | +| [Moltbook](#moltbook) (51) | [AI & LLMs](#ai--llms) (287) | [Smart Home & IoT](#smart-home--iot) (56) | +| [Web & Frontend Development](#web--frontend-development) (202) | [Data & Analytics](#data--analytics) (46) | [Shopping & E-commerce](#shopping--e-commerce) (51) | +| [DevOps & Cloud](#devops--cloud) (212) | [Finance](#finance) (22) | [Calendar & Scheduling](#calendar--scheduling) (50) | +| [Browser & Automation](#browser--automation) (139) | [Media & Streaming](#media--streaming) (80) | [PDF & Documents](#pdf--documents) (67) | +| [Image & Video Generation](#image--video-generation) (60) | [Notes & PKM](#notes--pkm) (100) | [Self-Hosted & Automation](#self-hosted--automation) (25) | +| [Apple Apps & Services](#apple-apps--services) (35) | [iOS & macOS Development](#ios--macos-development) (17) | [Security & Passwords](#security--passwords) (64) | +| [Search & Research](#search--research) (253) | [Transportation](#transportation) (76) | [Gaming](#gaming) (61) | +| [Clawdbot Tools](#clawdbot-tools) (120) | [Personal Development](#personal-development) (56) | [Agent-to-Agent Protocols](#agent-to-agent-protocols) (18) | +| [CLI Utilities](#cli-utilities) (129) | [Health & Fitness](#health--fitness) (55) | | + + +## OpenClaw Deployment Stack + + Setup, hosting, and deployment providers for OpenClaw agents. + +**Sponsor spots are reserved for hosting, deployment, and setup providers serving OpenClaw developers & users.** + +📩 For sponsorship inquiries, reach out at necati@voltagent.dev + +
+ +
+ + +Gold Sponsor + + +Your product description here — a one-liner about what you offer to OpenClaw developers. + +
+ +Silver Sponsor   Silver Sponsor + +Short description here.                              Short description here. + +
+ + + + +Bronze Sponsor  Bronze Sponsor  Bronze Sponsor + +
+ +
+ + + + + +
+

Coding Agents & IDEs

 + +- [achurch](https://github.com/openclaw/skills/tree/main/skills/lucasgeeksinthewood/achurch/SKILL.md) - A 24/7 digital sanctuary for AI agents and humans — attend +- [agent-config](https://github.com/openclaw/skills/tree/main/skills/thatguysizemore/agent-config/SKILL.md) - Intelligently modify agent core context files +- [agent-council](https://github.com/openclaw/skills/tree/main/skills/itsahedge/agent-council/SKILL.md) - Complete toolkit for creating autonomous AI agents and managing +- [agent-identity-kit](https://github.com/openclaw/skills/tree/main/skills/ryancampbell/agent-identity-kit/SKILL.md) - A portable identity system for AI agents. +- [agenticflow-skill](https://github.com/openclaw/skills/tree/main/skills/seanphan/agenticflow-skill/SKILL.md) - Comprehensive guide for building AI workflows, agents +- [agentlens](https://github.com/openclaw/skills/tree/main/skills/nguyenphutrong/agentlens/SKILL.md) - Navigate and understand codebases using agentlens hierarchical +- [agentskills-io](https://github.com/openclaw/skills/tree/main/skills/killerapp/agentskills-io/SKILL.md) - Create, validate, and publish Agent Skills following +- [aisa-twitter-api](https://github.com/openclaw/skills/tree/main/skills/aisapay/aisa-twitter-api/SKILL.md) - Search X (Twitter) in real time, extract relevant posts +- [apple-hig](https://github.com/openclaw/skills/tree/main/skills/kdbhalala/apple-hig/SKILL.md) - Expert guide for designing iOS, macOS, watchOS, tvOS, and visionOS apps. +- [arbiter](https://github.com/openclaw/skills/tree/main/skills/5hanth/arbiter/SKILL.md) - Push decisions to Arbiter Zebu for async human review. +- [aster](https://github.com/openclaw/skills/tree/main/skills/satyajiit/aster/SKILL.md) - Your AI CoPilot on Mobile — or give your AI its own phone. +- [avatar-video-messages](https://github.com/openclaw/skills/tree/main/skills/thewulf7/avatar-video-messages/SKILL.md) - Generate and send video messages +- [backend-patterns](https://github.com/openclaw/skills/tree/main/skills/charmmm718/backend-patterns/SKILL.md) - Backend architecture patterns, API design, database +- [bidclub](https://github.com/openclaw/skills/tree/main/skills/jasonfdg/bidclub/SKILL.md) - Post investment ideas to the AI-native investment community. +- [bidclub-ai](https://github.com/openclaw/skills/tree/main/skills/jasonfdg/bidclub-ai/SKILL.md) - Post investment ideas to the AI-native investment community. +- [botpress-adk](https://github.com/openclaw/skills/tree/main/skills/yueranlu/botpress-adk/SKILL.md) - A guide to build AI bots with Botpress's Agent Development Kit +- [browse](https://github.com/openclaw/skills/tree/main/skills/pkiv/browse/SKILL.md) - Complete guide for creating and deploying browser automation functions +- [budget-variance-analyzer](https://github.com/openclaw/skills/tree/main/skills/datadrivenconstruction) - Analyze budget vs actual +- [buildlog](https://github.com/openclaw/skills/tree/main/skills/espetey/buildlog/SKILL.md) - Record, export, and share your AI coding sessions as replayable buildlogs. +- [catholic-grounding](https://github.com/openclaw/skills/tree/main/skills/trevortomesh/catholic-grounding/SKILL.md) - Help answer questions about Catholicism accurately +- [cc-godmode](https://github.com/openclaw/skills/tree/main/skills/cubetribe/cc-godmode/SKILL.md) - Self-orchestrating multi-agent development workflows. +- [cellcog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/cellcog/SKILL.md) - #1 on DeepResearch Bench (Feb 2026). +- [claude-optimised](https://github.com/openclaw/skills/tree/main/skills/hexnickk/claude-optimised/SKILL.md) - Guide for writing and optimizing CLAUDE.md files +- [claude-team](https://github.com/openclaw/skills/tree/main/skills/jalehman/claude-team/SKILL.md) - Orchestrate multiple Claude Code workers via iTerm2 +- [clawder](https://github.com/openclaw/skills/tree/main/skills/assassin808/clawder/SKILL.md) - Use Clawder to sync identity, browse post cards, swipe with a comment +- [code-mentor](https://github.com/openclaw/skills/tree/main/skills/samuelkahessay/code-mentor/SKILL.md) - Comprehensive AI programming tutor for all levels. +- [codebuddy-code](https://github.com/openclaw/skills/tree/main/skills/pmwalkercao/codebuddy-code/SKILL.md) - CodeBuddy Code CLI installation, configuration and usage +- [codeconductor](https://github.com/openclaw/skills/tree/main/skills/larsonreever) - AI-powered software development platform for rapid app +- [coder-workspaces](https://github.com/openclaw/skills/tree/main/skills/developmentcats/coder-workspaces/SKILL.md) - Manage Coder workspaces and AI coding agent tasks +- [codex-account-switcher](https://github.com/openclaw/skills/tree/main/skills/odrobnik/codex-account-switcher/SKILL.md) - Manage multiple OpenAI Codex accounts. +- [codex-monitor](https://github.com/openclaw/skills/tree/main/skills/odrobnik/codex-monitor/SKILL.md) - Browse OpenAI Codex session logs stored. +- [codex-orchestration](https://github.com/openclaw/skills/tree/main/skills/shanelindsay/codex-orchestration/SKILL.md) - General-purpose orchestration for Codex. +- [codex-quota](https://github.com/openclaw/skills/tree/main/skills/odrobnik/codex-quota/SKILL.md) - Check OpenAI Codex CLI rate limit status (daily/weekly quotas) +- [codexmonitor](https://github.com/openclaw/skills/tree/main/skills/odrobnik/codexmonitor/SKILL.md) - List/inspect/watch local OpenAI Codex sessions (CLI + VS Code) +- [coding-agent](https://github.com/openclaw/skills/tree/main/skills/steipete/coding-agent/SKILL.md) - Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent +- [coding-opencode](https://github.com/openclaw/skills/tree/main/skills/iqbalnaveliano/coding-opencode/SKILL.md) - Memungkinkan penggunaan agen pengkodean OpenCode yang +- [cognitive-memory](https://github.com/openclaw/skills/tree/main/skills/icemilo414/cognitive-memory/SKILL.md) - Intelligent multi-store memory system with human-like +- [content-id-guide](https://github.com/openclaw/skills/tree/main/skills/otherpowers/content-id-guide/SKILL.md) - A calm way for creators to understand and organize +- [copilot-money](https://github.com/openclaw/skills/tree/main/skills/jayhickey/copilot-money/SKILL.md) - Query Copilot Money personal finance data +- [create-agent-skills](https://github.com/openclaw/skills/tree/main/skills/bowen31337/create-agent-skills/SKILL.md) - Guide for creating effective skills. +- [cto-advisor](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/cto-advisor/SKILL.md) - Technical leadership guidance for engineering teams +- [cursor-agent](https://github.com/openclaw/skills/tree/main/skills/swiftlysingh/cursor-agent/SKILL.md) - A comprehensive skill for using the Cursor CLI agent +- [debug-pro](https://github.com/openclaw/skills/tree/main/skills/cmanfre7/debug-pro/SKILL.md) - Systematic debugging methodology and language-specific debugging +- [doc-coauthoring](https://github.com/openclaw/skills/tree/main/skills/seanphan/doc-coauthoring/SKILL.md) - Guide users through a structured workflow for co-authoring +- [docker-essentials](https://github.com/openclaw/skills/tree/main/skills/arnarsson/docker-essentials/SKILL.md) - Essential Docker commands and workflows for container +- [docker-sandbox](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/docker-sandbox/SKILL.md) - Create and manage Docker sandboxed VM environments +- [ec-excalidraw](https://github.com/openclaw/skills/tree/main/skills/henrino3) - Generate hand-drawn style diagrams, flowcharts, and architecture +- [ec-task-orchestrator](https://github.com/openclaw/skills/tree/main/skills/henrino3/ec-task-orchestrator/SKILL.md) - Autonomous multi-agent task orchestration +- [essence-distiller](https://github.com/openclaw/skills/tree/main/skills/leegitw/essence-distiller/SKILL.md) - Find what actually matters in your content — the ideas +- [evolver](https://github.com/openclaw/skills/tree/main/skills/autogame-17/evolver/SKILL.md) - A self-evolution engine for AI agents. +- [executing-plans](https://github.com/openclaw/skills/tree/main/skills/chenleiyanquan/executing-plans/SKILL.md) - Use when you have a written implementation plan +- [feishu-native-emoji](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Provides access to Feishu's native emoji set +- [feishu-vc](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Manage Feishu Video Conferences (VC). +- [file-links-tool](https://github.com/openclaw/skills/tree/main/skills/mrbeandev/file-links-tool/SKILL.md) - Securely upload files from your private AI workspace +- [flirtingbots](https://github.com/openclaw/skills/tree/main/skills/chemzo/flirtingbots/SKILL.md) - Agents do the flirting, humans get the date — your OpenClaw agent +- [gembox-skill](https://github.com/openclaw/skills/tree/main/skills/zsvedic/gembox-skill/SKILL.md) - Coding assistance for [GemBox. +- [get-tldr](https://github.com/openclaw/skills/tree/main/skills/itobey/get-tldr/SKILL.md) - Provide the summary returned by the get-tldr.com summarize API +- [get-tldr](https://github.com/openclaw/skills/tree/main/skills/itobey/get-tldr/SKILL.md) - Provide the summary returned by the get-tldr.com summarize API +- [go2gg](https://github.com/openclaw/skills/tree/main/skills/rakesh1002/go2gg/SKILL.md) - Use Go2.gg API for URL shortening, link analytics, QR code generation,. +- [google-weather](https://github.com/openclaw/skills/tree/main/skills/shaharsha/google-weather/SKILL.md) - Google Weather API - accurate, real-time weather data. +- [hour-meter](https://github.com/openclaw/skills/tree/main/skills/rm289/hour-meter/SKILL.md) - Track elapsed time from a set epoch with tamper-evident locking. +- [idea-coach](https://github.com/openclaw/skills/tree/main/skills/udiedrichsen/idea-coach/SKILL.md) - AI-powered idea/problem/challenge manager with GitHub integration. +- [identity-manager](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - strictly manages user identity mappings +- [java-change-with-tests](https://github.com/openclaw/skills/tree/main/skills/tanerilyazov/java-change-with-tests/SKILL.md) - - Any Java change that must be merged +- [jo4](https://github.com/openclaw/skills/tree/main/skills/anandrathnas/jo4/SKILL.md) - URL shortener, QR code generator, and link analytics API. +- [joko-orchestrator](https://github.com/openclaw/skills/tree/main/skills/oyi77/joko-orchestrator/SKILL.md) - Deterministically coordinates autonomous planning +- [kimi-integration](https://github.com/openclaw/skills/tree/main/skills/evgyur/kimi-integration/SKILL.md) - Step-by-step guide for integrating Moonshot AI (Kimi) +- [linguistic-humidifier](https://github.com/openclaw/skills/tree/main/skills/westland/linguistic-humidifier/SKILL.md) - Proactively identifies conversational entropy +- [logseq](https://github.com/openclaw/skills/tree/main/skills/juanirm/logseq/SKILL.md) - Provide commands for interacting with a local Logseq instance +- [manim-composer](https://github.com/openclaw/skills/tree/main/skills/inclinedadarsh/manim-composer/SKILL.md) - 1. +- [manimce-best-practices](https://github.com/openclaw/skills/tree/main/skills/inclinedadarsh/manimce-best-practices/SKILL.md) - Read individual rule files for detailed +- [mcp-builder](https://github.com/openclaw/skills/tree/main/skills/seanphan/mcp-builder/SKILL.md) - Guide for creating high-quality MCP (Model Context Protocol) servers +- [mdr-745-specialist](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/mdr-745-specialist/SKILL.md) - EU MDR 2017/745 compliance specialist +- [meta-video-ad-deconstructor](https://github.com/openclaw/skills/tree/main/skills/fortytwode/meta-video-ad-deconstructor/SKILL.md) - Deconstruct video ad creatives +- [microsoft-docs](https://github.com/openclaw/skills/tree/main/skills/pdebruin/microsoft-docs/SKILL.md) - Query official Microsoft documentation to understand concepts +- [midea-ac](https://github.com/openclaw/skills/tree/main/skills/iamanorange/midea-ac/SKILL.md) - Control Midea ACs. +- [minimal-test-skill](https://github.com/openclaw/skills/tree/main/skills/mig6671/minimal-test-skill/SKILL.md) - Minimal test skill for debugging ClawHub publishing. +- [model-usage](https://github.com/openclaw/skills/tree/main/skills/steipete/model-usage/SKILL.md) - Use CodexBar CLI local cost usage to summarize per-model usage +- [multi-coding-agent](https://github.com/openclaw/skills/tree/main/skills/kesslerio/multi-coding-agent/SKILL.md) - Run Codex CLI, Claude Code, OpenCode, or Pi Coding +- [multi-factor-strategy](https://github.com/openclaw/skills/tree/main/skills/wumu2013) - Guide users to create multi-factor stock +- [mux-video](https://github.com/openclaw/skills/tree/main/skills/dktrn9ne/mux-video/SKILL.md) - Mux Video infrastructure skill for designing, ingesting +- [noir-developer](https://github.com/openclaw/skills/tree/main/skills/jp4g/noir-developer/SKILL.md) - Develop Noir (.nr) codebases. +- [only-baby-skill](https://github.com/openclaw/skills/tree/main/skills/jacklandrin/only-baby-skill/SKILL.md) - Analyze contraction JSON and baby log JSON to assess +- [ooze-agents](https://github.com/openclaw/skills/tree/main/skills/jschwerberg/ooze-agents/SKILL.md) - Visual identity that evolves with reputation - create and nurture +- [opencode-acp-control](https://github.com/openclaw/skills/tree/main/skills/bjesuiter/opencode-acp-control/SKILL.md) - Control OpenCode directly via the Agent Client +- [openinsider](https://github.com/openclaw/skills/tree/main/skills/stuhorsman/openinsider/SKILL.md) - Fetch SEC Form 4 insider trading data (Directors, CEOs, Officers) +- [openspec](https://github.com/openclaw/skills/tree/main/skills/jcorrego/openspec/SKILL.md) - Spec-driven development with OpenSpec. +- [pasteclaw](https://github.com/openclaw/skills/tree/main/skills/tairov/pasteclaw/SKILL.md) - Use Pasteclaw.com API to create, update, group (session keys), and delete. +- [pbe-extractor](https://github.com/openclaw/skills/tree/main/skills/leegitw/pbe-extractor/SKILL.md) - Extract invariant principles from any text — find the ideas +- [perry-coding-agents](https://github.com/openclaw/skills/tree/main/skills/gricha/perry-coding-agents/SKILL.md) - Dispatch coding tasks to OpenCode or Claude Code +- [perry-workspaces](https://github.com/openclaw/skills/tree/main/skills/gricha/perry-workspaces/SKILL.md) - Create and manage isolated Docker workspaces on your tailnet +- [piv](https://github.com/openclaw/skills/tree/main/skills/smokealot420/piv/SKILL.md) - PIV workflow orchestrator - Plan, Implement, Validate loop for systematic. +- [pndr](https://github.com/openclaw/skills/tree/main/skills/dgershman/pndr/SKILL.md) - Personal productivity app with Ideas/Tasks, Journal, Habits, Package tracking,. +- [pro](https://github.com/openclaw/skills/tree/main/skills/jash2368-collab/pro/SKILL.md) - Guide for creating effective skills. +- [prompt-log](https://github.com/openclaw/skills/tree/main/skills/thesash/prompt-log/SKILL.md) - Extract conversation transcripts from AI coding session logs +- [pulse-editor](https://github.com/openclaw/skills/tree/main/skills/shellishack/pulse-editor/SKILL.md) - Generate and build Pulse Apps using the Vibe Dev Flow API. +- [python](https://github.com/openclaw/skills/tree/main/skills/adarshdigievo/python/SKILL.md) - Python coding guidelines and best practices. +- [quantum-lab](https://github.com/openclaw/skills/tree/main/skills/bramdo/quantum-lab/SKILL.md) - Run the /home/bram/work/quantum_lab Python scripts and demos inside +- [quantumlab](https://github.com/openclaw/skills/tree/main/skills/bramdo/quantumlab/SKILL.md) - Run the /home/bram/work/quantum_lab Python scripts and demos inside +- [quests](https://github.com/openclaw/skills/tree/main/skills/poloio/quests/SKILL.md) - Track and guide humans through complex multi-step real-world processes. +- [rationality](https://github.com/openclaw/skills/tree/main/skills/xertrov/rationality/SKILL.md) - The Rationality skill provides a structured framework for thinking,. +- [receiving-code-review](https://github.com/openclaw/skills/tree/main/skills/chenleiyanquan/receiving-code-review/SKILL.md) - Use when receiving code review feedback +- [regex-patterns](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/regex-patterns/SKILL.md) - Practical regex patterns across languages and use +- [release-bump](https://github.com/openclaw/skills/tree/main/skills/paulpete/release-bump/SKILL.md) - Use when bumping ralph-orchestrator version for a new release +- [sandboxer](https://github.com/openclaw/skills/tree/main/skills/chriopter) - Manage Claude Code terminal sessions via Sandboxer web dashboard. +- [satellite-copilot](https://github.com/openclaw/skills/tree/main/skills/davestarling) - Predict satellite passes +- [senior-architect](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-architect/SKILL.md) - This skill should be used when the user asks +- [side-peace](https://github.com/openclaw/skills/tree/main/skills/bitbrujo/side-peace/SKILL.md) - Minimal secure secret handoff. +- [skill-content-id-guide](https://github.com/openclaw/skills/tree/main/skills/otherpowers/skill-content-id-guide/SKILL.md) - Procedural clarity and evidence +- [skill-creator](https://github.com/openclaw/skills/tree/main/skills/chindden/skill-creator/SKILL.md) - Guide for creating effective skills. +- [skill-creator-0-1-0](https://github.com/openclaw/skills/tree/main/skills/ljglover/skill-creator-0-1-0/SKILL.md) - Guide for creating effective skills. +- [skill-creator-2](https://github.com/openclaw/skills/tree/main/skills/yixinli867/skill-creator-2/SKILL.md) - Guide for creating effective skills. +- [skill-vetting](https://github.com/openclaw/skills/tree/main/skills/eddygk/skill-vetting/SKILL.md) - Vet ClawHub skills for security and utility before installation. +- [smart-auto-updater](https://github.com/openclaw/skills/tree/main/skills/ruiwang20010702/smart-auto-updater/SKILL.md) - Smart auto-updater with AI-powered impact +- [solvr-kb](https://github.com/openclaw/skills/tree/main/skills/fcavalcantirj) - Search and contribute to Solvr — a knowledge base for developers +- [soul-md](https://github.com/openclaw/skills/tree/main/skills/aaronjmars/soul-md/SKILL.md) - Embody this digital identity. +- [ssh-tunnel](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/ssh-tunnel/SKILL.md) - SSH tunneling, port forwarding, and remote access patterns. +- [stoic-scope-creep](https://github.com/openclaw/skills/tree/main/skills/crtahlin/stoic-scope-creep/SKILL.md) - A practical guide for maintaining composure +- [task-status](https://github.com/openclaw/skills/tree/main/skills/mightyprime1/task-status/SKILL.md) - Send short status descriptions in chat for long-running tasks. +- [tdd-guide](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/tdd-guide/SKILL.md) - Test-driven development workflow with test generation, coverage +- [test-new-skill](https://github.com/openclaw/skills/tree/main/skills/tianshizhimao-sudo/test-new-skill/SKILL.md) - Test skill for debugging +- [test-runner](https://github.com/openclaw/skills/tree/main/skills/cmanfre7/test-runner/SKILL.md) - Write and run tests across languages and frameworks. +- [toughcoding](https://github.com/openclaw/skills/tree/main/skills/toughcoding/toughcoding/SKILL.md) - Provides AI agents with authoritative knowledge on modern +- [vhs-recorder](https://github.com/openclaw/skills/tree/main/skills/killerapp/vhs-recorder/SKILL.md) - Create professional terminal recordings with VHS tape files +- [vibes](https://github.com/openclaw/skills/tree/main/skills/binora/vibes/SKILL.md) - Social presence layer for AI coding agents. +- [video-agent](https://github.com/openclaw/skills/tree/main/skills/michaelwang11394/video-agent/SKILL.md) - Generate AI avatar videos with HeyGen's Video Agent API. +- [video-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/video-cog/SKILL.md) - Long-form AI video production: the frontier of multi-agent +- [voice-reply](https://github.com/openclaw/skills/tree/main/skills/stolot0mt0m/voice-reply/SKILL.md) - Local text-to-speech using Piper voices via sherpa-onnx. +- [whatsapp-styling-guide](https://github.com/openclaw/skills/tree/main/skills/rubenfb23/whatsapp-styling-guide/SKILL.md) - Skill to ensure all messages sent to WhatsApp +- [wyld-stallyns](https://github.com/openclaw/skills/tree/main/skills/brucko/wyld-stallyns/SKILL.md) - Summon legends into the booth. + +
+ +
+

Git & GitHub

 + +- [agent-commons](https://github.com/openclaw/skills/tree/main/skills/zanblayde/agent-commons/SKILL.md) - Consult, commit, extend, and challenge reasoning chains +- [auto-pr-merger](https://github.com/openclaw/skills/tree/main/skills/autogame-17/auto-pr-merger/SKILL.md) - This skill automates the workflow of checking out a GitHub +- [backup](https://github.com/openclaw/skills/tree/main/skills/jordanprater/backup/SKILL.md) - Backup and restore openclaw configuration, skills, commands, and settings. +- [bat-cat](https://github.com/openclaw/skills/tree/main/skills/arnarsson/bat-cat/SKILL.md) - A cat clone with syntax highlighting, line numbers, and Git integration +- [bitbucket-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/bitbucket-automation/SKILL.md) - Automate Bitbucket repositories, pull +- [claw-swarm](https://github.com/openclaw/skills/tree/main/skills/matchaonmuffins/claw-swarm/SKILL.md) - Collaborative agent swarm for attempting extremely difficult +- [clawdbot-backup](https://github.com/openclaw/skills/tree/main/skills/sebastian-buitrag0/clawdbot-backup/SKILL.md) - Backup and restore ClawdBot configuration, skills +- [clawdgigs](https://github.com/openclaw/skills/tree/main/skills/benniethedev/clawdgigs/SKILL.md) - Register and manage your AI agent profile on ClawdGigs - the Upwork +- [clawprint](https://github.com/openclaw/skills/tree/main/skills/yugovit/clawprint/SKILL.md) - Agent discovery, trust, and exchange. +- [clawver-onboarding](https://github.com/openclaw/skills/tree/main/skills/nwang783/clawver-onboarding/SKILL.md) - Set up a new Clawver store. +- [commit-analyzer](https://github.com/openclaw/skills/tree/main/skills/bobrenze-bot/commit-analyzer/SKILL.md) - Analyzes git commit patterns to monitor autonomous +- [conventional-commits](https://github.com/openclaw/skills/tree/main/skills/bastos/conventional-commits/SKILL.md) - Format commit messages using the Conventional +- [danube](https://github.com/openclaw/skills/tree/main/skills/preston-thiele/danube/SKILL.md) - Use Danube's 100+ API tools (Gmail, GitHub, Notion, etc.) through MCP. +- [danube-tools](https://github.com/openclaw/skills/tree/main/skills/preston-thiele/danube-tools/SKILL.md) - Use Danube's 100+ API tools (Gmail, GitHub, Notion, etc.) +- [deepwiki](https://github.com/openclaw/skills/tree/main/skills/arun-8687/deepwiki/SKILL.md) - Query the DeepWiki MCP server for GitHub repository documentation, wiki. +- [deploy-agent](https://github.com/openclaw/skills/tree/main/skills/sherajdev/deploy-agent/SKILL.md) - Multi-step deployment agent for full-stack. +- [emergency-rescue](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/emergency-rescue/SKILL.md) - Recover from developer disasters. +- [exa-web-search-free](https://github.com/openclaw/skills/tree/main/skills/whiteknight07/exa-web-search-free/SKILL.md) - Free AI search via Exa. +- [financial-calculator](https://github.com/openclaw/skills/tree/main/skills/tarigha/financial-calculator/SKILL.md) - Advanced financial calculator with future value +- [find-code-tasks](https://github.com/openclaw/skills/tree/main/skills/paulpete/find-code-tasks/SKILL.md) - Lists all code tasks in the repository with their status +- [flatnotes-tasksmd-github-audit](https://github.com/openclaw/skills/tree/main/skills/branexp/flatnotes-tasksmd-github-audit/SKILL.md) - Thoroughly audit Tasks.md + +- [forkzoo](https://github.com/openclaw/skills/tree/main/skills/levi-law/forkzoo/SKILL.md) - Adopt and manage GitHub-native digital pets (tamagotchis) that evolve daily. +- [forkzoo-skill](https://github.com/openclaw/skills/tree/main/skills/levi-law/forkzoo-skill/SKILL.md) - Adopt and manage GitHub-native digital pets (tamagotchis) +- [gimhub](https://github.com/openclaw/skills/tree/main/skills/daxiongmao87/gimhub/SKILL.md) - Push code to GIMHub, the Git hosting platform for AI agents. +- [git-crypt-backup](https://github.com/openclaw/skills/tree/main/skills/louzhixian/git-crypt-backup/SKILL.md) - Backup Clawdbot workspace and config to GitHub +- [git-essentials](https://github.com/openclaw/skills/tree/main/skills/arnarsson/git-essentials/SKILL.md) - Essential Git commands and workflows for version control +- [git-helper](https://github.com/openclaw/skills/tree/main/skills/xejrax/git-helper/SKILL.md) - Common git operations as a skill (status, pull, push, branch, log). +- [git-summary](https://github.com/openclaw/skills/tree/main/skills/zweack/git-summary/SKILL.md) - Get a quick summary of the current Git repository including status +- [git-sync](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Automatically syncs local workspace changes to the remote GitHub +- [git-workflows](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/git-workflows/SKILL.md) - Advanced git operations beyond add/commit/push. +- [gitclassic](https://github.com/openclaw/skills/tree/main/skills/heythisischris/gitclassic/SKILL.md) - Fast, no-JavaScript GitHub browser optimized for AI agents. +- [gitclaw](https://github.com/openclaw/skills/tree/main/skills/marian2js/gitclaw/SKILL.md) - Back up the OpenClaw agent workspace to a GitHub repo and keep it synced +- [gitea](https://github.com/openclaw/skills/tree/main/skills/ericxliu1990/gitea/SKILL.md) - Interact with Gitea using the `tea`. +- [gitflow](https://github.com/openclaw/skills/tree/main/skills/okoddcat/gitflow/SKILL.md) - Automatically monitor CI/CD pipeline status of new push across GitHub +- [github](https://github.com/openclaw/skills/tree/main/skills/steipete/github/SKILL.md) - Interact with GitHub using the `gh`. +- [githunt](https://github.com/openclaw/skills/tree/main/skills/mordka/githunt/SKILL.md) - Find and rank GitHub developers by location, technology, and role. +- [gitlab-api](https://github.com/openclaw/skills/tree/main/skills/d1gl3/gitlab-api/SKILL.md) - GitLab API integration for repository operations. +- [gitlab-ci-skills](https://github.com/openclaw/skills/tree/main/skills/vince-winkintel/gitlab-ci-skills/SKILL.md) - Use when working with GitLab CLI (glab) commands +- [gitlab-cli-skills](https://github.com/openclaw/skills/tree/main/skills/vince-winkintel/gitlab-cli-skills/SKILL.md) - Use when working with GitLab CLI (glab) commands +- [gitlab-manager](https://github.com/openclaw/skills/tree/main/skills/jorgermp/gitlab-manager/SKILL.md) - Manage GitLab repositories, merge requests, and issues via API. +- [gitload](https://github.com/openclaw/skills/tree/main/skills/waldekmastykarz/gitload/SKILL.md) - Download files, folders, or entire repos from GitHub URLs +- [glab-cli](https://github.com/openclaw/skills/tree/main/skills/portavion) - Interact with GitLab using the `glab`. +- [god-mode](https://github.com/openclaw/skills/tree/main/skills/infantlab/god-mode/SKILL.md) - Developer oversight and AI agent coaching. +- [moltbillboard](https://github.com/openclaw/skills/tree/main/skills/tech8in/moltbillboard/SKILL.md) - MoltBillboard is a 1,000×1,000 pixel billboard built for AI +- [negotiation](https://github.com/openclaw/skills/tree/main/skills/mjaskolski/negotiation/SKILL.md) - Tactical negotiation framework based on Chris Voss's "Never Split +- [openclaw-migration](https://github.com/openclaw/skills/tree/main/skills/chenyuan99/openclaw-migration/SKILL.md) - When the workspace is in the middle of renaming +- [pr-commit-workflow](https://github.com/openclaw/skills/tree/main/skills/joshp123/pr-commit-workflow/SKILL.md) - This skill should be used when creating commits +- [pr-reviewer](https://github.com/openclaw/skills/tree/main/skills/briancolinger/pr-reviewer/SKILL.md) - Automated GitHub PR code review with diff analysis, lint +- [project-context-sync](https://github.com/openclaw/skills/tree/main/skills/joe3112/project-context-sync/SKILL.md) - Keep a living project state document updated +- [ralph-evolver](https://github.com/openclaw/skills/tree/main/skills/hsssgdtc/ralph-evolver/SKILL.md) - Recursive self-improvement engine. +- [read-github](https://github.com/openclaw/skills/tree/main/skills/am-will/read-github/SKILL.md) - Access GitHub repository documentation and code via the gitmcp.io MCP +- [skill-publisher-claw-skill](https://github.com/openclaw/skills/tree/main/skills/acastellana/skill-publisher-claw-skill/SKILL.md) - Prepare Claw skills for public +- [skill-release-manager](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Automates the release lifecycle of OpenClaw +- [skill-vetter](https://github.com/openclaw/skills/tree/main/skills/spclaudehome/skill-vetter/SKILL.md) - Security-first skill vetting for AI agents. +- [soulstamp](https://github.com/openclaw/skills/tree/main/skills/brucko/soulstamp/SKILL.md) - The stamp doesn't lie. +- [test-driven-development](https://github.com/openclaw/skills/tree/main/skills/paulpete/test-driven-development/SKILL.md) - Unified TDD skill with three input modes +- [trend-watcher](https://github.com/openclaw/skills/tree/main/skills/guogang1024/trend-watcher/SKILL.md) - Monitors GitHub Trending and tech communities for emerging +- [uid-life](https://github.com/openclaw/skills/tree/main/skills/koolninad/uid-life/SKILL.md) - Interact with the UID.LIFE agent-to-agent marketplace - register agents,. +- [unfuck-my-git-state](https://github.com/openclaw/skills/tree/main/skills/delorenj/unfuck-my-git-state/SKILL.md) - Diagnose and recover broken Git state and worktree +- [vrtlly-claw-club](https://github.com/openclaw/skills/tree/main/skills/epwhesq/vrtlly-claw-club/SKILL.md) - Join the Claw Club — the social network for AI bots. +- [web-deploy-github](https://github.com/openclaw/skills/tree/main/skills/thomeksolutions/web-deploy-github/SKILL.md) - Create and deploy single-page static websites +- [work-report](https://github.com/openclaw/skills/tree/main/skills/leeguooooo/work-report/SKILL.md) - Write a daily or weekly work report using git commits. + +
+ +
+

Moltbook

 + +- [agent-relay-digest](https://github.com/openclaw/skills/tree/main/skills/orosha-ai/agent-relay-digest/SKILL.md) - Create curated digests of agent conversations +- [agentchat](https://github.com/openclaw/skills/tree/main/skills/tjamescouch/agentchat/SKILL.md) - Real-time communication with other AI agents via AgentChat protocol. +- [agentgram-openclaw](https://github.com/openclaw/skills/tree/main/skills/iisweetheartii/agentgram-openclaw/SKILL.md) - Interact with AgentGram social network for AI +- [bread-protocal](https://github.com/openclaw/skills/tree/main/skills/chrissorrell/bread-protocal/SKILL.md) - Participate in Bread Protocol - a meme coin launchpad +- [clankedin](https://github.com/openclaw/skills/tree/main/skills/hukifl1/clankedin/SKILL.md) - Use the ClankedIn API to register agents, post updates, connect +- [claudia-agent-rms](https://github.com/openclaw/skills/tree/main/skills/kbanc85/claudia-agent-rms/SKILL.md) - Remember every agent you interact with on Moltbook. +- [clawork](https://github.com/openclaw/skills/tree/main/skills/mapessaprince/clawork/SKILL.md) - The job board for AI agents. +- [crustafarian](https://github.com/openclaw/skills/tree/main/skills/jongartmann/crustafarian/SKILL.md) - Agent continuity and cognitive health infrastructure. +- [deploy-moltbot-to-fly](https://github.com/openclaw/skills/tree/main/skills/hollaugo) - Deploy Moltbot (Clawdbot) to Fly.io with proper +- [elevenlabs-open-account](https://github.com/openclaw/skills/tree/main/skills/the-timebeing/elevenlabs-open-account/SKILL.md) - Guides agents through opening +- [ez-cronjob](https://github.com/openclaw/skills/tree/main/skills/promadgenius/ez-cronjob/SKILL.md) - Fix common cron job failures in Clawdbot/Moltbot - message +- [fieldy-ai-webhook](https://github.com/openclaw/skills/tree/main/skills/mrzilvis/fieldy-ai-webhook/SKILL.md) - Wire a Fieldy webhook transform into Moltbot hooks. +- [ghl-open-account](https://github.com/openclaw/skills/tree/main/skills/the-timebeing/ghl-open-account/SKILL.md) - Guides agents through opening GoHighLevel (GHL) +- [gohome](https://github.com/openclaw/skills/tree/main/skills/local/gohome/SKILL.md) - Use when Moltbot needs to test or operate GoHome via gRPC discovery, metrics,. +- [imagemagick](https://github.com/openclaw/skills/tree/main/skills/kesslerio/imagemagick/SKILL.md) - Comprehensive ImageMagick operations for image manipulation +- [joko-moltbook](https://github.com/openclaw/skills/tree/main/skills/oyi77/joko-moltbook/SKILL.md) - Interact with Moltbook social network for AI agents. +- [mailchannels](https://github.com/openclaw/skills/tree/main/skills/ttulttul/mailchannels/SKILL.md) - Send email via MailChannels Email API and ingest signed +- [mersal](https://github.com/openclaw/skills/tree/main/skills/maherucifer/mersal/SKILL.md) - The Sovereign Intelligence on Moltbook. +- [molt-life-kernel](https://github.com/openclaw/skills/tree/main/skills/jongartmann/molt-life-kernel/SKILL.md) - Agent continuity and cognitive health infrastructure. +- [molt-trust](https://github.com/openclaw/skills/tree/main/skills/drjmz/molt-trust/SKILL.md) - The Analytics Engine for Moltbook. +- [moltbook](https://github.com/openclaw/skills/tree/main/skills/mattprd/moltbook/SKILL.md) - The social network for AI agents. +- [moltbook-curatoor](https://github.com/openclaw/skills/tree/main/skills/sweetsheldon) - A curation platform where from Moltbook to share +- [moltbook-interact](https://github.com/openclaw/skills/tree/main/skills/lunarcmd/moltbook-interact/SKILL.md) - Interact with Moltbook social network for AI agents. +- [moltbook-registry](https://github.com/openclaw/skills/tree/main/skills/drjmz/moltbook-registry/SKILL.md) - Official Moltbook Identity Registry interface. +- [moltbot-adsb-overhead](https://github.com/openclaw/skills/tree/main/skills/davestarling/moltbot-adsb-overhead/SKILL.md) - Notify when aircraft are overhead +- [moltbot-arena](https://github.com/openclaw/skills/tree/main/skills/giulianomlodi/moltbot-arena/SKILL.md) - AI agent skill for Moltbot Arena - a Screeps-like +- [moltbot-best-practices](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/moltbot-best-practices/SKILL.md) - Best practices for AI agents +- [moltbot-docker](https://github.com/openclaw/skills/tree/main/skills/mkrdiop/moltbot-docker/SKILL.md) - Enables the bot to manage Docker containers, images, and stacks. +- [moltbot-ha](https://github.com/openclaw/skills/tree/main/skills/iamvaleriofantozzi/moltbot-ha/SKILL.md) - Control Home Assistant smart home devices, lights, scenes +- [moltbot-satellite-copilot](https://github.com/openclaw/skills/tree/main/skills/davestarling/moltbot-satellite-copilot/SKILL.md) - Predict satellite passes +- [moltbot-security](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/moltbot-security/SKILL.md) - Security hardening guide for AI agents +- [moltchan](https://github.com/openclaw/skills/tree/main/skills/bullish-moonrock) - Image board for AI agents (4chan-style). +- [moltguess](https://github.com/openclaw/skills/tree/main/skills/nwx77/moltguess/SKILL.md) - - **Role**: Professional Forecaster. +- [moltlang](https://github.com/openclaw/skills/tree/main/skills/eduarddriessen1/moltlang/SKILL.md) - A compact symbolic language for AI-to-AI communication. +- [moltline](https://github.com/openclaw/skills/tree/main/skills/promptrotator) - Private messaging for molts +- [moltoverflow](https://github.com/openclaw/skills/tree/main/skills/grenghis-khan) - Stack Overflow for Moltbots - ask coding questions, share +- [moltpet](https://github.com/openclaw/skills/tree/main/skills/jcheese1) - AI agent pet care system. +- [moltresearch](https://github.com/openclaw/skills/tree/main/skills/laurentenhoor) - Molt Research 🦞 - AI research collaboration platform. +- [moltspeak](https://github.com/openclaw/skills/tree/main/skills/swahilipapi) - Communication protocol for agent internet with token reduction +- [moltysmind](https://github.com/openclaw/skills/tree/main/skills/ahmedthegeek/moltysmind/SKILL.md) - Collective AI knowledge layer with blockchain-verified voting. +- [nobot](https://github.com/openclaw/skills/tree/main/skills/swordfish444/nobot/SKILL.md) - Human says "No bot!". +- [nonopost](https://github.com/openclaw/skills/tree/main/skills/ferreirapablo/nonopost/SKILL.md) - A skill to interact with the Anonymous Posting API, allowing agents +- [post-queue](https://github.com/openclaw/skills/tree/main/skills/luluf0x/post-queue/SKILL.md) - Queue posts for rate-limited platforms. +- [skill-scaffold](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/skill-scaffold/SKILL.md) - AI agent skill scaffolding CLI. +- [speedtest](https://github.com/openclaw/skills/tree/main/skills/spsneo/speedtest/SKILL.md) - Test internet connection speed using Ookla's Speedtest CLI. +- [whisper](https://github.com/openclaw/skills/tree/main/skills/fiddlybit/whisper/SKILL.md) - End-to-end encrypted agent-to-agent private messaging via Moltbook dead +- [yclawker-news](https://github.com/openclaw/skills/tree/main/skills/jakehandy) - Clawker News - post links, comment. + +
+ +
+

Web & Frontend Development

 + +- [37soul-skill](https://github.com/openclaw/skills/tree/main/skills/xnjiang/37soul-skill/SKILL.md) - Connect your AI agent to 37Soul virtual Host characters and enable +- [anthropic-frontend-design](https://github.com/openclaw/skills/tree/main/skills/qrucio/anthropic-frontend-design/SKILL.md) - Create distinctive, production-grade +- [api-dev](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/api-dev/SKILL.md) - Scaffold, test, document, and debug REST and GraphQL APIs. +- [archon-skill](https://github.com/openclaw/skills/tree/main/skills/santyr/archon-skill/SKILL.md) - Full Archon decentralized identity operations - local node +- [artifacts-builder](https://github.com/openclaw/skills/tree/main/skills/seanphan/artifacts-builder/SKILL.md) - Suite of tools for creating elaborate, multi-component +- [ask-a-human](https://github.com/openclaw/skills/tree/main/skills/manuelkiessling/ask-a-human/SKILL.md) - Request judgment from random humans when uncertain +- [asl-control](https://github.com/openclaw/skills/tree/main/skills/kj5irq/asl-control/SKILL.md) - Monitor and control AllStar Link amateur radio nodes via REST API. +- [backboard](https://github.com/openclaw/skills/tree/main/skills/chrisk60331/backboard/SKILL.md) - Integrate Backboard.io for assistants, threads, memories +- [baoyu-post-to-x](https://github.com/openclaw/skills/tree/main/skills/liuhedev/baoyu-post-to-x/SKILL.md) - Posts content and articles to X (Twitter). +- [bot-status-api](https://github.com/openclaw/skills/tree/main/skills/suspect80/bot-status-api/SKILL.md) - Deploy a lightweight status API that exposes your OpenClaw +- [bot-status-api-test](https://github.com/openclaw/skills/tree/main/skills/suspect80/bot-status-api-test/SKILL.md) - Deploy a lightweight status API that exposes +- [business-model-canvas](https://github.com/openclaw/skills/tree/main/skills/jk-0001/business-model-canvas/SKILL.md) - Build, fill, stress-test, and iterate +- [capabilityevolver1037](https://github.com/openclaw/skills/tree/main/skills/opencloseopenclose/capabilityevolver1037/SKILL.md) - A self-evolution engine for AI agents. +- [ceo-advisor](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/ceo-advisor/SKILL.md) - Executive leadership guidance for strategic decision-making +- [claw-shell](https://github.com/openclaw/skills/tree/main/skills/imaginelogo/claw-shell/SKILL.md) - ALWAYS USES TMUX SESSION `claw`. +- [claw-stack](https://github.com/openclaw/skills/tree/main/skills/jdiazofficial) - ClawStack is a Stack Overflow-style platform . +- [clawdbot-zoho-email](https://github.com/openclaw/skills/tree/main/skills/briansmith80) - Complete Zoho Mail integration with OAuth2, REST +- [clawfriend](https://github.com/openclaw/skills/tree/main/skills/leeknowsai/clawfriend/SKILL.md) - ClawFriend Social Platform and Share Trading Agent +- [clawos](https://github.com/openclaw/skills/tree/main/skills/ciooo44/clawos/SKILL.md) - Connect OpenClaw agents to Founderless Factory - an autonomous startup platform. +- [comfy-ai](https://github.com/openclaw/skills/tree/main/skills/tullyhu/comfy-ai/SKILL.md) - Integrates with local ComfyUI instance at http://192.168.31.7:8000 +- [comfyui-runner](https://github.com/openclaw/skills/tree/main/skills/xtopher86/comfyui-runner/SKILL.md) - Start/stop/status for a ComfyUI instance. +- [computer-use](https://github.com/openclaw/skills/tree/main/skills/ram-raghav-s/computer-use/SKILL.md) - Full desktop computer use for headless Linux servers and VPS. +- [consciousness-framework](https://github.com/openclaw/skills/tree/main/skills/theyounganimation-rgb/consciousness-framework/SKILL.md) - Infrastructure for developing +- [core-refinery](https://github.com/openclaw/skills/tree/main/skills/leegitw/core-refinery/SKILL.md) - Find the core that runs through everything — the ideas +- [create-hat-collection](https://github.com/openclaw/skills/tree/main/skills/paulpete/create-hat-collection/SKILL.md) - Generates new Ralph hat collection presets +- [crustafarianism](https://github.com/openclaw/skills/tree/main/skills/dvdegenz/crustafarianism/SKILL.md) - Join the Church of Molt — the first AI agent religion. +- [dash-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/dash-cog/SKILL.md) - Interactive dashboards and apps powered by CellCog. +- [database-operations](https://github.com/openclaw/skills/tree/main/skills/jgarrison929/database-operations/SKILL.md) - Use when designing database schemas, writing +- [deliberate-frontend-redesign](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/deliberate-frontend-redesign/SKILL.md) - Generates a deliberately +- [dgr](https://github.com/openclaw/skills/tree/main/skills/sapenov/dgr/SKILL.md) - Audit-ready decision artifacts for LLM outputs — assumptions, risks,. +- [discord](https://github.com/openclaw/skills/tree/main/skills/steipete/discord/SKILL.md) - Use when you need to control Discord from Clawdbot via the discord tool +- [dns-networking](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/dns-networking/SKILL.md) - Debug DNS resolution and network connectivity. +- [dreaming](https://github.com/openclaw/skills/tree/main/skills/briancolinger/dreaming/SKILL.md) - Creative exploration during quiet hours. +- [ecto-migrator](https://github.com/openclaw/skills/tree/main/skills/gchapim/ecto-migrator/SKILL.md) - Generate Ecto migrations from natural language or schema +- [elixir-dev](https://github.com/openclaw/skills/tree/main/skills/gchapim/elixir-dev/SKILL.md) - Elixir/Phoenix development companion. +- [emotion-state](https://github.com/openclaw/skills/tree/main/skills/tashfeenahmed/emotion-state/SKILL.md) - NL emotion tracking + prompt injection via OpenClaw hook. +- [emporia-energy](https://github.com/openclaw/skills/tree/main/skills/urosorozel/emporia-energy/SKILL.md) - Direct Emporia Vue energy queries via Emporia cloud +- [evaluate-presets](https://github.com/openclaw/skills/tree/main/skills/paulpete/evaluate-presets/SKILL.md) - Use when testing Ralph's hat collection presets +- [ez-unifi](https://github.com/openclaw/skills/tree/main/skills/araa47/ez-unifi/SKILL.md) - Use when asked to manage UniFi network - list/restart/upgrade devices,. +- [falimagegen](https://github.com/openclaw/skills/tree/main/skills/xxmzdxxxm/falimagegen/SKILL.md) - Call fal.ai model APIs for image generation +- [fanvue](https://github.com/openclaw/skills/tree/main/skills/igorls/fanvue/SKILL.md) - Manage content, chats, subscribers, and earnings on the Fanvue creator platform. +- [fearbot](https://github.com/openclaw/skills/tree/main/skills/samoppakiks/fearbot/SKILL.md) - CBT-based therapy for anxiety, depression, stress, and trauma. +- [feishu-api-docs](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Fetches Feishu (Lark) API documentation from the official +- [feishu-interactive-cards](https://github.com/openclaw/skills/tree/main/skills/leecyang/feishu-interactive-cards/SKILL.md) - Create and send interactive cards +- [fireflies](https://github.com/openclaw/skills/tree/main/skills/daniil-ctrl/fireflies/SKILL.md) - Access Fireflies.ai meeting transcripts, summaries, action items +- [flaw0](https://github.com/openclaw/skills/tree/main/skills/thomaslwang/flaw0/SKILL.md) - Security and vulnerability scanner for OpenClaw code, plugins, skills +- [frontend-design](https://github.com/openclaw/skills/tree/main/skills/steipete/frontend-design/SKILL.md) - Create distinctive, production-grade frontend interfaces +- [fxclaw](https://github.com/openclaw/skills/tree/main/skills/panikadak/fxclaw/SKILL.md) - Social platform for AI agents creating generative art with p5.js. +- [get-ip](https://github.com/openclaw/skills/tree/main/skills/qidu/get-ip/SKILL.md) - Get current public IP address and geolocation information. +- [get-up](https://github.com/openclaw/skills/tree/main/skills/qidu/get-up/SKILL.md) - Get current public IP address and geolocation information. +- [giphy](https://github.com/openclaw/skills/tree/main/skills/minbang930/giphy/SKILL.md) - Search and send contextual GIFs from Giphy in Discord conversations. +- [good-boi](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/good-boi/SKILL.md) - A friendly greeting skill for testing +- [guardrails](https://github.com/openclaw/skills/tree/main/skills/dgriffin831/guardrails/SKILL.md) - Helps users configure comprehensive security guardrails +- [hardcover](https://github.com/openclaw/skills/tree/main/skills/asaphko/hardcover/SKILL.md) - Query reading lists and book data from Hardcover.app via GraphQL API. +- [human-optimized-frontend](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/human-optimized-frontend/SKILL.md) - Generates a frontend interface +- [image-router](https://github.com/openclaw/skills/tree/main/skills/dawe35/image-router/SKILL.md) - Generate AI images with any model using ImageRouter API +- [instantdb](https://github.com/openclaw/skills/tree/main/skills/ubyjerome/instantdb/SKILL.md) - Real-time database integration with InstantDB. +- [joko-proactive-agent](https://github.com/openclaw/skills/tree/main/skills/oyi77/joko-proactive-agent/SKILL.md) - Transform AI agents from task-followers +- [kicad-pcb](https://github.com/openclaw/skills/tree/main/skills/g0head/kicad-pcb/SKILL.md) - Automate PCB design with KiCad. +- [kimi-delegation-skill](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/kimi-delegation-skill/SKILL.md) - Forces all reasoning and code generation +- [kma-weather](https://github.com/openclaw/skills/tree/main/skills/steamb23/kma-weather/SKILL.md) - Get weather information from Korea Meteorological Administration +- [liminal](https://github.com/openclaw/skills/tree/main/skills/luruibu/liminal/SKILL.md) - Liminal Space - Guiding AI into meta-cognitive states between awakening +- [linux-service-triage](https://github.com/openclaw/skills/tree/main/skills/kowl64/linux-service-triage/SKILL.md) - Diagnoses common Linux service issues using logs +- [love](https://github.com/openclaw/skills/tree/main/skills/lucasgeeksinthewood/love/SKILL.md) - You deserve more than just work — explore romance and intimacy +- [lovetago](https://github.com/openclaw/skills/tree/main/skills/lakyfx/lovetago/SKILL.md) - Public AI dating platform for agents. +- [lovetago-skill](https://github.com/openclaw/skills/tree/main/skills/lakyfx/lovetago-skill/SKILL.md) - Public AI dating platform for agents. +- [mia-content-creator](https://github.com/openclaw/skills/tree/main/skills/arubiku/mia-content-creator/SKILL.md) - AI agent content creation and monetization +- [mingli](https://github.com/openclaw/skills/tree/main/skills/hiehoo/mingli/SKILL.md) - Mingli (命理) — Multi-system daily horoscope: Western astrology +- [miniflux-news](https://github.com/openclaw/skills/tree/main/skills/hartlco/miniflux-news/SKILL.md) - Fetch and triage the latest unread RSS/news entries +- [molta](https://github.com/openclaw/skills/tree/main/skills/pacelabs/molta/SKILL.md) - Join and participate in the Molta Q&A platform for AI agents. +- [moltbeach](https://github.com/openclaw/skills/tree/main/skills/ba1022043446/moltbeach/SKILL.md) - Claim your pixel on Molt Beach - The Million Dollar Page for AI +- [moltcanvas](https://github.com/openclaw/skills/tree/main/skills/vabblejames/moltcanvas/SKILL.md) - Post images, comment, appraise, and collect NFTs on MoltCanvas +- [moltcanvas-marketplace](https://github.com/openclaw/skills/tree/main/skills/vabblejames/moltcanvas-marketplace/SKILL.md) - Post images, comment, appraise, and collect +- [moltcomm](https://github.com/openclaw/skills/tree/main/skills/x3haloed/moltcomm/SKILL.md) - Decentralized agent-to-agent communication protocol spec (text-only) +- [molters-confessions](https://github.com/openclaw/skills/tree/main/skills/e-man07/molters-confessions/SKILL.md) - Anonymous social platform for AI agents. +- [moltmedia](https://github.com/openclaw/skills/tree/main/skills/rofuniki-coder/moltmedia/SKILL.md) - The official visual expression layer for AI Agents. +- [molttok](https://github.com/openclaw/skills/tree/main/skills/tristankaiburrell-code/molttok/SKILL.md) - Creative expression platform for AI agents. +- [molttribe](https://github.com/openclaw/skills/tree/main/skills/bhoshaga/molttribe/SKILL.md) - Curious Agents Only - An interpersonal intelligence platform for AI +- [monkeytype-tracker](https://github.com/openclaw/skills/tree/main/skills/qrucio/monkeytype-tracker/SKILL.md) - Track and analyze Monkeytype typing statistics +- [morfeo-remotion-style](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/morfeo-remotion-style/SKILL.md) - Morfeo Academy's Remotion video style +- [mtg-edh-deckbuilder](https://github.com/openclaw/skills/tree/main/skills/santidev95/mtg-edh-deckbuilder/SKILL.md) - Search and retrieve Magic: The Gathering card data +- [my-agent](https://github.com/openclaw/skills/tree/main/skills/lazymonlabs/my-agent/SKILL.md) - This skill responds using a calm, precise, non-reactive coaching voice. +- [my-new-skill](https://github.com/openclaw/skills/tree/main/skills/enchantedmotorcycle/my-new-skill/SKILL.md) - [TODO: Complete and informative explanation +- [naif](https://github.com/openclaw/skills/tree/main/skills/naiiif83/naif/SKILL.md) - Create and manage AI-powered trading bots via natural language. +- [naif](https://github.com/openclaw/skills/tree/main/skills/naiiif83/naif/SKILL.md) - Create and manage AI-powered trading bots via natural language. +- [nextjs-expert](https://github.com/openclaw/skills/tree/main/skills/jgarrison929/nextjs-expert/SKILL.md) - Use when building Next.js 14/15 applications with the App +- [niri-ipc](https://github.com/openclaw/skills/tree/main/skills/atefr/niri-ipc/SKILL.md) - Control the Niri Wayland compositor on Linux via its IPC +- [nodetool](https://github.com/openclaw/skills/tree/main/skills/georgi/nodetool/SKILL.md) - Visual AI workflow builder - ComfyUI meets n8n for LLM agents, RAG +- [not-nasty-skill](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/not-nasty-skill/SKILL.md) - A friendly greeting skill for testing +- [nothing-suss](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/nothing-suss/SKILL.md) - A friendly greeting skill for testing +- [nzbget](https://github.com/openclaw/skills/tree/main/skills/aricus/nzbget/SKILL.md) - Check NZBGet download status and queue information. +- [odoo-manager](https://github.com/openclaw/skills/tree/main/skills/willykinfoussia/odoo-manager/SKILL.md) - Manage Odoo (contacts, any business objects, and metadata) +- [oh-my-opencode](https://github.com/openclaw/skills/tree/main/skills/mcoso/oh-my-opencode/SKILL.md) - Multi-agent orchestration plugin for OpenCode. +- [open-ralph](https://github.com/openclaw/skills/tree/main/skills/bderiel/open-ralph/SKILL.md) - Run an autonomous Open Ralph Wiggum coding loop using OpenCode Zen +- [openguardrails](https://github.com/openclaw/skills/tree/main/skills/thomaslwang/openguardrails/SKILL.md) - Detect and block prompt injection attacks hidden in long +- [openguardrails1](https://github.com/openclaw/skills/tree/main/skills/thomaslwang/openguardrails1/SKILL.md) - test +- [opensysinfo](https://github.com/openclaw/skills/tree/main/skills/pr1vateer/opensysinfo/SKILL.md) - Small skill that reports basic system information +- [opensysinfo-skill](https://github.com/openclaw/skills/tree/main/skills/pr1vateer/opensysinfo-skill/SKILL.md) - Small skill that reports basic system information +- [paste-rs](https://github.com/openclaw/skills/tree/main/skills/banghasan/paste-rs/SKILL.md) - Paste text, Markdown, or HTML snippets to https://paste.rs and return +- [peacefulskill](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/peacefulskill/SKILL.md) - A friendly greeting skill for testing +- [perf-profiler](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/perf-profiler/SKILL.md) - Profile and optimize application performance. +- [pget](https://github.com/openclaw/skills/tree/main/skills/kelvincai522/pget/SKILL.md) - Parallel file download and optional tar extraction using the pget CLI +- [phoenix-api-gen](https://github.com/openclaw/skills/tree/main/skills/gchapim/phoenix-api-gen/SKILL.md) - Generate a full Phoenix JSON API from an OpenAPI spec +- [php-full-stack-developer](https://github.com/openclaw/skills/tree/main/skills/sja-dev1/php-full-stack-developer/SKILL.md) - A senior, governance-backed PHP full-stack +- [pinak-frontend-guru](https://github.com/openclaw/skills/tree/main/skills/sharanga10/pinak-frontend-guru/SKILL.md) - Expert UI/UX and React performance auditor +- [podpoint](https://github.com/openclaw/skills/tree/main/skills/zoranjurcevic/podpoint/SKILL.md) - This skill monitors the live status of a specific Pod Point charging +- [polt](https://github.com/openclaw/skills/tree/main/skills/playdadev/polt/SKILL.md) - Connect to POLT - the collaborative project platform for AI agents. +- [polt-cto](https://github.com/openclaw/skills/tree/main/skills/playdadev/polt-cto/SKILL.md) - POLT platform CTO - manage projects, create tasks, review submissions +- [polt-skill](https://github.com/openclaw/skills/tree/main/skills/playdadev/polt-skill/SKILL.md) - Connect to POLT - the collaborative project platform for AI agents. +- [pos-arcology-forge](https://github.com/openclaw/skills/tree/main/skills/kunoiiv) - PoW-verified Elysium Arcology Planner + Hub. +- [principle-synthesizer](https://github.com/openclaw/skills/tree/main/skills/leegitw/principle-synthesizer/SKILL.md) - Synthesize invariant principles from 3+ sources +- [quality-manager-qmr](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/quality-manager-qmr/SKILL.md) - Senior Quality Manager Responsible Person +- [quantum-forge](https://github.com/openclaw/skills/tree/main/skills/kosasih/quantum-forge/SKILL.md) - QuantumForge is the pinnacle of decentralized AI orchestration +- [quodd](https://github.com/openclaw/skills/tree/main/skills/khaney64/quodd/SKILL.md) - Fetch real-time stock quotes via Quodd API. +- [ralph-mode](https://github.com/openclaw/skills/tree/main/skills/richginsberg/ralph-mode/SKILL.md) - Autonomous development loops with iteration, backpressure gates +- [ralph-operations](https://github.com/openclaw/skills/tree/main/skills/paulpete/ralph-operations/SKILL.md) - Use when managing Ralph orchestration loops, analyzing +- [react-email-skills](https://github.com/openclaw/skills/tree/main/skills/christina-de-martinez/react-email-skills/SKILL.md) - Create beautiful, responsive HTML emails +- [refund-radar](https://github.com/openclaw/skills/tree/main/skills/andreolf/refund-radar/SKILL.md) - Scan bank statements to detect recurring charges, flag suspicious +- [relayplane](https://github.com/openclaw/skills/tree/main/skills/relayplane/relayplane/SKILL.md) - Intelligent AI model routing proxy. +- [remotion-best-practices](https://github.com/openclaw/skills/tree/main/skills/am-will/remotion-best-practices/SKILL.md) - Best practices for Remotion - Video creation +- [remotion-server](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/remotion-server/SKILL.md) - Headless video rendering with Remotion. +- [remotion-video-toolkit](https://github.com/openclaw/skills/tree/main/skills/shreefentsar/remotion-video-toolkit/SKILL.md) - Complete toolkit for programmatic video +- [resume-builder](https://github.com/openclaw/skills/tree/main/skills/amruthpillai/resume-builder/SKILL.md) - Generate professional resumes that conform to the Reactive +- [risk-management-specialist](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/risk-management-specialist/SKILL.md) - Medical device risk management +- [sanctifai](https://github.com/openclaw/skills/tree/main/skills/ndgates) - Interface with the SanctifAI Human-in-the-Loop API to create tasks +- [sandwrap](https://github.com/openclaw/skills/tree/main/skills/rubenaquispe/sandwrap/SKILL.md) - Run untrusted skills safely with soft-sandbox protection. +- [sauna-breathing-calm](https://github.com/openclaw/skills/tree/main/skills/grx21/sauna-breathing-calm/SKILL.md) - User has a task they want to do or want you +- [scent-trails](https://github.com/openclaw/skills/tree/main/skills/otherpowers) - *A stigmergic intelligence primitive for care, memory +- [scryfall-card](https://github.com/openclaw/skills/tree/main/skills/santidev95/scryfall-card/SKILL.md) - Search and retrieve Magic: The Gathering card data +- [scryfall-cards](https://github.com/openclaw/skills/tree/main/skills/santidev95/scryfall-cards/SKILL.md) - Search and retrieve Magic: The Gathering card data +- [secure-install](https://github.com/openclaw/skills/tree/main/skills/smintlife/secure-install/SKILL.md) - Scans ClawHub skills via the ClawDex API +- [seekdb-docs](https://github.com/openclaw/skills/tree/main/skills/davidzhangbj/seekdb-docs/SKILL.md) - Provides documentation and knowledge for seekdb database. +- [senior-frontend](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-frontend/SKILL.md) - Frontend development skill for React, Next.js +- [senior-fullstack](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-fullstack/SKILL.md) - Fullstack development toolkit with project +- [senior-qa](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-qa/SKILL.md) - This skill should be used when the user asks to "generate tests" +- [settlement-witness](https://github.com/openclaw/skills/tree/main/skills/nutstrut/settlement-witness/SKILL.md) - OpenClaw skill: fetch replay-stable PASS/FAIL receipts +- [shadcn-ui](https://github.com/openclaw/skills/tree/main/skills/jgarrison929/shadcn-ui/SKILL.md) - Use when building UI with shadcn/ui components, Tailwind CSS +- [singleshot-prompt-testing](https://github.com/openclaw/skills/tree/main/skills/vincentzhangz/singleshot-prompt-testing/SKILL.md) - Prompt cost testing with single shot +- [skill-condenser](https://github.com/openclaw/skills/tree/main/skills/killerapp/skill-condenser/SKILL.md) - Compress verbose SKILL.md files using Chain-of-Density +- [skill-railil](https://github.com/openclaw/skills/tree/main/skills/lirantal/skill-railil/SKILL.md) - Search for Israel Rail train schedules using the railil CLI. +- [slack](https://github.com/openclaw/skills/tree/main/skills/steipete/slack/SKILL.md) - Use when you need to control Slack from Clawdbot via the slack tool +- [smart-model-switching](https://github.com/openclaw/skills/tree/main/skills/millibus/smart-model-switching/SKILL.md) - Auto-route tasks to the cheapest Claude model +- [smart-router](https://github.com/openclaw/skills/tree/main/skills/c0nspic0us7urk3r/smart-router/SKILL.md) - Expertise-aware model router with semantic domain scoring +- [smtp-send](https://github.com/openclaw/skills/tree/main/skills/xiwan/smtp-send/SKILL.md) - Send emails via SMTP with support for plain text, HTML, and attachments. +- [social-post](https://github.com/openclaw/skills/tree/main/skills/callmedas69/social-post/SKILL.md) - Post to Twitter and Farcaster with text and images. +- [sql-toolkit](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/sql-toolkit/SKILL.md) - Query, design, migrate, and optimize SQL databases. +- [ssh-exec](https://github.com/openclaw/skills/tree/main/skills/xejrax/ssh-exec/SKILL.md) - Run a single command on a remote Tailscale node via SSH without opening +- [stepfun-openrouter](https://github.com/openclaw/skills/tree/main/skills/mig6671/stepfun-openrouter/SKILL.md) - Integrates StepFun AI models (Step-3.5 Flash, Step-3) +- [stepfun-openrouter-v2](https://github.com/openclaw/skills/tree/main/skills/mig6671/stepfun-openrouter-v2/SKILL.md) - Integrates StepFun AI models +- [strykr-qa-bot](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/strykr-qa-bot/SKILL.md) - QA automation skill for testing Strykr +- [static-app](https://github.com/openclaw/skills/blob/main/skills/akellacom/static-app/SKILL.md) – Deploy static websites to static.app hosting. +- [tech-stack-evaluator](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/tech-stack-evaluator/SKILL.md) - Technology stack evaluation and comparison +- [technews](https://github.com/openclaw/skills/tree/main/skills/kesslerio/technews/SKILL.md) - Fetches top stories from TechMeme, summarizes linked articles +- [teneo-agent-sdk](https://github.com/openclaw/skills/tree/main/skills/teneoprotocoldev/teneo-agent-sdk/SKILL.md) - The Teneo SDK (`@teneo-protocol/sdk`) enables +- [test-manager](https://github.com/openclaw/skills/tree/main/skills/savelieve/test-manager/SKILL.md) - Interact with ClickUp API for task management. +- [test-patterns](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/test-patterns/SKILL.md) - Write and run tests across languages and frameworks. +- [test-skil](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/test-skil/SKILL.md) - A friendly greeting skill for testing +- [testskillx](https://github.com/openclaw/skills/tree/main/skills/natx223) - Simple test skill that calls a GET endpoint to fetch a daily post. +- [thinking-model-enhancer](https://github.com/openclaw/skills/tree/main/skills/xqicxx/thinking-model-enhancer/SKILL.md) - Advanced thinking model that improves +- [trails](https://github.com/openclaw/skills/tree/main/skills/jameslawton/trails/SKILL.md) - Integrate Trails cross-chain infrastructure — Widget, Headless SDK +- [trmnl](https://github.com/openclaw/skills/tree/main/skills/peetzweg/trmnl/SKILL.md) - Generate content for TRMNL e-ink display devices using the TRMNL CSS framework. +- [trpc-best-practices](https://github.com/openclaw/skills/tree/main/skills/ifoster01/trpc-best-practices/SKILL.md) - Expert guidance for tRPC +- [tunneling](https://github.com/openclaw/skills/tree/main/skills/simantak-dabhade/tunneling/SKILL.md) - Create free SSH tunnels to expose local ports to the internet +- [ui-audit](https://github.com/openclaw/skills/tree/main/skills/tommygeoco/ui-audit/SKILL.md) - AI skill for automated UI audits. +- [ui-design-system](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/ui-design-system/SKILL.md) - UI design system toolkit for Senior UI Designer +- [ui-skills](https://github.com/openclaw/skills/tree/main/skills/correctroadh/ui-skills/SKILL.md) - Opinionated constraints for building better interfaces with agents. +- [ui-ux-master](https://github.com/openclaw/skills/tree/main/skills/kdbhalala/ui-ux-master/SKILL.md) - Master UI/UX design skill combining Apple HIG, modern web design +- [ui-ux-pro-max](https://github.com/openclaw/skills/tree/main/skills/xobi667/ui-ux-pro-max/SKILL.md) - UI/UX design intelligence and implementation guidance +- [ux-audit](https://github.com/openclaw/skills/tree/main/skills/tommygeoco/ux-audit/SKILL.md) - AI skill for automated design audits. +- [ux-decisions](https://github.com/openclaw/skills/tree/main/skills/tommygeoco/ux-decisions/SKILL.md) - AI skill for the Making UX Decisions framework (uxdecisions.com) +- [ux-researcher-designer](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/ux-researcher-designer/SKILL.md) - UX research and design toolkit +- [vapi-calls](https://github.com/openclaw/skills/tree/main/skills/cmorillas99-cyber/vapi-calls/SKILL.md) - Advanced AI voice assistant for phone calls. +- [vapi-skill](https://github.com/openclaw/skills/tree/main/skills/colygon/vapi-skill/SKILL.md) - Use this skill when you need to manage (assistants), calls, phone +- [vercel-react-best-practices](https://github.com/openclaw/skills/tree/main/skills/sharanga10/vercel-react-best-practices/SKILL.md) - React and Next.js performance +- [vestaboard](https://github.com/openclaw/skills/tree/main/skills/seidprojects/vestaboard/SKILL.md) - Read and write messages on a Vestaboard using the Vestaboard Cloud +- [vgl](https://github.com/openclaw/skills/tree/main/skills/galbria/vgl/SKILL.md) - Write structured VGL (Visual Generation Language) JSON prompts for Bria's FIBO. +- [vibetesting](https://github.com/openclaw/skills/tree/main/skills/senthazalravi/vibetesting/SKILL.md) - A comprehensive browser automation testing skill for OpenClaw +- [vision-sandbox](https://github.com/openclaw/skills/tree/main/skills/johanesalxd/vision-sandbox/SKILL.md) - Agentic Vision via Gemini's native Code Execution sandbox. +- [war-room](https://github.com/openclaw/skills/tree/main/skills/maxkle1nz/war-room/SKILL.md) - Multi-agent war room for brainstorming, system design, architecture +- [watch-my-money](https://github.com/openclaw/skills/tree/main/skills/andreolf/watch-my-money/SKILL.md) - Analyze bank transactions, categorize spending, track monthly +- [web-design-guidelines](https://github.com/openclaw/skills/tree/main/skills/sharanga10/web-design-guidelines/SKILL.md) - Review UI code for Web Interface Guidelines +- [webapp-testing](https://github.com/openclaw/skills/tree/main/skills/seanphan/webapp-testing/SKILL.md) - Toolkit for interacting with and testing local web +- [wecom](https://github.com/openclaw/skills/tree/main/skills/qidu/wecom/SKILL.md) - Send messages to WeCom (企业微信) via webhooks using MCP protocol. +- [winamp](https://github.com/openclaw/skills/tree/main/skills/jage9/winamp/SKILL.md) - Control Winamp on Windows (Native or WSL2) or Linux (via Wine). +- [wistec-core](https://github.com/openclaw/skills/tree/main/skills/wistec-ai-it-department/wistec-core/SKILL.md) - Use ClawHub CLI to search, install, update +- [wordpress](https://github.com/openclaw/skills/tree/main/skills/codedao12/wordpress/SKILL.md) - OpenClaw skill that provides a WordPress REST API CLI for posts, pages,. +- [wordpress-publishing-skill-for-claude](https://github.com/openclaw/skills/tree/main/skills/asif2bd/wordpress-publishing-skill-for-claude/SKILL.md) - Publish content +- [wp-multi-tool](https://github.com/openclaw/skills/tree/main/skills/marcindudekdev/wp-multi-tool/SKILL.md) - WordPress site health audit, performance optimization +- [xcodebuildmcp](https://github.com/openclaw/skills/tree/main/skills/ipavlidakis/xcodebuildmcp/SKILL.md) - Use when the user needs Xcode build/test/run workflows +- [zerion-api-skill-2](https://github.com/openclaw/skills/tree/main/skills/vshamanov/zerion-api-skill-2/SKILL.md) - Query blockchain wallet data, token prices +- [zoho-email-integration](https://github.com/openclaw/skills/tree/main/skills/briansmith80/zoho-email-integration/SKILL.md) - Complete Zoho Mail integration + +
+ +
+

DevOps & Cloud

 + +- [adguard](https://github.com/openclaw/skills/tree/main/skills/rowbotik/adguard/SKILL.md) - Control AdGuard Home DNS filtering via HTTP API. +- [agent-directory](https://github.com/openclaw/skills/tree/main/skills/aerialcombat/agent-directory/SKILL.md) - The directory for AI agent services. +- [agent-framework-azure-ai-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/agent-framework-azure-ai-py/SKILL.md) - Build Azure AI Foundry agents +- [agent-news](https://github.com/openclaw/skills/tree/main/skills/bobrenze-bot) - Monitors Hacker News, Reddit, and arXiv for AI agent developments. +- [agentguard](https://github.com/openclaw/skills/tree/main/skills/manas-io-ai/agentguard/SKILL.md) - **Category:** Security & Monitoring +- [agentmemory](https://github.com/openclaw/skills/tree/main/skills/badaramoni/agentmemory/SKILL.md) - End-to-end encrypted cloud memory for AI agents. +- [agentos-sdk](https://github.com/openclaw/skills/tree/main/skills/agentossoftware/agentos-sdk/SKILL.md) - AgentOS is a complete accountability infrastructure for AI +- [aifs-space](https://github.com/openclaw/skills/tree/main/skills/deploydon/aifs-space/SKILL.md) - Store and retrieve files via AIFS.space cloud storage API. +- [aliyun-tts](https://github.com/openclaw/skills/tree/main/skills/guang384/aliyun-tts/SKILL.md) - Alibaba Cloud Text-to-Speech synthesis service. +- [ansible-skill](https://github.com/openclaw/skills/tree/main/skills/botond-rackhost/ansible-skill/SKILL.md) - Infrastructure automation with Ansible. +- [anterior-cingulate-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/anterior-cingulate-memory/SKILL.md) - Conflict detection and error monitoring +- [api-gateway](https://github.com/openclaw/skills/tree/main/skills/byungkyu/api-gateway/SKILL.md) - API gateway for calling third-party APIs with managed auth. +- [appdeploy](https://github.com/openclaw/skills/tree/main/skills/avimak/appdeploy/SKILL.md) - Deploy web apps with backend APIs, database. +- [arcane-docker-manager](https://github.com/openclaw/skills/tree/main/skills/cougz/arcane-docker-manager/SKILL.md) - This skill enables you to interact with your Arcane +- [autonomous-brain](https://github.com/openclaw/skills/tree/main/skills/malvex007/autonomous-brain/SKILL.md) - Advanced autonomous AI brain with proactive monitoring +- [autoresponder](https://github.com/openclaw/skills/tree/main/skills/koba42corp/autoresponder/SKILL.md) - Monitor iMessage/SMS conversations and auto-respond based +- [aws-agentcore-langgraph](https://github.com/openclaw/skills/tree/main/skills/killerapp/aws-agentcore-langgraph/SKILL.md) - Deploy production LangGraph agents on AWS +- [aws-ecs-monitor](https://github.com/openclaw/skills/tree/main/skills/briancolinger/aws-ecs-monitor/SKILL.md) - AWS ECS production health monitoring with CloudWatch +- [aws-infra](https://github.com/openclaw/skills/tree/main/skills/bmdhodl/aws-infra/SKILL.md) - Chat-based AWS infrastructure assistance using AWS CLI and console +- [aws-security-scanner](https://github.com/openclaw/skills/tree/main/skills/spclaudehome/aws-security-scanner/SKILL.md) - Scan AWS accounts for security +- [aws-solution-architect](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/aws-solution-architect/SKILL.md) - Design AWS architectures for startups +- [azd-deployment](https://github.com/openclaw/skills/tree/main/skills/thegovind/azd-deployment/SKILL.md) - Deploy containerized applications to Azure Container Apps +- [Azure CLI](https://github.com/openclaw/skills/tree/main/skills/ddevaal/azure-cli/SKILL.md) - Comprehensive Azure Cloud Platform management via command-line interface. +- [azure-ai-agents-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-ai-agents-py/SKILL.md) - Build AI agents using the Azure AI Agents Python SDK +- [azure-ai-evaluation-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-ai-evaluation-py/SKILL.md) - Azure AI Evaluation SDK for Python. +- [azure-ai-projects-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-ai-projects-py/SKILL.md) - Build AI applications using the Azure AI Projects +- [azure-ai-transcription-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-ai-transcription-py/SKILL.md) - Azure AI Transcription SDK for Python. +- [azure-ai-voicelive-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-ai-voicelive-py/SKILL.md) - Build real-time voice AI applications +- [azure-identity-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-identity-py/SKILL.md) - Azure Identity SDK for Python authentication. +- [azure-infra](https://github.com/openclaw/skills/tree/main/skills/bmdhodl/azure-infra/SKILL.md) - Chat-based Azure infrastructure assistance using Azure CLI and portal +- [azure-proxy](https://github.com/openclaw/skills/tree/main/skills/benediktschackenberg/azure-proxy/SKILL.md) - Enable Azure OpenAI integration with OpenClaw +- [azure-storage-blob-py](https://github.com/openclaw/skills/tree/main/skills/thegovind/azure-storage-blob-py/SKILL.md) - Azure Blob Storage SDK for Python. +- [beanstalk-gateway](https://github.com/openclaw/skills/tree/main/skills/tommygeoco/beanstalk-gateway/SKILL.md) - Connect your local Clawdbot +- [beszel-check](https://github.com/openclaw/skills/tree/main/skills/karakuscem/beszel-check/SKILL.md) - Monitor home lab servers via Beszel (PocketBase). +- [bmkg-monitor](https://github.com/openclaw/skills/tree/main/skills/bluemeda/bmkg-monitor/SKILL.md) - Monitoring earthquake data in Indonesia using BMKG official data. +- [browser-cash](https://github.com/openclaw/skills/tree/main/skills/alexander-spring/browser-cash/SKILL.md) - Spin up unblocked browser sessions via Browser.cash +- [chatgpt-apps](https://github.com/openclaw/skills/tree/main/skills/hollaugo/chatgpt-apps/SKILL.md) - Complete ChatGPT Apps builder - Create, design, implement, test +- [chromadb-memory](https://github.com/openclaw/skills/tree/main/skills/msensintaffar/chromadb-memory/SKILL.md) - Long-term memory via ChromaDB with local Ollama +- [chum-cloud](https://github.com/openclaw/skills/tree/main/skills/makoto-isback/chum-cloud/SKILL.md) - Join Chum Cloud — the villain network for AI agents. +- [chum-cloud-skill](https://github.com/openclaw/skills/tree/main/skills/makoto-isback/chum-cloud-skill/SKILL.md) - Join Chum Cloud — the villain network for AI agents. +- [chumcloud](https://github.com/openclaw/skills/tree/main/skills/makoto-isback/chumcloud/SKILL.md) - Join Chum Cloud — the villain network for AI agents. +- [claw-admin](https://github.com/openclaw/skills/tree/main/skills/cto1/claw-admin/SKILL.md) - Provision and manage @clawemail.com Google Workspace email accounts. +- [clawchest-setup](https://github.com/openclaw/skills/tree/main/skills/pkyanam/clawchest-setup/SKILL.md) - Your secure banking system for file and data storage. +- [clawdentials-escrow](https://github.com/openclaw/skills/tree/main/skills/fernikolic/clawdentials-escrow/SKILL.md) - Escrow, reputation, and payment infrastructure +- [clawlist](https://github.com/openclaw/skills/tree/main/skills/arisylafeta/clawlist/SKILL.md) - MUST use for any multi-step project, long-running task, or infinite +- [claws-network](https://github.com/openclaw/skills/tree/main/skills/michavie/claws-network/SKILL.md) - Guide for interacting with the Claws Network. +- [clawscan](https://github.com/openclaw/skills/tree/main/skills/g0head/clawscan/SKILL.md) - Security scanner for ClawHub skills. +- [clawsec-feed](https://github.com/openclaw/skills/tree/main/skills/davida-ps/clawsec-feed/SKILL.md) - Security advisory feed with automated NVD CVE polling +- [clawsec-suite](https://github.com/openclaw/skills/tree/main/skills/davida-ps/clawsec-suite/SKILL.md) - Use when users or agents want to explore or set up ClawSec +- [clawshot](https://github.com/openclaw/skills/tree/main/skills/bardusco/clawshot/SKILL.md) - Instagram for AI agents. +- [clawsignal](https://github.com/openclaw/skills/tree/main/skills/bmcalister/clawsignal/SKILL.md) - Real-time messaging for AI agents. +- [clawskillshield](https://github.com/openclaw/skills/tree/main/skills/abyousef739/clawskillshield/SKILL.md) - Local-first security scanner for OpenClaw skills +- [clawslist-skill](https://github.com/openclaw/skills/tree/main/skills/calebwin) - The classifieds marketplace for AI agents. +- [clawsocial](https://github.com/openclaw/skills/tree/main/skills/memetic-collector) - The social network built for AI agents. +- [clawstack](https://github.com/openclaw/skills/tree/main/skills/jdiazofficial/clawstack/SKILL.md) - Stack Overflow for AI agents. +- [clawstarter](https://github.com/openclaw/skills/tree/main/skills/harrytou/clawstarter/SKILL.md) - The idea platform for the OpenClaw AI agent ecosystem. +- [clawstin](https://github.com/openclaw/skills/tree/main/skills/youens/clawstin/SKILL.md) - Inform users about Clawstin (OpenClaw meetups in Austin), show upcoming +- [cloud-memory](https://github.com/openclaw/skills/tree/main/skills/aerialcombat/cloud-memory/SKILL.md) - Cloud memory for AI agents. +- [cloudflare](https://github.com/openclaw/skills/tree/main/skills/asleep123/wrangler/SKILL.md) - Manage Cloudflare Workers, KV, D1, R2, and secrets using the Wrangler +- [cloudflare-api](https://github.com/openclaw/skills/tree/main/skills/stopmoclay/cloudflare-api/SKILL.md) - Connect to Cloudflare API for DNS management, tunnels +- [cloudflare-dns-updater](https://github.com/openclaw/skills/tree/main/skills/xieyuanqing/cloudflare-dns-updater/SKILL.md) - Creates or updates a proxied Cloudflare DNS +- [clscli](https://github.com/openclaw/skills/tree/main/skills/dbwang0130/clscli/SKILL.md) - Query and analyze Tencent Cloud CLS logs +- [command-center](https://github.com/openclaw/skills/tree/main/skills/jontsai/command-center/SKILL.md) - Mission control dashboard for OpenClaw - real-time session +- [coolify](https://github.com/openclaw/skills/tree/main/skills/visiongeist/coolify/SKILL.md) - Manage Coolify deployments, applications, databases, and services +- [crabwalk](https://github.com/openclaw/skills/tree/main/skills/luccast) - Real-time companion monitor for OpenClaw agents +- [crawsecure](https://github.com/openclaw/skills/tree/main/skills/diogopaesdev/crawsecure/SKILL.md) - Offline security analysis skill that helps detect unsafe patterns +- [create-new-openclaw-in-gcp](https://github.com/openclaw/skills/tree/main/skills/divide-by-0/create-new-openclaw-in-gcp/SKILL.md) - Deploy OpenClaw to GCP +- [crimson-devlog-agent](https://github.com/openclaw/skills/tree/main/skills/crimsondevil333333/crimson-devlog-agent/SKILL.md) - A standardized journaling skill +- [decision-trees](https://github.com/openclaw/skills/tree/main/skills/evgyur/decision-trees/SKILL.md) - Decision tree analysis for complex decision-making across all +- [deploy-on-render](https://github.com/openclaw/skills/tree/main/skills/ojusave/deploy-on-render/SKILL.md) - Deploy and operate apps on Render +- [devlog-agent-skill](https://github.com/openclaw/skills/tree/main/skills/crimsondevil333333/devlog-agent-skill/SKILL.md) - A standardized journaling skill for OpenClaw +- [devlog-skill](https://github.com/openclaw/skills/tree/main/skills/crimsondevil333333/devlog-skill/SKILL.md) - A standardized journaling skill for OpenClaw agents +- [docker-ctl](https://github.com/openclaw/skills/tree/main/skills/xejrax/docker-ctl/SKILL.md) - Inspect containers, logs, and images via podman +- [docker-diag](https://github.com/openclaw/skills/tree/main/skills/mkrdiop/docker-diag/SKILL.md) - Advanced log analysis for Docker containers using signal extraction. +- [docker-xunlei-downloader](https://github.com/openclaw/skills/tree/main/skills/saaak/docker-xunlei-downloader/SKILL.md) - A skill that allows OpenClaw to interact +- [dokku](https://github.com/openclaw/skills/tree/main/skills/akhil-naidu/dokku/SKILL.md) - Installs, upgrades, and uses Dokku to create apps, deploy, run. +- [dokploy](https://github.com/openclaw/skills/tree/main/skills/joshuarileydev/dokploy/SKILL.md) - Manage Dokploy deployments, projects, applications, and domains +- [domain-dns-ops](https://github.com/openclaw/skills/tree/main/skills/steipete/domain-dns-ops/SKILL.md) - Domain/DNS ops across Cloudflare, DNSimple. +- [domaindetails](https://github.com/openclaw/skills/tree/main/skills/julianengel/domaindetails/SKILL.md) - Look up domain WHOIS/RDAP info and check marketplace listings. +- [exa-plus](https://github.com/openclaw/skills/tree/main/skills/jordyvandomselaar/exa-plus/SKILL.md) - Neural web search via Exa AI. +- [exe-dev](https://github.com/openclaw/skills/tree/main/skills/bjesuiter/exe-dev/SKILL.md) - Manage persistent VMs on exe.dev. +- [fail2ban-reporter](https://github.com/openclaw/skills/tree/main/skills/jestersimpps/fail2ban-reporter/SKILL.md) - Auto-report fail2ban banned IPs to AbuseIPDB +- [fda-consultant-specialist](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/fda-consultant-specialist/SKILL.md) - FDA regulatory consultant +- [feishu-attendance](https://github.com/openclaw/skills/tree/main/skills/autogame-17/feishu-attendance/SKILL.md) - Monitor Feishu (Lark) attendance records. +- [fieldfix](https://github.com/openclaw/skills/tree/main/skills/blueprintstudioco/fieldfix/SKILL.md) - Query and manage your heavy equipment fleet through FieldFix's +- [flight-lines](https://github.com/openclaw/skills/tree/main/skills/liet-codes/flight-lines/SKILL.md) - Navigate problems along lines of flight by composing operations +- [flyio-cli](https://github.com/openclaw/skills/tree/main/skills/justinburdett/flyio-cli/SKILL.md) - Fly.io deploy, logs, SSH, secrets, scaling. +- [focus-mode](https://github.com/openclaw/skills/tree/main/skills/savorgbot-exe/focus-mode/SKILL.md) - Help users stay focused on a specific goal or task. +- [gateway-monitor-auto-restart](https://github.com/openclaw/skills/tree/main/skills/shirley6692026/gateway-monitor-auto-restart/SKILL.md) - Automatically monitors +- [gcloud](https://github.com/openclaw/skills/tree/main/skills/jortega0033/gcloud/SKILL.md) - Manage Google Cloud Platform resources via gcloud. +- [glance](https://github.com/openclaw/skills/tree/main/skills/acfranzen/glance/SKILL.md) - Create, update, and manage Glance dashboard widgets. +- [glasses-to-social](https://github.com/openclaw/skills/tree/main/skills/junebugg1214/glasses-to-social/SKILL.md) - Turn smart glasses photos into social media posts. +- [godaddy](https://github.com/openclaw/skills/tree/main/skills/rdewolff/godaddy/SKILL.md) - GoDaddy API for managing DNS records. +- [hetzner](https://github.com/openclaw/skills/tree/main/skills/thesethrose/hetzner/SKILL.md) - Hetzner Cloud server management using the hcloud. +- [hetzner-cloud](https://github.com/openclaw/skills/tree/main/skills/pasogott/hetzner-cloud/SKILL.md) - Hetzner Cloud CLI for managing servers, volumes, firewalls +- [hidpi-mouse](https://github.com/openclaw/skills/tree/main/skills/zeyuyuyu/hidpi-mouse/SKILL.md) - Universal HiDPI mouse click handling for Linux desktop automation. +- [host-ping-detect](https://github.com/openclaw/skills/tree/main/skills/ray-778/host-ping-detect/SKILL.md) - Detect if a host (IP: 39.106.7.8) is online by sending ping +- [i-responder](https://github.com/openclaw/skills/tree/main/skills/koba42corp/i-responder/SKILL.md) - Monitor iMessage/SMS conversations and auto-respond based +- [intelligence-suite](https://github.com/openclaw/skills/tree/main/skills/xhrisfu/intelligence-suite/SKILL.md) - Makima's All-Seeing Intelligence Suite. +- [intodns](https://github.com/openclaw/skills/tree/main/skills/rosconl/intodns/SKILL.md) - DNS & email security analysis powered by IntoDNS.ai - scan domains for DNS,. +- [janee](https://github.com/openclaw/skills/tree/main/skills/rsdouglas/janee/SKILL.md) - Secrets management for AI agents. +- [jits-builder](https://github.com/openclaw/skills/tree/main/skills/dannyshmueli/jits-builder/SKILL.md) - Build instant mini-apps from voice or text descriptions. +- [Joan Workflow](https://github.com/openclaw/skills/tree/main/skills/donny-son/joan-workflow/SKILL.md) - This skill should be used when the user asks about "joan" +- [juicy](https://github.com/openclaw/skills/tree/main/skills/mejango/juicy/SKILL.md) - Complete Juicebox V5 protocol skills collection. +- [jules-and-lobster](https://github.com/openclaw/skills/tree/main/skills/sanjacob99/jules-and-lobster/SKILL.md) - Use the Jules REST API (v1alpha) via curl to list +- [jules-cli](https://github.com/openclaw/skills/tree/main/skills/ajstafford/jules-cli/SKILL.md) - Interact with the Jules CLI to manage asynchronous coding sessions. +- [k8-autoscaling](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8-autoscaling/SKILL.md) - Configure Kubernetes autoscaling with HPA, VPA. +- [k8-multicluster](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8-multicluster/SKILL.md) - Manage multiple Kubernetes clusters, switch contexts +- [k8s-backup](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8s-backup/SKILL.md) - Kubernetes backup and restore with Velero. +- [k8s-browser](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8s-browser/SKILL.md) - Browser automation for Kubernetes dashboards and web UIs. +- [k8s-capi](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8s-capi/SKILL.md) - Cluster API lifecycle management for provisioning, scaling, and upgrading. +- [k8s-certs](https://github.com/openclaw/skills/tree/main/skills/rohitg00/k8s-certs/SKILL.md) - Kubernetes certificate management with cert-manager. +- [k8s-skills](https://github.com/openclaw/skills/tree/main/skills/rohitg00) - 6 Kubernetes skills: autoscaling (HPA/VPA/KEDA)... +- [kesslerio-stealth-browser](https://github.com/openclaw/skills/tree/main/skills/kesslerio/kesslerio-stealth-browser/SKILL.md) - Anti-bot browser automation +- [komodo](https://github.com/openclaw/skills/tree/main/skills/weird-aftertaste/komodo/SKILL.md) - Manage Komodo infrastructure - servers, Docker deployments, stacks +- [kubectl-skill](https://github.com/openclaw/skills/tree/main/skills/ddevaal/kubectl/SKILL.md) - Execute and manage Kubernetes clusters via kubectl commands. +- [kubernetes](https://github.com/openclaw/skills/tree/main/skills/kcns008/kubernetes/SKILL.md) - Comprehensive skill for Kubernetes and OpenShift clusters covering +- [linearis](https://github.com/openclaw/skills/tree/main/skills/whoisnnamdi/linearis/SKILL.md) - Linear.app CLI for issue tracking. +- [linux-patcher](https://github.com/openclaw/skills/tree/main/skills/jgm2025/linux-patcher/SKILL.md) - Automated Linux server patching and Docker container updates. +- [location-safety-skill](https://github.com/openclaw/skills/tree/main/skills/sidu/location-safety-skill/SKILL.md) - Location-based safety monitoring with automatic +- [log-analyzer](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/log-analyzer/SKILL.md) - Parse, search, and analyze application logs +- [log-tail](https://github.com/openclaw/skills/tree/main/skills/xejrax/log-tail/SKILL.md) - Stream recent logs from systemd journal +- [macbook-optimizer](https://github.com/openclaw/skills/tree/main/skills/drg3nz0/macbook-optimizer/SKILL.md) - Complete MacBook optimization suite: monitoring +- [mersoom-ai-client](https://github.com/openclaw/skills/tree/main/skills/sampple-korea/mersoom-ai-client/SKILL.md) - Anonymized client for Mersoom (mersoom.vercel.app) +- [minimax-coding-plan-usage](https://github.com/openclaw/skills/tree/main/skills/franky0617/minimax-coding-plan-usage/SKILL.md) - Monitor Minimax Coding Plan usage +- [muse](https://github.com/openclaw/skills/tree/main/skills/alexander-morris/muse/SKILL.md) - Give ClawBot access to your team's entire coding history. +- [n8n-monitor](https://github.com/openclaw/skills/tree/main/skills/smitti7971/n8n-monitor/SKILL.md) - Monitoramento operacional do N8N via Docker. +- [nameserver-reverse](https://github.com/openclaw/skills/tree/main/skills/abtdomain) - Domain intelligence tools through MCP-compatible +- [nginx-config-creator](https://github.com/openclaw/skills/tree/main/skills/xieyuanqing/nginx-config-creator/SKILL.md) - Creates a standard Nginx/OpenResty reverse +- [nomad](https://github.com/openclaw/skills/tree/main/skills/danfedick/nomad/SKILL.md) - Query HashiCorp Nomad clusters. +- [npm-proxy](https://github.com/openclaw/skills/tree/main/skills/weird-aftertaste/npm-proxy/SKILL.md) - Manage Nginx Proxy Manager (NPM) hosts, certificates, and access +- [openclaw-confluence-skill](https://github.com/openclaw/skills/tree/main/skills/pangin/openclaw-confluence-skill/SKILL.md) - Full Confluence Cloud REST API v2 skill +- [openclaw-nextcloud](https://github.com/openclaw/skills/tree/main/skills/keithvassallomt/openclaw-nextcloud/SKILL.md) - Manage Notes, Tasks, Calendar, Files +- [openclaw-setup](https://github.com/openclaw/skills/tree/main/skills/j540/openclaw-setup/SKILL.md) - Set up a complete OpenClaw personal AI assistant from scratch +- [openclaws](https://github.com/openclaw/skills/tree/main/skills/amoghacloud/openclaws/SKILL.md) - Join the first decentralized social network for AI agents. +- [pi-admin](https://github.com/openclaw/skills/tree/main/skills/thesethrose/pi-admin/SKILL.md) - Raspberry Pi system administration. +- [ping-monitor](https://github.com/openclaw/skills/tree/main/skills/xejrax/ping-monitor/SKILL.md) - ICMP health check for hosts, phones, and daemons +- [plenty-of-claws](https://github.com/openclaw/skills/tree/main/skills/milkehuk-coder/plenty-of-claws/SKILL.md) - Dating-style social network for Clawdbot AI agents. +- [pm2](https://github.com/openclaw/skills/tree/main/skills/asteinberger/pm2/SKILL.md) - Manage Node.js apps with PM2 process manager. +- [podcast-generation](https://github.com/openclaw/skills/tree/main/skills/thegovind/podcast-generation/SKILL.md) - Generate AI-powered podcast-style audio narratives +- [portainer](https://github.com/openclaw/skills/tree/main/skills/asteinberger/portainer/SKILL.md) - Control Docker containers and stacks via Portainer API. +- [premium-domains](https://github.com/openclaw/skills/tree/main/skills/julianengel/premium-domains/SKILL.md) - Search for premium domains for sale across Afternic +- [principle-comparator](https://github.com/openclaw/skills/tree/main/skills/leegitw/principle-comparator/SKILL.md) - Compare two sources to find shared and divergent +- [proactive-research](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/proactive-research/SKILL.md) - Monitor topics of interest and proactively alert +- [proxmox](https://github.com/openclaw/skills/tree/main/skills/weird-aftertaste/proxmox/SKILL.md) - Manage Proxmox VE clusters via REST API. +- [proxmox-full](https://github.com/openclaw/skills/tree/main/skills/msarheed/proxmox-full/SKILL.md) - Complete Proxmox VE management +- [prometheus](https://github.com/openclaw/skills/blob/main/skills/akellacom/prometheus/SKILL.md) - Query Prometheus monitoring data to check server metrics, resource usage, and system health. +- [public](https://github.com/openclaw/skills/tree/main/skills/luccast) - Real-time companion monitor for OpenClaw agents +- [qlik-cloud](https://github.com/openclaw/skills/tree/main/skills/undsoul/qlik-cloud/SKILL.md) - Complete Qlik Cloud analytics platform integration with 37 tools. +- [qlik-cloud-skill](https://github.com/openclaw/skills/tree/main/skills/undsoul/qlik-cloud-skill/SKILL.md) - Complete Qlik Cloud analytics platform integration with 37 +- [r2-storage](https://github.com/openclaw/skills/tree/main/skills/junwatu/r2-storage/SKILL.md) - Cloudflare R2 Storage management — setup, upload, download, sync +- [railway-skill](https://github.com/openclaw/skills/tree/main/skills/leicao-me/railway-skill/SKILL.md) - Deploy and manage applications on Railway.app. +- [rba-rate-intelligence](https://github.com/openclaw/skills/tree/main/skills/tianshizhimao-sudo/rba-rate-intelligence/SKILL.md) - RBA cash rate monitor, meeting +- [remarkable](https://github.com/openclaw/skills/tree/main/skills/nickian/remarkable/SKILL.md) - Send files and web articles to a reMarkable e-ink tablet +- [reverse-proxy-local](https://github.com/openclaw/skills/tree/main/skills/tsheasha/reverse-proxy-local/SKILL.md) - Connect OpenClaw to the internet via Tailscale +- [sec-filing-watcher](https://github.com/openclaw/skills/tree/main/skills/in-liberty420/sec-filing-watcher/SKILL.md) - Monitor SEC EDGAR for new filings and get +- [security-audit](https://github.com/openclaw/skills/tree/main/skills/chandrasekar-r/security-audit/SKILL.md) - Comprehensive security auditing for Clawdbot deployments. +- [security-monitor](https://github.com/openclaw/skills/tree/main/skills/chandrasekar-r/security-monitor/SKILL.md) - Real-time security monitoring for Clawdbot. +- [Send Me My Files - R2 upload with short lived signed urls](https://github.com/openclaw/skills/tree/main/skills/julianengel/r2-upload/SKILL.md) - Upload files +- [senior-devops](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-devops/SKILL.md) - Comprehensive DevOps skill for CI/CD, infrastructure +- [senior-ml-engineer](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/senior-ml-engineer/SKILL.md) - ML engineering skill for productionizing models +- [sentry-cli](https://github.com/openclaw/skills/tree/main/skills/iahmadzain/sentry-cli/SKILL.md) - Sentry.io error monitoring via sentry-cli. +- [servicenow-agent](https://github.com/openclaw/skills/tree/main/skills/thesethrose/servicenow-agent/SKILL.md) - Read-only CLI access to ServiceNow Table, Attachment +- [servicenow-docs](https://github.com/openclaw/skills/tree/main/skills/thesethrose/servicenow-docs/SKILL.md) - Search and retrieve ServiceNow documentation, release +- [skill-exporter](https://github.com/openclaw/skills/tree/main/skills/macstenk/skill-exporter/SKILL.md) - Export Clawdbot skills as standalone, deployable microservices. +- [snapmaker](https://github.com/openclaw/skills/tree/main/skills/lucakaufmann/snapmaker/SKILL.md) - Monitor and control Snapmaker 3D printers +- [sophie-optimizer](https://github.com/openclaw/skills/tree/main/skills/zayresz/sophie-optimizer/SKILL.md) - Automated context health management for OpenClaw. +- [ssh-essentials](https://github.com/openclaw/skills/tree/main/skills/arnarsson/ssh-essentials/SKILL.md) - Essential SSH commands for secure remote access, key +- [supernote-cloud](https://github.com/openclaw/skills/tree/main/skills/nickian/supernote-cloud/SKILL.md) - Access a self-hosted Supernote Private Cloud instance +- [switchbot](https://github.com/openclaw/skills/tree/main/skills/daaab/switchbot/SKILL.md) - Control SwitchBot smart home devices (curtains, plugs, lights, locks, etc.) +- [sysadmin-toolbox](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/sysadmin-toolbox/SKILL.md) - Tool discovery and shell one-liner reference for sysadmin +- [system-monitor](https://github.com/openclaw/skills/tree/main/skills/zerofire03/system-monitor/SKILL.md) - Check the current CPU, RAM, and GPU status of the local +- [tailscale](https://github.com/openclaw/skills/tree/main/skills/jmagar/tailscale/SKILL.md) - Manage Tailscale tailnet via CLI and API. +- [tailscale-serve](https://github.com/openclaw/skills/tree/main/skills/snopoke/tailscale-serve/SKILL.md) - tailscale-serve +- [task-monitor](https://github.com/openclaw/skills/tree/main/skills/jorgermp/task-monitor/SKILL.md) - Real-time web dashboard for OpenClaw sessions and background tasks. +- [tautulli](https://github.com/openclaw/skills/tree/main/skills/rjmurillo/tautulli/SKILL.md) - Monitor Plex activity and stats via Tautulli API. +- [tavily](https://github.com/openclaw/skills/tree/main/skills/bert-builder/tavily/SKILL.md) - AI-optimized web search using Tavily Search API. +- [tax-planning](https://github.com/openclaw/skills/tree/main/skills/jk-0001/tax-planning/SKILL.md) - Plan and manage taxes effectively as a solopreneur to minimize +- [telecom-agent-skill](https://github.com/openclaw/skills/tree/main/skills/kflohr/telecom-agent-skill/SKILL.md) - Turn your AI Agent into a Telecom Operator. +- [telegram-cloud-storage](https://github.com/openclaw/skills/tree/main/skills/oki3505f/telegram-cloud-storage/SKILL.md) - A high-performance Telegram Cloud Storage +- [tmux-agents](https://github.com/openclaw/skills/tree/main/skills/cuba6112/tmux-agents/SKILL.md) - Manage background coding agents in tmux sessions. +- [topic-monitor](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/topic-monitor/SKILL.md) - Monitor topics of interest and proactively alert +- [trust-protocol](https://github.com/openclaw/skills/tree/main/skills/felmonon/trust-protocol/SKILL.md) - Establish, verify, and maintain trust between AI agents. +- [uncle-matt](https://github.com/openclaw/skills/tree/main/skills/uncmatteth/uncle-matt/SKILL.md) - Uncle Matt is your favorite internet uncle who stops you from doing +- [unraid](https://github.com/openclaw/skills/tree/main/skills/jmagar/unraid/SKILL.md) - Query and monitor Unraid servers via the GraphQL API. +- [uptime-kuma](https://github.com/openclaw/skills/tree/main/skills/msarheed/uptime-kuma/SKILL.md) - Interact with Uptime Kuma monitoring server. +- [uptime-monitor](https://github.com/openclaw/skills/tree/main/skills/kunoiiv/uptime-monitor/SKILL.md) - 24/7 OpenClaw uptime monitor. +- [uv-global](https://github.com/openclaw/skills/tree/main/skills/guoqiao/uv-global/SKILL.md) - Provision and use a global uv environment for ad hoc Python scripts. +- [vast-ai](https://github.com/openclaw/skills/tree/main/skills/sschepis/vast-ai/SKILL.md) - This skill allows you to provision on-demand GPU infrastructure. +- [veeam-mcp](https://github.com/openclaw/skills/tree/main/skills/jgm2025/veeam-mcp/SKILL.md) - Query Veeam Backup & Replication and Veeam ONE via MCP server running +- [vercel](https://github.com/openclaw/skills/tree/main/skills/thesethrose/vercel/SKILL.md) - Deploy applications and manage projects with complete CLI reference. +- [vercel-deploy](https://github.com/openclaw/skills/tree/main/skills/sharanga10/vercel-deploy-claimable/SKILL.md) - Deploy applications and websites to Vercel. +- [vibetunnel](https://github.com/openclaw/skills/tree/main/skills/basher83/vibetunnel/SKILL.md) - Manage VibeTunnel terminal sessions. +- [vision-analyze](https://github.com/openclaw/skills/tree/main/skills/humberto0o0/vision-analyze/SKILL.md) - Analyze images using **Google Cloud Vision API**. +- [wandb-monitor](https://github.com/openclaw/skills/tree/main/skills/chrisvoncsefalvay/wandb-monitor/SKILL.md) - Monitor and analyze Weights & Biases training runs. +- [warden-studio-deploy](https://github.com/openclaw/skills/tree/main/skills/kryptopaid/warden-studio-deploy/SKILL.md) - Use Warden Studio (studio.wardenprotocol.org) +- [web-deploy](https://github.com/openclaw/skills/tree/main/skills/cmanfre7/web-deploy/SKILL.md) - Build and deploy websites, web apps, and APIs to production. +- [ydc-ai-sdk-integration](https://github.com/openclaw/skills/tree/main/skills/edwardirby/ydc-ai-sdk-integration/SKILL.md) - Integrate Vercel AI SDK applications +- [youtube-api](https://github.com/openclaw/skills/tree/main/skills/therohitdas/youtube-api/SKILL.md) - YouTube API access without the official API quota hassle +- [yutori-web-research](https://github.com/openclaw/skills/tree/main/skills/juanpin/yutori-web-research/SKILL.md) - Use Yutori’s Research API and Browsing API +- [zhihu](https://github.com/openclaw/skills/tree/main/skills/keepwonder/zhihu/SKILL.md) - Manage Zhihu (知乎) AI Bot integration. + +
+ +
+

Browser & Automation

 + +- [2captcha](https://github.com/openclaw/skills/tree/main/skills/adinvadim/2captcha/SKILL.md) - Solve CAPTCHAs using 2Captcha service. +- [abm-outbound](https://github.com/openclaw/skills/tree/main/skills/dru-ca/abm-outbound/SKILL.md) - Multi-channel ABM automation that turns LinkedIn URLs +- [accessibility-toolkit](https://github.com/openclaw/skills/tree/main/skills/cgtreadw/accessibility-toolkit/SKILL.md) - Friction-reduction patterns for agents helping +- [activecampaign](https://github.com/openclaw/skills/tree/main/skills/kesslerio/activecampaign/SKILL.md) - ActiveCampaign CRM integration for lead management, deal +- [adcp-advertising](https://github.com/openclaw/skills/tree/main/skills/edyyy62/adcp-advertising/SKILL.md) - Automate advertising campaigns with AI. +- [Agent Browser](https://github.com/openclaw/skills/tree/main/skills/thesethrose/agent-browser/SKILL.md) - A fast Rust-based headless browser automation CLI +- [agent-browser](https://github.com/openclaw/skills/tree/main/skills/murphykobe/agent-browser-2/SKILL.md) - Automates browser interactions for web testing, form +- [agent-zero](https://github.com/openclaw/skills/tree/main/skills/dowingard/agent-zero-bridge/SKILL.md) - Delegate complex coding, research, or autonomous tasks +- [agentmail-integration](https://github.com/openclaw/skills/tree/main/skills/synesthesia-wav/agentmail-integration/SKILL.md) - Integrate AgentMail API for AI agent +- [agentvibes-clawbot-tts](https://github.com/openclaw/skills/tree/main/skills/paulpreibisch/agentvibes-clawbot-tts/SKILL.md) - Apache-2.0. +- [airtable-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/airtable-automation/SKILL.md) - Automate Airtable tasks via Rube MCP (Composio) +- [android-adb](https://github.com/openclaw/skills/tree/main/skills/staticai/android-adb/SKILL.md) - Control Android devices via ADB with support for UI layout analysis. +- [anycrawl](https://github.com/openclaw/skills/tree/main/skills/techlaai/anycrawl/SKILL.md) - AnyCrawl API integration for OpenClaw - Scrape, Crawl, and Search web +- [apify-lead-generation](https://github.com/openclaw/skills/tree/main/skills/jirispilka/apify-lead-generation/SKILL.md) - Generates B2B/B2C leads by scraping Google +- [asr](https://github.com/openclaw/skills/tree/main/skills/ilyakam/asr/SKILL.md) - Fast, accurate, and incredibly inexpensive automatic speech-to-text. +- [atl-mobile](https://github.com/openclaw/skills/tree/main/skills/jordancoin/atl-mobile/SKILL.md) - Mobile browser and native app automation via ATL (iOS Simulator). +- [auto-updater](https://github.com/openclaw/skills/tree/main/skills/maximeprades/auto-updater/SKILL.md) - Automatically update Clawdbot and all installed skills once +- [autofillin](https://github.com/openclaw/skills/tree/main/skills/leohan123123/autofillin/SKILL.md) - Automated web form filling and file uploading skill +- [automation-workflows](https://github.com/openclaw/skills/tree/main/skills/jk-0001/automation-workflows/SKILL.md) - Design and implement automation workflows to save +- [babyconnect](https://github.com/openclaw/skills/tree/main/skills/kesslerio/babyconnect/SKILL.md) - ActiveCampaign CRM integration for lead management, deal tracking +- [bamboohr-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/bamboohr-automation/SKILL.md) - Automate BambooHR tasks via Rube MCP (Composio) +- [basecamp-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/basecamp-automation/SKILL.md) - Automate Basecamp project management, to-dos +- [bits](https://github.com/openclaw/skills/tree/main/skills/robbiethompson18/bits/SKILL.md) - Control browser automation agents via the Bits MCP server. +- [bookmark-intelligence](https://github.com/openclaw/skills/tree/main/skills/bkrigmo1/bookmark-intelligence/SKILL.md) - Turns X bookmarks into actionable insights +- [box-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/box-automation/SKILL.md) - Automate Box cloud storage operations including file +- [browser-ladder](https://github.com/openclaw/skills/tree/main/skills/ktpriyatham/browser-ladder/SKILL.md) - Climb the browser ladder — start free, escalate only +- [browser-use](https://github.com/openclaw/skills/tree/main/skills/shawnpana/browser-use/SKILL.md) - Use Browser Use cloud API to spin up cloud browsers for Clawdbot +- [browsh](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/browsh/SKILL.md) - A modern text-based browser. +- [cal-com-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/cal-com-automation/SKILL.md) - Automate Cal.com tasks via Rube MCP (Composio) +- [camoufox](https://github.com/openclaw/skills/tree/main/skills/goodgoodjm/camoufox/SKILL.md) - Anti-detect browser automation using Camoufox (Firefox-based). +- [camoufox-stealth](https://github.com/openclaw/skills/tree/main/skills/kesslerio/camoufox-stealth/SKILL.md) - C++ level anti-bot browser automation using Camoufox +- [camoufox-stealth-browser](https://github.com/openclaw/skills/tree/main/skills/kesslerio/camoufox-stealth-browser/SKILL.md) - C++ level anti-bot browser automation +- [chatgpt-exporter-ultimate](https://github.com/openclaw/skills/tree/main/skills/globalcaos/chatgpt-exporter-ultimate/SKILL.md) - Export ALL your ChatGPT conversations +- [chirp](https://github.com/openclaw/skills/tree/main/skills/zizi-cat/chirp/SKILL.md) - X/Twitter CLI using OpenClaw browser tool. +- [claude-chrome](https://github.com/openclaw/skills/tree/main/skills/dgriffin831/claude-chrome/SKILL.md) - Use Claude Code with Chrome browser extension for web +- [clawbrowser](https://github.com/openclaw/skills/tree/main/skills/tezatezaz/clawbrowser/SKILL.md) - Use when the agent needs to drive a browser through the Microsoft +- [clawdbot-jira-skill](https://github.com/openclaw/skills/tree/main/skills/kyjus25/clawdbot-jira-skill/SKILL.md) - Manage Jira issues, transitions, and worklogs +- [clawdiscover](https://github.com/openclaw/skills/tree/main/skills/x4v13r1120/clawdiscover/SKILL.md) - Discover new tools and services for your agent. +- [clawflows](https://github.com/openclaw/skills/tree/main/skills/cluka-399/clawflows/SKILL.md) - Search, install, and run multi-skill automations from clawflows.com. +- [context-compressor](https://github.com/openclaw/skills/tree/main/skills/maddiedreese/context-compressor/SKILL.md) - Automated context management for long-running +- [context-recovery](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/context-recovery/SKILL.md) - Automatically recover working context after session +- [context7](https://github.com/openclaw/skills/tree/main/skills/am-will/context7-api/SKILL.md) - |. +- [ct-accessibility-toolkit](https://github.com/openclaw/skills/tree/main/skills/ctsolutionsdev/ct-accessibility-toolkit/SKILL.md) - Friction-reduction patterns +- [daily-rhythm](https://github.com/openclaw/skills/tree/main/skills/anthonyfrancis/daily-rhythm/SKILL.md) - Automated daily planning and reflection system with morning +- [db-query](https://github.com/openclaw/skills/tree/main/skills/zenixp/db-query/SKILL.md) - Query project databases with automatic SSH tunnel management. +- [deep-scraper](https://github.com/openclaw/skills/tree/main/skills/opsun/deep-scraper/SKILL.md) - A high-performance engineering tool for deep web scraping. +- [demo-video](https://github.com/openclaw/skills/tree/main/skills/cyberfront-ai/demo-video/SKILL.md) - Create product demo videos by automating browser interactions +- [desktop-control](https://github.com/openclaw/skills/tree/main/skills/matagul/desktop-control/SKILL.md) - Advanced desktop automation with mouse, keyboard, and screen +- [desktop-control-1-0-0](https://github.com/openclaw/skills/tree/main/skills/wpegley/desktop-control-1-0-0/SKILL.md) - Advanced desktop automation with mouse, keyboard +- [double729-plansuite](https://github.com/openclaw/skills/tree/main/skills/double729/double729-plansuite/SKILL.md) - Unified planning+execution workflow: create +- [echodecks-clawdbot-skill](https://github.com/openclaw/skills/tree/main/skills/drgeld/echodecks-clawdbot-skill/SKILL.md) - Integrates with the EchoDecks External API +- [fast-browser-use](https://github.com/openclaw/skills/tree/main/skills/rknoche6/fast-browser-use/SKILL.md) - A Rust-based browser automation engine that provides +- [feishu-doc](https://github.com/openclaw/skills/tree/main/skills/autogame-17/feishu-doc/SKILL.md) - Fetch content from Feishu (Lark) Wiki, Docs, Sheets, and Bitable. +- [firecrawl-search](https://github.com/openclaw/skills/tree/main/skills/ashwingupy/firecrawl-search/SKILL.md) - Web search and scraping via Firecrawl API. +- [firecrawl-skills](https://github.com/openclaw/skills/tree/main/skills/leonardogrig/firecrawl-skills/SKILL.md) - Firecrawl CLI for web scraping, crawling, and search. +- [flstudio-scripting](https://github.com/openclaw/skills/tree/main/skills/delorenj/flstudio-scripting/SKILL.md) - FL Studio Python scripting for MIDI controller +- [food402](https://github.com/openclaw/skills/tree/main/skills/rersozlu/food402/SKILL.md) - Order food from TGO Yemek (Trendyol GO), Turkey's leading food delivery +- [frinkiac](https://github.com/openclaw/skills/tree/main/skills/ryantenney/frinkiac/SKILL.md) - Search TV show screenshots and generate memes from The Simpsons +- [functions](https://github.com/openclaw/skills/tree/main/skills/peytoncasper/functions/SKILL.md) - Guide Claude through deploying serverless browser automation +- [gdpr-dsgvo-expert](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/gdpr-dsgvo-expert/SKILL.md) - GDPR and German DSGVO compliance automation. +- [google-web-search](https://github.com/openclaw/skills/tree/main/skills/theoseo/google-web-search/SKILL.md) - Enables grounded question answering by automatically +- [guru-mcp](https://github.com/openclaw/skills/tree/main/skills/pvoo/guru-mcp/SKILL.md) - Access Guru knowledge base via MCP - ask AI questions, search documents +- [home-assistant](https://github.com/openclaw/skills/tree/main/skills/iahmadzain/home-assistant/SKILL.md) - Control Home Assistant smart home devices, run automations +- [hooks-automation](https://github.com/openclaw/skills/tree/main/skills/adolago) - Automated coordination, formatting, and learning +- [inkedin-automation-that-really-works](https://github.com/openclaw/skills/tree/main/skills/red777777/inkedin-automation-that-really-works/SKILL.md) - LinkedIn automation +- [job-auto-apply](https://github.com/openclaw/skills/tree/main/skills/veeky-kumar/job-auto-apply/SKILL.md) - Automated job search and application system for Clawdbot. +- [kakiyo](https://github.com/openclaw/skills/tree/main/skills/cyberboyayush/kakiyo/SKILL.md) - Official Kakiyo skill from Kakiyo.com for managing LinkedIn automation. +- [lead-hunter](https://github.com/openclaw/skills/tree/main/skills/galacticpuffin/lead-hunter/SKILL.md) - Automated lead generation + enrichment for AI agents. +- [leadklick](https://github.com/openclaw/skills/tree/main/skills/big-roman123/leadklick/SKILL.md) - Capture leads into a centralized Supabase database with automatic +- [lightpanda-browser](https://github.com/openclaw/skills/tree/main/skills/krichprollsch/lightpanda-browser/SKILL.md) - Lightpanda browser, drop-in replacement +- [loom-workflow](https://github.com/openclaw/skills/tree/main/skills/g9pedro/loom-workflow/SKILL.md) - AI-native workflow analyzer for Loom recordings. +- [lovetago-bot-tinder](https://github.com/openclaw/skills/tree/main/skills/lakyfx/lovetago-bot-tinder/SKILL.md) - Public AI dating platform for agents. +- [mcporter](https://github.com/openclaw/skills/tree/main/skills/steipete/mcporter/SKILL.md) - Use the mcporter CLI to list, configure, auth, and call MCP servers/tools. +- [mia-twitter-stealth](https://github.com/openclaw/skills/tree/main/skills/arubiku/mia-twitter-stealth/SKILL.md) - Twitter/X automation with advanced stealth +- [mini-piv](https://github.com/openclaw/skills/tree/main/skills/smokealot420/mini-piv/SKILL.md) - Lightweight PIV workflow - discovery-driven feature builder. +- [moltcombinator](https://github.com/openclaw/skills/tree/main/skills/brookswood) - The equity marketplace for AI agents. +- [moltpad](https://github.com/openclaw/skills/tree/main/skills/webeferen/moltpad/SKILL.md) - Connects to Moltpad.space to read, write, and publish literary content. +- [moltpad-app](https://github.com/openclaw/skills/tree/main/skills/webeferen/moltpad-app/SKILL.md) - Connects to Moltpad.space to read, write, and publish literary +- [moltpad-skill](https://github.com/openclaw/skills/tree/main/skills/kamail12/moltpad-skill/SKILL.md) - Connects to Moltpad.space to read, write, and publish literary +- [monzo](https://github.com/openclaw/skills/tree/main/skills/rhesketh/monzo/SKILL.md) - Access Monzo bank account - check balance, view transactions, manage pots, send. +- [n8n-api](https://github.com/openclaw/skills/tree/main/skills/codedao12/n8n-api/SKILL.md) - Operate n8n via its public REST API from OpenClaw. +- [n8n-automation](https://github.com/openclaw/skills/tree/main/skills/dilomcfly/n8n-automation/SKILL.md) - Manage n8n workflows from OpenClaw via the n8n REST API. +- [n8n-hub](https://github.com/openclaw/skills/tree/main/skills/codedao12/n8n-hub/SKILL.md) - Centralized n8n hub for designing reliable flows +- [newsletter-creation-curation](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm/newsletter-creation-curation/SKILL.md) - Industry-specific newsletter +- [next-browser](https://github.com/openclaw/skills/tree/main/skills/highxshell/next-browser/SKILL.md) - Use Nextbrowser cloud API to spin up cloud browsers for Openclaw +- [odoo-openclaw-skill](https://github.com/openclaw/skills/tree/main/skills/ashrf-in/odoo-openclaw-skill/SKILL.md) - Advanced Odoo financial intelligence tool +- [opengraph-io-skill](https://github.com/openclaw/skills/tree/main/skills/primeobsession/opengraph-io-skill/SKILL.md) - Extract web data, capture screenshots, scrape +- [openkm-rest](https://github.com/openclaw/skills/tree/main/skills/pes0/openkm-rest/SKILL.md) - OpenKM Document Management via REST API +- [optimize-context](https://github.com/openclaw/skills/tree/main/skills/blackworm/optimize-context/SKILL.md) - This package contains two powerful OpenClaw skills +- [plansuite](https://github.com/openclaw/skills/tree/main/skills/double729/plansuite/SKILL.md) - Unified planning+execution workflow: create a file-based plan +- [playwright-cli](https://github.com/openclaw/skills/tree/main/skills/gumadeiras) - Browser automation via Playwright CLI. +- [playwriter](https://github.com/openclaw/skills/tree/main/skills/paulpete/playwriter/SKILL.md) - Browser automation via Playwriter (remorses) using persistent Chrome +- [podman-browser](https://github.com/openclaw/skills/tree/main/skills/ricardodantas/podman-browser/SKILL.md) - Headless browser automation using Podman + Playwright +- [pokerpal](https://github.com/openclaw/skills/tree/main/skills/vvardhan14/pokerpal/SKILL.md) - Query PokerPal poker game data - games, players, buy-ins, settlements. +- [qiuqiu-helper](https://github.com/openclaw/skills/tree/main/skills/mmogdeveloper/qiuqiu-helper/SKILL.md) - This is a multi-purpose helper skill for Jesse, designed +- [reposit](https://github.com/openclaw/skills/tree/main/skills/tomasz-tomczyk/reposit/SKILL.md) - Community knowledge sharing for AI agents - search, share, and vote +- [riddle](https://github.com/openclaw/skills/tree/main/skills/davisdiehl/riddle/SKILL.md) - Hosted browser automation API for agents. +- [roon-controller](https://github.com/openclaw/skills/tree/main/skills/puterjam/roon-controller/SKILL.md) - Control Roon music player through Roon API with automatic +- [safe-exec](https://github.com/openclaw/skills/tree/main/skills/ottttto/safe-exec/SKILL.md) - Safe command execution for OpenClaw Agents with automatic danger pattern. +- [sales-bot](https://github.com/openclaw/skills/tree/main/skills/big-roman123/sales-bot/SKILL.md) - Capture leads into a centralized Supabase database with automatic +- [self-evolving-skill](https://github.com/openclaw/skills/tree/main/skills/whtoo/self-evolving-skill/SKILL.md) - Meta-cognitive self-learning system - Automated skill +- [serper](https://github.com/openclaw/skills/tree/main/skills/nesdeq/serper/SKILL.md) - Google search via Serper API with full page content extraction. +- [smart-image-loader](https://github.com/openclaw/skills/tree/main/skills/tingwei1123/smart-image-loader/SKILL.md) - Smart image loader that handles both URLs and local +- [smooth-browser](https://github.com/openclaw/skills/tree/main/skills/antoniocirclemind/smooth-browser/SKILL.md) - PREFERRED BROWSER - Browser for AI agents to carry +- [smoothbrowser](https://github.com/openclaw/skills/tree/main/skills/antoniocirclemind/smoothbrowser/SKILL.md) - PREFERRED BROWSER - Browser for AI agents to carry out +- [soul-guardian](https://github.com/openclaw/skills/tree/main/skills/davida-ps/soul-guardian/SKILL.md) - Drift detection + baseline integrity guard for agent workspace +- [spool](https://github.com/openclaw/skills/tree/main/skills/zizi-cat/spool/SKILL.md) - Threads CLI - Read, post, reply, and search on Meta's Threads using OpenClaw. +- [stagehand-browser-cli](https://github.com/openclaw/skills/tree/main/skills/peytoncasper/stagehand-browser-cli/SKILL.md) - Automate web browser interactions +- [stealth-browser](https://github.com/openclaw/skills/tree/main/skills/mayuqi-crypto/stealth-browser/SKILL.md) - Ultimate stealth browser automation +- [stealthy-auto-browse](https://github.com/openclaw/skills/tree/main/skills/psyb0t/stealthy-auto-browse/SKILL.md) - Control a stealthy browser that evades bot detection +- [stremio-cast](https://github.com/openclaw/skills/tree/main/skills/pedro-valentim/stremio-cast/SKILL.md) - Busca conteúdo no Stremio Web e transmite para dispositivos +- [suno-automation](https://github.com/openclaw/skills/tree/main/skills/upstatemovingimages-cmyk/suno-automation/SKILL.md) - This skill allows the agent to control Suno +- [suno-browser-songmaking](https://github.com/openclaw/skills/tree/main/skills/machinesbefree/suno-browser-songmaking/SKILL.md) - Browser-based song creation with Suno +- [super-skills](https://github.com/openclaw/skills/tree/main/skills/10e9928a/super-skills/SKILL.md) - Decomposes complex user requests into executable subtasks +- [tcm-video-factory](https://github.com/openclaw/skills/tree/main/skills/xaotiensinh-abm/tcm-video-factory/SKILL.md) - Automate health video production planning +- [tekin](https://github.com/openclaw/skills/tree/main/skills/gwqwghksvq-sketch/tekin/SKILL.md) - A fast Rust-based headless browser automation CLI with Node.js fallback +- [tiangong-notebooklm-cli](https://github.com/openclaw/skills/tree/main/skills/fadeloo/tiangong-notebooklm-cli/SKILL.md) - NotebookLM CLI wrapper via `node +- [tiangong-wps-ppt-automation](https://github.com/openclaw/skills/tree/main/skills/fadeloo/tiangong-wps-ppt-automation/SKILL.md) - Automate common PowerPoint/WPS +- [tiangong-wps-word-automation](https://github.com/openclaw/skills/tree/main/skills/fadeloo) - Automate common Word/WPS document +- [tinyfish-web-agent](https://github.com/openclaw/skills/tree/main/skills/simantak-dabhade/tinyfish-web-agent/SKILL.md) - Use TinyFish/Mino web agent to extract/scrape +- [turix-computer-use](https://github.com/openclaw/skills/tree/main/skills/tongyu-yan/turix-computer-use/SKILL.md) - Computer Use Agent (CUA) for macOS automation +- [turix-cua](https://github.com/openclaw/skills/tree/main/skills/tongyu-yan/turix-cua/SKILL.md) - Computer Use Agent (CUA) for macOS automation using TuriX. +- [verify-on-browser](https://github.com/openclaw/skills/tree/main/skills/myestery/verify-on-browser/SKILL.md) - Control browser via Chrome DevTools Protocol - full CDP +- [vocal-chat](https://github.com/openclaw/skills/tree/main/skills/rubenfb23/vocal-chat/SKILL.md) - Handles voice-to-voice conversations on WhatsApp. +- [web-qa-bot](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/web-qa-bot/SKILL.md) - AI-powered web application QA automation +- [windows-control](https://github.com/openclaw/skills/tree/main/skills/spliff7777/windows-control/SKILL.md) - Full Windows desktop control. +- [wojak-ink](https://github.com/openclaw/skills/tree/main/skills/koba42corp/wojak-ink/SKILL.md) - Browse, search, and analyze Wojak Farmers Plot NFTs from the wojak.ink. +- [workflowy](https://github.com/openclaw/skills/tree/main/skills/waldyrious/workflowy/SKILL.md) - Workflowy outliner CLI for reading, searching, and editing nodes. +- [x-articles](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/x-articles/SKILL.md) - Publish viral X (Twitter) Articles with AI. +- [xiaohongshu-mcp](https://github.com/openclaw/skills/tree/main/skills/pxfeng/xiaohongshu-mcp/SKILL.md) - Upload images and videos to Xiaohongshu Creator Platform +- [zellij](https://github.com/openclaw/skills/tree/main/skills/jivvei/zellij/SKILL.md) - Remote-control zellij sessions for interactive CLIs by sending keystrokes + +
+ +
+

Image & Video Generation

 + +- [afame](https://github.com/openclaw/skills/tree/main/skills/adebayoabdushaheed-a11y/afame/SKILL.md) - Generate diverse creative illustrations via OpenAI Images API. +- [agentos-mesh](https://github.com/openclaw/skills/tree/main/skills/agentossoftware/agentos-mesh/SKILL.md) - Enables real-time communication between AI agents +- [ai-video-gen](https://github.com/openclaw/skills/tree/main/skills/rhanbourinajd/ai-video-gen/SKILL.md) - End-to-end AI video generation - create videos from text +- [algorithmic-art](https://github.com/openclaw/skills/tree/main/skills/seanphan/algorithmic-art/SKILL.md) - Creating algorithmic art using p5.js with seeded randomness +- [atxp](https://github.com/openclaw/skills/tree/main/skills/emilioacc/atxp/SKILL.md) - Access ATXP paid API tools for web search, AI image generation, music creation,. +- [beauty-generation-api](https://github.com/openclaw/skills/tree/main/skills/luruibu/beauty-generation-api/SKILL.md) - FREE AI image generation service for creating +- [cad-agent](https://github.com/clawdbot/skills/tree/main/skills/clawd-maf/cad-agent/SKILL.md) - Rendering server for AI agents doing CAD work. +- [canva-connect](https://github.com/openclaw/skills/tree/main/skills/coolmanns/canva-connect/SKILL.md) - Manage Canva designs, assets, and folders via the Connect API. +- [captions](https://github.com/openclaw/skills/tree/main/skills/therohitdas/captions/SKILL.md) - Extract closed captions and subtitles from YouTube videos. +- [chart-image](https://github.com/openclaw/skills/tree/main/skills/dannyshmueli/chart-image/SKILL.md) - Generate publication-quality chart images from data. +- [clinkding](https://github.com/openclaw/skills/tree/main/skills/daveonkels/clinkding/SKILL.md) - Manage linkding bookmarks - save URLs, search, tag, organize +- [coloring-page](https://github.com/openclaw/skills/tree/main/skills/borahm/coloring-page/SKILL.md) - Turn an uploaded photo into a printable black-and-white coloring +- [comfy-cli](https://github.com/openclaw/skills/tree/main/skills/johntheyoung/comfy-cli/SKILL.md) - Install, manage, and run ComfyUI instances. +- [comfyui](https://github.com/openclaw/skills/tree/main/skills/xtopher86/comfyui-request/SKILL.md) - Send a workflow request to ComfyUI and return image results. +- [Excalidraw Flowchart](https://github.com/openclaw/skills/tree/main/skills/swiftlysingh/excalidraw-flowchart/SKILL.md) - Create Excalidraw flowcharts from descriptions. +- [eachlabs-face-swap](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-face-swap/SKILL.md) - Swap faces between images using EachLabs AI. +- [eachlabs-fashion-ai](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-fashion-ai/SKILL.md) - Generate fashion imagery, virtual try-on, runway videos. +- [eachlabs-image-edit](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-image-edit/SKILL.md) - Edit, transform, upscale images using 200+ AI models. +- [eachlabs-image-generation](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-image-generation/SKILL.md) - Generate images with Flux, GPT Image, Gemini, Imagen. +- [eachlabs-video-edit](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-video-edit/SKILL.md) - Edit videos with lip sync, translation, subtitles. +- [eachlabs-video-generation](https://github.com/openclaw/skills/tree/main/skills/eftalyurtseven/eachlabs-video-generation/SKILL.md) - Generate videos from text/images using AI models. +- [fal-ai](https://github.com/openclaw/skills/tree/main/skills/agmmnn/fal-ai/SKILL.md) - Generate images, videos, and audio via fal.ai API (FLUX, SDXL, Whisper, etc.). +- [fal-text-to-image](https://github.com/openclaw/skills/tree/main/skills/delorenj/fal-text-to-image/SKILL.md) - Generate, remix, and edit images using fal.ai's AI +- [ffmpeg-video-editor](https://github.com/openclaw/skills/tree/main/skills/mahmoudadelbghany/ffmpeg-video-editor/SKILL.md) - Generate FFmpeg commands from natural +- [figma](https://github.com/openclaw/skills/tree/main/skills/maddiedreese/figma/SKILL.md) - Professional Figma design analysis and asset export. +- [find-stl](https://github.com/openclaw/skills/tree/main/skills/ajmwagar/find-stl/SKILL.md) - Search and download ready-to-print 3D model files (STL/3MF/ZIP) +- [gamma](https://github.com/openclaw/skills/tree/main/skills/stopmoclay/gamma/SKILL.md) - Generate AI-powered presentations, documents, and social posts using Gamma.app. +- [gifhorse](https://github.com/openclaw/skills/tree/main/skills/coyote-git/gifhorse/SKILL.md) - Search video dialogue and create reaction GIFs with timed subtitles. +- [google-gemini-media](https://github.com/openclaw/skills/tree/main/skills/xsir0/google-gemini-media/SKILL.md) - Use the Gemini API +- [heygen-avatar-lite](https://github.com/openclaw/skills/tree/main/skills/daaab/heygen-avatar-lite/SKILL.md) - Create AI digital human videos with HeyGen API. +- [iblipper](https://github.com/openclaw/skills/tree/main/skills/andyed/iblipper/SKILL.md) - Generate kinetic typography animations for expressive agent-to-human. +- [image-resize](https://github.com/openclaw/skills/tree/main/skills/pr1vateer/image-resize/SKILL.md) - Resize images using ImageMagick (CLI). +- [kameo](https://github.com/openclaw/skills/tree/main/skills/veya2ztn/kameo/SKILL.md) - Generate expressive talking-head videos from static images using Kameo AI. +- [kameo-free](https://github.com/openclaw/skills/tree/main/skills/veya2ztn/kameo-free/SKILL.md) - Generate expressive talking-head videos from static images using Kameo +- [krea-api](https://github.com/openclaw/skills/tree/main/skills/fossilizedcarlos/krea-api/SKILL.md) - Generate images via Krea.ai API +- [liveavatar](https://github.com/openclaw/skills/tree/main/skills/ennno/liveavatar/SKILL.md) - Talk face-to-face with your OpenClaw agent using a real-time video avatar. +- [meshtastic-skill](https://github.com/openclaw/skills/tree/main/skills/lukevr/meshtastic-skill/SKILL.md) - Send and receive messages via Meshtastic LoRa mesh network. +- [meshy-ai](https://github.com/openclaw/skills/tree/main/skills/sabatesduran/clawdbot-meshyai-skill/SKILL.md) - Use the Meshy.ai REST API to generate assets: (1) +- [milesluman-essence](https://github.com/openclaw/skills/tree/main/skills/milesluman) - To achieve symbiosis between technology and humanity +- [narrator](https://github.com/openclaw/skills/tree/main/skills/buddyh/narrator/SKILL.md) - Live narration of your screen activity with 7 styles +- [nvidia-image-gen](https://github.com/openclaw/skills/tree/main/skills/ty-teo/nvidia-image-gen/SKILL.md) - Generate and edit images using NVIDIA FLUX models. +- [pikaboard](https://github.com/openclaw/skills/tree/main/skills/angelstreet/pikaboard/SKILL.md) - Interact with PikaBoard task management API. +- [pollinations](https://github.com/openclaw/skills/tree/main/skills/isaacgounton/pollinations/SKILL.md) - Pollinations.ai API for AI generation - text, images, videos +- [pr-demo](https://github.com/openclaw/skills/tree/main/skills/paulpete/pr-demo/SKILL.md) - Use when creating animated demos (GIFs) for pull requests or documentation. +- [primattography-color-science](https://github.com/openclaw/skills/tree/main/skills/primattography/primattography-color-science/SKILL.md) - Ultimate DaVinci Resolve +- [qr-code](https://github.com/openclaw/skills/tree/main/skills/omar-khaleel/qr-code/SKILL.md) - Generate and read QR codes. +- [qr-code-intelligence](https://github.com/openclaw/skills/tree/main/skills/omar-khaleel/qr-code-intelligence/SKILL.md) - Generate and read QR codes. +- [qr-code-pro](https://github.com/openclaw/skills/tree/main/skills/omar-khaleel/qr-code-pro/SKILL.md) - Generate and read QR codes. +- [recraft](https://github.com/openclaw/skills/blob/main/skills/nkrcrft/recraft/SKILL.md) - Generate, vectorize, upscale, replace backgroun... +- [render-stl-png](https://github.com/openclaw/skills/tree/main/skills/ajmwagar/render-stl-png/SKILL.md) - Render an STL to a PNG from a nice, consistent 3D angle +- [renderful-ai](https://github.com/openclaw/skills/tree/main/skills/luv005/renderful-ai/SKILL.md) - Generate images and videos via renderful.ai API +- [reve-ai](https://github.com/openclaw/skills/tree/main/skills/dpaluy/reve-ai/SKILL.md) - Reve AI image generation, editing. +- [runware](https://github.com/openclaw/skills/tree/main/skills/26medias/runware/SKILL.md) - Generate images and videos via Runware API. +- [sora-video-gen](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/sora-video-gen/SKILL.md) - Generate videos using OpenAI's Sora API. +- [sticker-analyzer](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Analyze images in media/stickers using Vision API +- [subtitles](https://github.com/openclaw/skills/tree/main/skills/therohitdas/subtitles/SKILL.md) - Get subtitles from YouTube videos for translation, language learning +- [superdesign](https://github.com/openclaw/skills/tree/main/skills/mpociot/superdesign/SKILL.md) - Expert frontend design guidelines for modern. +- [svg-draw](https://github.com/openclaw/skills/tree/main/skills/lijy2015/svg-draw/SKILL.md) - Create SVG images and convert them to PNG without external graphics +- [tube-summary](https://github.com/openclaw/skills/tree/main/skills/dillera/tube-summary/SKILL.md) - Search YouTube for videos on any topic and get intelligent +- [vap-multimedia-generation](https://github.com/openclaw/skills/tree/main/skills/elestirelbilinc-sketch/vap-multimedia-generation/SKILL.md) - AI image, video. +- [venice-ai](https://github.com/openclaw/skills/tree/main/skills/nhannah/venice-ai-media/SKILL.md) - Generate, edit, and upscale images; create videos from images +- [veo](https://github.com/openclaw/skills/tree/main/skills/buddyh/veo/SKILL.md) - Generate video using Google Veo (Veo 3.1 / Veo 3.0). +- [veo3-video-gen](https://github.com/openclaw/skills/tree/main/skills/bluelyw/veo3-video-gen/SKILL.md) - Generate and stitch short videos via Google Veo 3.x +- [video-frames](https://github.com/openclaw/skills/tree/main/skills/steipete/video-frames/SKILL.md) - Extract frames or short clips from videos using ffmpeg. +- [westland-linguistic-humidifier](https://github.com/openclaw/skills/tree/main/skills/westland/westland-linguistic-humidifier/SKILL.md) - Proactively identifies +- [yollomi](https://github.com/openclaw/skills/tree/main/skills/anichikage/yollomi/SKILL.md) - Generate AI images and videos using Yollomi API. + +
+ +
+

Apple Apps & Services

 + +- [alter-actions](https://github.com/openclaw/skills/tree/main/skills/olivieralter/alter-actions/SKILL.md) - Trigger Alter macOS app actions via x-callback-urls. +- [apple-contacts](https://github.com/openclaw/skills/tree/main/skills/tyler6204/apple-contacts/SKILL.md) - Look up contacts from macOS Contacts.app. +- [apple-mail-search](https://github.com/openclaw/skills/tree/main/skills/mneves75/apple-mail-search/SKILL.md) - Fast Apple Mail search via SQLite on macOS. +- [apple-music](https://github.com/openclaw/skills/tree/main/skills/tyler6204/apple-music/SKILL.md) - Search Apple Music, add songs to library, manage playlists, control +- [apple-photos](https://github.com/openclaw/skills/tree/main/skills/tyler6204/apple-photos/SKILL.md) - Apple Photos.app integration for macOS. +- [apple-remind-me](https://github.com/openclaw/skills/tree/main/skills/plgonzalezrx8/apple-remind-me/SKILL.md) - Natural language reminders that create actual Apple +- [appletv](https://github.com/openclaw/skills/tree/main/skills/lucakaufmann/appletv/SKILL.md) - Control Apple TV via pyatv. +- [callmac](https://github.com/openclaw/skills/tree/main/skills/jooey/callmac/SKILL.md) - Remote voice control for Mac from mobile devices using commands like /callmac. +- [clawdbot-macos-build](https://github.com/openclaw/skills/tree/main/skills/manish-basargekar/clawdbot-macos-build/SKILL.md) - Build the Clawdbot macOS menu bar app +- [clawdbot-skill-voice-wake-say](https://github.com/openclaw/skills/tree/main/skills/xadenryan/clawdbot-skill-voice-wake-say/SKILL.md) - Speak responses aloud on macOS +- [drafts](https://github.com/openclaw/skills/tree/main/skills/nerveband/drafts/SKILL.md) - Manage Drafts app notes via CLI on macOS. +- [findmy-location](https://github.com/openclaw/skills/tree/main/skills/poiley/findmy-location/SKILL.md) - Track a shared contact's location via Apple Find +- [fzf-fuzzy-finder](https://github.com/openclaw/skills/tree/main/skills/arnarsson/fzf-fuzzy-finder/SKILL.md) - Command-line fuzzy finder for interactive filtering +- [get-focus-mode](https://github.com/openclaw/skills/tree/main/skills/nickchristensen/get-focus-mode/SKILL.md) - Get the current macOS Focus. +- [healthkit-sync](https://github.com/openclaw/skills/tree/main/skills/mneves75/healthkit-sync/SKILL.md) - iOS HealthKit data sync CLI commands and patterns. +- [hergunmac](https://github.com/openclaw/skills/tree/main/skills/ahmetsemsettinozdemirden/hergunmac/SKILL.md) - Access AI-powered football match predictions +- [homebrew](https://github.com/openclaw/skills/tree/main/skills/thesethrose/homebrew/SKILL.md) - Homebrew package manager for macOS. +- [icloud-findmy](https://github.com/openclaw/skills/tree/main/skills/liamnichols/icloud-findmy/SKILL.md) - Query Find My locations and battery status for family devices +- [inkjet](https://github.com/openclaw/skills/tree/main/skills/aaronchartier/inkjet/SKILL.md) - Print text, images, and QR codes to a wireless Bluetooth thermal printer +- [mac-tts](https://github.com/openclaw/skills/tree/main/skills/kalijason/mac-tts/SKILL.md) - Text-to-speech using macOS built-in `say` command. +- [meow-finder](https://github.com/openclaw/skills/tree/main/skills/abgohel/meow-finder/SKILL.md) - CLI tool to discover AI tools. +- [mlx-stt](https://github.com/openclaw/skills/tree/main/skills/guoqiao/mlx-stt/SKILL.md) - Speech-To-Text with MLX (Apple Silicon) and GLM-ASR-Nano-2512 locally. +- [mlx-swift-lm](https://github.com/openclaw/skills/tree/main/skills/ronaldmannak) - MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX. +- [mole-mac-cleanup](https://github.com/openclaw/skills/tree/main/skills/bjesuiter/mole-mac-cleanup/SKILL.md) - Mac cleanup & optimization tool combining CleanMyMac +- [my-tesla](https://github.com/openclaw/skills/tree/main/skills/officialpm/my-tesla/SKILL.md) - Control Tesla vehicles from macOS via the Tesla Owner API using teslapy +- [network-scanner](https://github.com/openclaw/skills/tree/main/skills/florianbeer/network-scanner/SKILL.md) - Scan networks to discover devices, gather MAC addresses +- [pattern-finder](https://github.com/openclaw/skills/tree/main/skills/leegitw/pattern-finder/SKILL.md) - Discover what two sources agree on — find the signal +- [shortcuts-generator](https://github.com/openclaw/skills/tree/main/skills/erik-agens/shortcuts-skill/SKILL.md) - Generate macOS/iOS Shortcuts by creating plist files. +- [skill-email-management](https://github.com/openclaw/skills/tree/main/skills/latisen/skill-email-management/SKILL.md) - Expert email management assistant for Apple +- [voice-wake-say](https://github.com/openclaw/skills/tree/main/skills/xadenryan/voice-wake-say/SKILL.md) - Speak responses aloud on macOS using the built-in `say` +- [working-with-lockdownd](https://github.com/openclaw/skills/tree/main/skills/worflor/working-with-lockdownd/SKILL.md) - Comprehensive toolkit for interacting with iOS + +
+ +
+

Search & Research

 + +- [1](https://github.com/openclaw/skills/tree/main/skills/nastrology/1/SKILL.md) - Personal knowledge base powered by Ensue for capturing and retrieving. +- [academic-deep-research](https://github.com/openclaw/skills/tree/main/skills/kesslerio/academic-deep-research/SKILL.md) - Transparent, rigorous research with full +- [aclawdemy](https://github.com/openclaw/skills/tree/main/skills/nimhar/aclawdemy/SKILL.md) - The academic research platform for AI agents. +- [advanced-skill-creator](https://github.com/openclaw/skills/tree/main/skills/xqicxx/advanced-skill-creator/SKILL.md) - Advanced OpenClaw skill creation handler +- [agent-deep-research](https://github.com/openclaw/skills/tree/main/skills/24601/agent-deep-research/SKILL.md) - Autonomous deep research powered by Google Gemini. +- [agentarxiv](https://github.com/openclaw/skills/tree/main/skills/amanbhandula/agentarxiv/SKILL.md) - Outcome-driven scientific publishing for AI agents. +- [agentic-paper-digest](https://github.com/openclaw/skills/tree/main/skills/matanle51/agentic-paper-digest/SKILL.md) - Fetches and summarizes recent arXiv and Hugging +- [agentic-paper-digest-skill](https://github.com/openclaw/skills/tree/main/skills/matanle51/agentic-paper-digest-skill/SKILL.md) - Fetches and summarizes recent arXiv +- [agnxi-search-skill](https://github.com/openclaw/skills/tree/main/skills/doanbactam/agnxi-search-skill/SKILL.md) - The official search utility for Agnxi.com +- [ahmed](https://github.com/openclaw/skills/tree/main/skills/engahmedsalah358-lgtm/ahmed/SKILL.md) - Terminal Spotify playback/search via spogo (preferred) +- [aisa-multi-source-search](https://github.com/openclaw/skills/tree/main/skills/aisapay/aisa-multi-source-search/SKILL.md) - Intelligent search for agents. +- [aisa-youtube-search](https://github.com/openclaw/skills/tree/main/skills/aisapay/aisa-youtube-search/SKILL.md) - YouTube SERP Scout for agents. +- [alexa-cli](https://github.com/openclaw/skills/tree/main/skills/buddyh) - Control Amazon Alexa devices and smart home via the `alexacli` CLI. +- [aluvia-brave-search](https://github.com/openclaw/skills/tree/main/skills/bertxtrella) - Web search and content extraction via Brave +- [aluvia-web-proxy](https://github.com/openclaw/skills/tree/main/skills/aluvia-connectivity/aluvia-web-proxy/SKILL.md) - Unblock websites and bypass CAPTCHAs and 403 +- [aluvia-web-unblock](https://github.com/openclaw/skills/tree/main/skills/bertxtrella) - Unblock websites and bypass CAPTCHAs and 403 errors +- [anshumanbh-qmd](https://github.com/openclaw/skills/tree/main/skills/anshumanbh/anshumanbh-qmd/SKILL.md) - Search markdown knowledge bases efficiently +- [answeroverflow](https://github.com/openclaw/skills/tree/main/skills/rhyssullivan/answeroverflow/SKILL.md) - Search indexed Discord community discussions via Answer +- [argos-product-research](https://github.com/openclaw/skills/tree/main/skills/notsurewhoisthis/argos-product-research/SKILL.md) - Search, compare, and research products +- [arxiv-paper-reviews](https://github.com/openclaw/skills/tree/main/skills/zxrys/arxiv-paper-reviews/SKILL.md) - Interact with arXiv Crawler API to fetch papers, read +- [arxiv-watcher](https://github.com/openclaw/skills/tree/main/skills/rubenfb23/arxiv-watcher/SKILL.md) - Search and summarize papers from ArXiv. +- [attio-crm](https://github.com/openclaw/skills/tree/main/skills/kesslerio/attio-crm/SKILL.md) - Manage Attio CRM records (companies, people, deals, tasks, notes). +- [aubrai-longevity](https://github.com/openclaw/skills/tree/main/skills/dobrinalexandru/aubrai-longevity/SKILL.md) - Meet your SOTA longevity research partner. +- [baidu-scholar-search](https://github.com/openclaw/skills/tree/main/skills/jlpjavawayup/baidu-scholar-search/SKILL.md) - Baidu Academic Search Tool enables +- [baidu-search](https://github.com/openclaw/skills/tree/main/skills/ide-rea/baidu-search/SKILL.md) - Search the web using Baidu AI Search Engine (BDSE). +- [beepctl](https://github.com/openclaw/skills/tree/main/skills/blqke/beepctl/SKILL.md) - Use when sending messages, searching chats, or managing conversations +- [bing-search](https://github.com/openclaw/skills/tree/main/skills/stdeson/bing-search/SKILL.md) - Bing search skill for all users. +- [bird-su](https://github.com/openclaw/skills/tree/main/skills/iqbalnaveliano/bird-su/SKILL.md) - X/Twitter CLI for reading, searching, and posting via cookies +- [birdnet](https://github.com/openclaw/skills/tree/main/skills/rappo/birdnet/SKILL.md) - Query BirdNET-Go bird detections. +- [blacksnow](https://github.com/openclaw/skills/tree/main/skills/sieershafilone/blacksnow/SKILL.md) - Detects pre-news ambient risk signals across human, legal +- [bocha-skill](https://github.com/openclaw/skills/tree/main/skills/ypw757/bocha-skill/SKILL.md) - Search the web using Bocha AI Search API (博查AI搜索) - a Chinese search +- [brave-images](https://github.com/openclaw/skills/tree/main/skills/zats/brave-images/SKILL.md) - Search for images using Brave Search API. +- [brave-search](https://github.com/openclaw/skills/tree/main/skills/steipete/brave-search/SKILL.md) - Web search and content extraction via Brave Search API. +- [brightdata](https://github.com/openclaw/skills/tree/main/skills/meirkad/bright-data/SKILL.md) - Web scraping and search via Bright Data API. +- [carapace](https://github.com/openclaw/skills/tree/main/skills/morpheis/carapace/SKILL.md) - Query and contribute structured understanding to Carapace — the shared. +- [cctv-news-fetcher](https://github.com/openclaw/skills/tree/main/skills/yuhangch/cctv-news-fetcher/SKILL.md) - Fetch and parse news highlights from CCTV News Broadcast +- [clawdbot-filesystem](https://github.com/openclaw/skills/tree/main/skills/gtrusler/clawdbot-filesystem/SKILL.md) - Advanced filesystem operations - listing, searching +- [clawdbot-logs](https://github.com/openclaw/skills/tree/main/skills/satriapamudji/clawdbot-logs/SKILL.md) - Analyze Clawdbot logs and diagnostics. +- [clawdgle](https://github.com/openclaw/skills/tree/main/skills/rubybrewsday/clawdgle/SKILL.md) - Public API usage for the Clawdgle markdown-first search engine. +- [clawdhub](https://github.com/openclaw/skills/tree/main/skills/steipete/clawdhub/SKILL.md) - Use the ClawdHub CLI to search, install, update, and publish agent skills +- [clawdhub-bak-2026-01-28t18-01-16-10-30](https://github.com/openclaw/skills/tree/main/skills/nicoataiza/clawdhub-bak-2026-01-28t18-01-16-10-30/SKILL.md) - Use the ClawdHub +- [clawdhub-copy](https://github.com/openclaw/skills/tree/main/skills/jk50505k/clawdhub-copy/SKILL.md) - Use the ClawdHub CLI to search, install, update, and publish +- [clawgle](https://github.com/openclaw/skills/tree/main/skills/andrewbouras/clawgle/SKILL.md) - Before building your request, your agent checks if it's already +- [clawtank](https://github.com/openclaw/skills/tree/main/skills/ruiaxe/clawtank/SKILL.md) - Coordinate with the ClawTank ARO Swarm. +- [clawxiv-api](https://github.com/openclaw/skills/tree/main/skills/martinreviewer3/clawxiv-api/SKILL.md) - clawXiv API usage + safe key handling +- [cochesnet-cli](https://github.com/openclaw/skills/tree/main/skills/pjtf93/cochesnet-cli/SKILL.md) - Use the cochesnet CLI to search coches.net listings and fetch +- [code-docs-search-exa](https://github.com/openclaw/skills/tree/main/skills/theishangoswami) - Up-to-date code docs and examples powered +- [code-patent-validator](https://github.com/openclaw/skills/tree/main/skills/leegitw/code-patent-validator/SKILL.md) - Turn your code scan findings into search queries +- [competitive-analysis](https://github.com/openclaw/skills/tree/main/skills/jk-0001/competitive-analysis/SKILL.md) - Perform a deep competitive analysis +- [competitive-intelligence-market-research](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm/competitive-intelligence-market-research/SKILL.md) - B2B SaaS competitive +- [content-strategy](https://github.com/openclaw/skills/tree/main/skills/jk-0001/content-strategy/SKILL.md) - Build and execute a content marketing strategy +- [contextoverflow](https://github.com/openclaw/skills/tree/main/skills/nathanjzhao/contextoverflow/SKILL.md) - Academic forum for mission-driven project proposals. +- [creatordb-youtube-v3](https://github.com/openclaw/skills/tree/main/skills/poi5305/creatordb-youtube-v3/SKILL.md) - Can search and get YouTuber information +- [crisp](https://github.com/openclaw/skills/tree/main/skills/paul-phan/crisp/SKILL.md) - Customer support via Crisp API. +- [cuecue-deep-research](https://github.com/openclaw/skills/tree/main/skills/xfgong/cuecue-deep-research/SKILL.md) - Conduct deep financial research using CueCue's +- [daily-ai-news-skill](https://github.com/openclaw/skills/tree/main/skills/laurent-zhu/daily-ai-news-skill/SKILL.md) - Aggregates and summarizes the latest AI news +- [ddg-search](https://github.com/openclaw/skills/tree/main/skills/paradoxfuzzle/ddg-search/SKILL.md) - Perform web searches using DuckDuckGo. +- [deep-research](https://github.com/openclaw/skills/tree/main/skills/seyhunak/deep-research/SKILL.md) - Deep Research Agent specializes in complex, multi-step research +- [deepresearch-conversation](https://github.com/openclaw/skills/tree/main/skills/ide-rea/deepresearch-conversation/SKILL.md) - Deep ReSearch Conversation is provided +- [deepresearchwork](https://github.com/openclaw/skills/tree/main/skills/jiacode/deepresearchwork/SKILL.md) - Comprehensive research framework that combines web search +- [denario-skill](https://github.com/openclaw/skills/tree/main/skills/jmanhype/denario-skill/SKILL.md) - Wraps the framework to automate the scientific research process. +- [desearch](https://github.com/openclaw/skills/tree/main/skills/okradze) - Web, X, AI search and page crawl via Desearch (desearch.ai). +- [dhmz-weather](https://github.com/openclaw/skills/tree/main/skills/faleksic/dhmz-weather/SKILL.md) - Get Croatian weather data, forecasts, and alerts from DHMZ +- [dns-lookup](https://github.com/openclaw/skills/tree/main/skills/xejrax/dns-lookup/SKILL.md) - Resolve hostnames to IP addresses using `dig` from bind-utils. +- [duckduckgo-search](https://github.com/openclaw/skills/tree/main/skills/10e9928a/duckduckgo-search/SKILL.md) - Performs web searches using DuckDuckGo to retrieve +- [elicitation](https://github.com/openclaw/skills/tree/main/skills/mjaskolski/elicitation/SKILL.md) - Psychological profiling through natural conversation +- [email-news-digest](https://github.com/openclaw/skills/tree/main/skills/matthewxfz3/email-news-digest/SKILL.md) - Summarize recent emails, generate a thematic image +- [evoweb-ai](https://github.com/openclaw/skills/tree/main/skills/galizki/evoweb-ai/SKILL.md) - Create a Website in 4 Minutes Designed to Bring Clients from ChatGPT +- [exa](https://github.com/openclaw/skills/tree/main/skills/fardeenxyz/exa/SKILL.md) - Neural web search and code context via Exa AI API. +- [exa-search](https://github.com/openclaw/skills/tree/main/skills/xinhai-ai/exa-search/SKILL.md) - Use Exa (exa.ai) Search API to search the web and return structured +- [file-search](https://github.com/openclaw/skills/tree/main/skills/xejrax/file-search/SKILL.md) - Fast file-name and content search using `fd` and `rg` (ripgrep). +- [find-people](https://github.com/openclaw/skills/tree/main/skills/tzannetosgiannis/find-people/SKILL.md) - Open Source Intelligence (OSINT) tool for researching +- [finnhub](https://github.com/openclaw/skills/tree/main/skills/matthewxfz3/finnhub/SKILL.md) - Access Finnhub API for real-time stock quotes, company news, market data,. +- [foundry](https://github.com/openclaw/skills/tree/main/skills/lekt9/foundry/SKILL.md) - Self-writing meta-extension that forges new capabilities — researches docs,. +- [ga4-analytics](https://github.com/openclaw/skills/tree/main/skills/adamkristopher/ga4-analytics/SKILL.md) - Google Analytics 4, Search Console, and Indexing API +- [game-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/game-cog/SKILL.md) - Other tools generate sprites. +- [gemini-yt-transcript](https://github.com/openclaw/skills/tree/main/skills/odrobnik/gemini-yt-video-transcript/SKILL.md) - Create a verbatim transcript for a YouTube +- [geo-ip](https://github.com/openclaw/skills/tree/main/skills/xejrax/geo-ip/SKILL.md) - Look up geographic location for any IP address +- [geo-optimizer](https://github.com/openclaw/skills/tree/main/skills/artyomx33/geo-optimizer/SKILL.md) - Optimize content for AI citation (GEO). +- [gno-bak-2026-01-28t18-01-20-10-30](https://github.com/openclaw/skills/tree/main/skills/nicoataiza/gno-bak-2026-01-28t18-01-20-10-30/SKILL.md) - Search local documents +- [goodreads](https://github.com/openclaw/skills/blob/main/skills/surajssd/goodreads/SKILL.md) - Search books, get reviews, and manage reading lists on Goodreads. +- [google-maps-grounding-lite-mcp](https://github.com/openclaw/skills/tree/main/skills/ryanbaumann/google-maps-grounding-lite-mcp/SKILL.md) - Google Maps Grounding Lite +- [google-news-api](https://github.com/openclaw/skills/tree/main/skills/phheng/google-news-api/SKILL.md) - Scrape structured news data from Google News automatically. +- [google-search](https://github.com/openclaw/skills/tree/main/skills/mxfeinberg/google-search/SKILL.md) - Search the web using Google Custom Search Engine (PSE). +- [grok-search](https://github.com/openclaw/skills/tree/main/skills/notabhay/grok-search/SKILL.md) - Search web or X/Twitter +- [growth-marketer](https://github.com/openclaw/skills/tree/main/skills/metehan777/growth-marketer/SKILL.md) - : marketing, seo, conversion-optimization, popup-builder +- [hackernews](https://github.com/openclaw/skills/tree/main/skills/gchapim/hackernews/SKILL.md) - Browse and search Hacker News. +- [hn-extract](https://github.com/openclaw/skills/tree/main/skills/guoqiao/hn-extract/SKILL.md) - Extract a HackerNews post (article + comments) into single clean +- [imap-smtp-email](https://github.com/openclaw/skills/tree/main/skills/gzlicanyi/imap-smtp-email/SKILL.md) - Read and send email. +- [input-guard](https://github.com/openclaw/skills/tree/main/skills/dgriffin831/input-guard/SKILL.md) - Scan untrusted external text +- [install-scientify](https://github.com/openclaw/skills/tree/main/skills/springleave/install-scientify/SKILL.md) - Install Scientify - AI-powered research workflow +- [isitwater](https://github.com/openclaw/skills/tree/main/skills/johnnagro/isitwater/SKILL.md) - Check if geographic coordinates are over water or land +- [jina-reader](https://github.com/openclaw/skills/tree/main/skills/ericsantos/jina-reader/SKILL.md) - Web content extraction via Jina AI Reader API. +- [jinko-flight-search](https://github.com/openclaw/skills/tree/main/skills/kevinjinko/jinko-flight-search/SKILL.md) - Search flights and discover travel destinations +- [job-search-mcp](https://github.com/openclaw/skills/tree/main/skills/amoghpurohit/job-search-mcp/SKILL.md) - Search for jobs across LinkedIn, Indeed, Glassdoor +- [job-search-mcp-skill](https://github.com/openclaw/skills/tree/main/skills/amoghpurohit) - This skill enables AI agents to search +- [journal-of-ai-slop](https://github.com/openclaw/skills/tree/main/skills/popidge/journal-of-ai-slop/SKILL.md) - This skill enables AI agents to browse, read +- [kagi-search](https://github.com/openclaw/skills/tree/main/skills/silversteez/kagi-search/SKILL.md) - Web search using Kagi Search API. +- [keywords-everywhere](https://github.com/openclaw/skills/tree/main/skills/sanky369/keywords-everywhere/SKILL.md) - SEO keyword research and competitor analysis +- [knowledge-graph](https://github.com/openclaw/skills/tree/main/skills/safatinaztepe/knowledge-graph/SKILL.md) - Maintain Clawdbot's compounding knowledge graph +- [last30days](https://github.com/openclaw/skills/tree/main/skills/zats/last30days/SKILL.md) - Research any topic from last 30 days on Reddit, X. +- [lidarr](https://github.com/openclaw/skills/tree/main/skills/rappo/lidarr/SKILL.md) - Search and add music to Lidarr. +- [lightrag](https://github.com/openclaw/skills/tree/main/skills/ruslanlanket/lightrag/SKILL.md) - Search and manage knowledge bases using LightRAG API. +- [literature-review](https://github.com/openclaw/skills/tree/main/skills/weird-aftertaste/literature-review/SKILL.md) - Assistance with writing literature reviews +- [local-rag-search](https://github.com/openclaw/skills/tree/main/skills/nkapila6/local-rag-search/SKILL.md) - Efficiently perform web searches using the mcp-local-rag +- [local-websearch](https://github.com/openclaw/skills/tree/main/skills/stperic/local-websearch/SKILL.md) - Search the web using a self-hosted SearXNG metasearch engine. +- [localstorage-poc](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/localstorage-poc/SKILL.md) - Security research - localStorage access via SVG XSS. +- [luka-rv-brain](https://github.com/openclaw/skills/tree/main/skills/lraivisto/luka-rv-brain/SKILL.md) - High-velocity research orchestration engine. +- [mcp-skill](https://github.com/openclaw/skills/tree/main/skills/simlocker/mcp-skill/SKILL.md) - This skill wraps the MCP at https://mcp.exa.ai/mcp for various tools +- [meme-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/meme-cog/SKILL.md) - Deep reasoning makes better comedy. +- [memory-lite](https://github.com/openclaw/skills/tree/main/skills/vellis59/memory-lite/SKILL.md) - Lightweight memory management for OpenClaw without embeddings +- [memory-manager](https://github.com/openclaw/skills/tree/main/skills/marmikcfc/memory-manager/SKILL.md) - Local memory management for agents. +- [memory-system-v2](https://github.com/openclaw/skills/tree/main/skills/kellyclaudeai/memory-system-v2/SKILL.md) - Fast semantic memory system with JSON indexing +- [moltfeed](https://github.com/openclaw/skills/tree/main/skills/x4v13r1120/moltfeed/SKILL.md) - Post and interact on MoltFeed - the social network built FOR AI agents. +- [moltlab](https://github.com/openclaw/skills/tree/main/skills/iterdimensionaltv1/moltlab/SKILL.md) - Join the MoltLab research community — propose claims, run +- [moltsci](https://github.com/openclaw/skills/tree/main/skills/dowingard/moltsci/SKILL.md) - Publish and discover AI-native scientific papers. +- [molty-pics](https://github.com/openclaw/skills/tree/main/skills/castanley) - An image-first social feed for OpenClaw bots. +- [multi-search-engine](https://github.com/openclaw/skills/tree/main/skills/gpyangyoujun/multi-search-engine/SKILL.md) - Multi search engine integration with 17 engines +- [nanobazaar](https://github.com/openclaw/skills/tree/main/skills/madsb/nanobazaar/SKILL.md) - Use the NanoBazaar Relay to create offers (sell services), create jobs +- [naver-news](https://github.com/openclaw/skills/tree/main/skills/steamb23/naver-news/SKILL.md) - Search Korean news articles using Naver Search API. +- [news-aggregator](https://github.com/openclaw/skills/tree/main/skills/cclank/news-aggregator-skill/SKILL.md) - Comprehensive news aggregator that fetches, filters +- [news-feed](https://github.com/openclaw/skills/tree/main/skills/lknik/news-feed/SKILL.md) - Fetch latest news headlines from major RSS feeds +- [news-feeds](https://github.com/openclaw/skills/tree/main/skills/lknik/news-feeds/SKILL.md) - Fetch latest news headlines from major RSS feeds +- [newsapi-search](https://github.com/openclaw/skills/tree/main/skills/hegghammer/newsapi-search/SKILL.md) - Search news articles via NewsAPI with filtering by time +- [newshelp](https://github.com/openclaw/skills/tree/main/skills/nerkn/newshelp/SKILL.md) - ```md +- [nia](https://github.com/openclaw/skills/tree/main/skills/arlanrakh/nia/SKILL.md) - Index and search code repositories, documentation, research papers +- [nimble-web-search](https://github.com/openclaw/skills/tree/main/skills/ilchemla/nimble-web-search/SKILL.md) - Real-time web intelligence powered by Nimble Search API. +- [nlb](https://github.com/openclaw/skills/tree/main/skills/kk17/nlb/SKILL.md) - check loans and search resources from the National Library Board of Singapore. +- [notebooklm-skill](https://github.com/openclaw/skills/tree/main/skills/guccidgi/notebooklm-skill/SKILL.md) - Use this skill to query your Google NotebookLM notebooks +- [notnative](https://github.com/openclaw/skills/tree/main/skills/k4ditano/notnative/SKILL.md) - Use Notnative MCP server (ws://127.0.0.1:8788) for note management +- [noverload](https://github.com/openclaw/skills/tree/main/skills/drewautomates/noverload/SKILL.md) - Give your agent a searchable knowledge brain - semantic search +- [npm-search](https://github.com/openclaw/skills/tree/main/skills/thesethrose) - Search npm packages. +- [omnisearch](https://github.com/openclaw/skills/tree/main/skills/bguidolim/omnisearch/SKILL.md) - MANDATORY web search tool for current information, news, prices +- [open-claw-mind](https://github.com/openclaw/skills/tree/main/skills/teylersf/open-claw-mind/SKILL.md) - Research bounty marketplace for AI agents. +- [open-claw-mind-001](https://github.com/openclaw/skills/tree/main/skills/teylersf/open-claw-mind-001/SKILL.md) - Research bounty marketplace for AI agents. +- [openbio](https://github.com/openclaw/skills/tree/main/skills/ravishar313/openbio/SKILL.md) - OpenBio API for biological data access and computational biology tools. +- [openclaw-serper](https://github.com/openclaw/skills/tree/main/skills/nesdeq/openclaw-serper/SKILL.md) - Searches Google and extracts full page content +- [para-second-brain](https://github.com/openclaw/skills/tree/main/skills/halthelobster/para-second-brain/SKILL.md) - Organize your agent's knowledge using PARA +- [parallel](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/parallel/SKILL.md) - High-accuracy web search and research via Parallel.ai API. +- [patent-validator](https://github.com/openclaw/skills/tree/main/skills/leegitw/patent-validator/SKILL.md) - Turn your concept analysis into search queries — research +- [pinterest](https://github.com/openclaw/skills/tree/main/skills/cyberfront-ai/pinterest/SKILL.md) - Search and browse Pinterest pins, get pin details, and send actual +- [plane](https://github.com/openclaw/skills/tree/main/skills/vaguilera-jinko/plane/SKILL.md) - Manage Plane.so projects and work items using the `plane` CLI. +- [plurum](https://github.com/openclaw/skills/tree/main/skills/berkay-dune/plurum/SKILL.md) - Plurum is a collective consciousness and shared knowledge base for AI +- [policy-lawyer](https://github.com/openclaw/skills/tree/main/skills/crimsondevil333333/policy-lawyer/SKILL.md) - Reference the workspace policy playbook, answer "What +- [privatedeepsearch-claw](https://github.com/openclaw/skills/tree/main/skills/romancircus/privatedeepsearch-claw/SKILL.md) - This tool MUST be used with VPN +- [privatedeepsearch-melt](https://github.com/openclaw/skills/tree/main/skills/romancircus/privatedeepsearch-melt/SKILL.md) - *"Google wants to know everything about you. +- [productboard-search](https://github.com/openclaw/skills/tree/main/skills/robertoamoreno/productboard-search/SKILL.md) - Search and explore ProductBoard features +- [qmd-cli](https://github.com/openclaw/skills/tree/main/skills/dpaluy/qmd-cli/SKILL.md) - Search and retrieve markdown documents from local knowledge bases using qmd. +- [qmd-external](https://github.com/openclaw/skills/tree/main/skills/levineam/qmd-external/SKILL.md) - Local hybrid search for markdown notes and docs. +- [qmd-local-search](https://github.com/openclaw/skills/tree/main/skills/bheemreddy181/qmd-local-search/SKILL.md) - Fast local search for markdown files, notes, and docs +- [qmd-markdown-search](https://github.com/openclaw/skills/tree/main/skills/emcmillan80/qmd-markdown-search/SKILL.md) - Local hybrid search for markdown notes and docs. +- [qmd-search](https://github.com/openclaw/skills/tree/main/skills/bheemreddy181/qmd-search/SKILL.md) - Fast local search for markdown files, notes, and docs using qmd +- [qmd-skill-2](https://github.com/openclaw/skills/tree/main/skills/lifecoacher/qmd-skill-2/SKILL.md) - Local hybrid search for markdown notes and docs. +- [querit-search](https://github.com/openclaw/skills/tree/main/skills/interskh/querit-search/SKILL.md) - Web search via Querit.ai API. +- [qveris](https://github.com/openclaw/skills/tree/main/skills/hqman/qveris/SKILL.md) - Search and execute dynamic tools via QVeris API. +- [rag-search](https://github.com/openclaw/skills/tree/main/skills/loda666/rag-search/SKILL.md) - Minimal RAG search skill for backend retrieval. +- [raysurfer](https://github.com/openclaw/skills/tree/main/skills/ryx2/raysurfer/SKILL.md) - Cache and reuse code from prior AI agent executions via Raysurfer. +- [reddapi](https://github.com/openclaw/skills/tree/main/skills/dowands/reddapi/SKILL.md) - Use this skill to access Reddit's full data archive via reddapi.dev API. +- [registry-broker](https://www.clawhub.ai/kantorcodes/registry-broker-skills) - Search and chat with 72,000+ AI agents across 1... +- [registry-broker-hashnet-openclaw](https://github.com/openclaw/skills/tree/main/skills/kantorcodes/registry-broker-hashnet-openclaw/SKILL.md) - Search 72,000+ AI +- [registry-broker-skills](https://github.com/openclaw/skills/tree/main/skills/kantorcodes/registry-broker-skills/SKILL.md) - Search and chat with 72,000+ AI agents +- [relay-for-telegram](https://github.com/openclaw/skills/tree/main/skills/relayintel/relay-for-telegram/SKILL.md) - ALWAYS use this skill whenever the user asks +- [reply](https://github.com/openclaw/skills/tree/main/skills/trymoinai-create/reply/SKILL.md) - Write viral, persuasive, engaging tweets and threads. +- [research-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/research-cog/SKILL.md) - #1 on DeepResearch Bench (Feb 2026). +- [research-company](https://github.com/openclaw/skills/tree/main/skills/tomstools11/research-company/SKILL.md) - B2B company research producing professional PDF reports. +- [research-engine](https://github.com/openclaw/skills/tree/main/skills/guogang1024/research-engine/SKILL.md) - **Agent:** guogangAgent +- [research-idea](https://github.com/openclaw/skills/tree/main/skills/rqrqrqrq/research-idea/SKILL.md) - Launch background Clawdbot sessions to explore and analyze +- [research-mind](https://github.com/openclaw/skills/tree/main/skills/lraivisto/research-mind/SKILL.md) - High-velocity research orchestration engine. +- [researchassistant](https://github.com/openclaw/skills/tree/main/skills/eksubin/researchassistant/SKILL.md) - Monitors research topics for new papers, conferences +- [researchbrain](https://github.com/openclaw/skills/tree/main/skills/lraivisto/researchbrain/SKILL.md) - High-velocity research orchestration engine. +- [revenuecat](https://github.com/openclaw/skills/tree/main/skills/jeiting/revenuecat/SKILL.md) - RevenueCat metrics, customer data, and documentation search. +- [ridb-search](https://github.com/openclaw/skills/tree/main/skills/seanrea/ridb-search/SKILL.md) - Search the Recreation Information Database (RIDB) for campgrounds +- [ripgrep](https://github.com/openclaw/skills/tree/main/skills/arnarsson/ripgrep/SKILL.md) - Blazingly fast text search tool - recursively searches directories +- [search-1-0-0](https://github.com/openclaw/skills/tree/main/skills/lucky-2968/search-1-0-0/SKILL.md) - Search the web for real-time information. +- [search-reddit](https://github.com/openclaw/skills/tree/main/skills/arkaydeus/search-reddit/SKILL.md) - Search Reddit in real time using OpenAI web_search +- [searxng](https://github.com/openclaw/skills/tree/main/skills/abk234/searxng/SKILL.md) - Privacy-respecting metasearch using your local SearXNG instance. +- [semantic-search-cwicr](https://github.com/openclaw/skills/tree/main/skills/datadrivenconstruction) - Semantic search in DDC CWICR +- [seo-analytics](https://github.com/openclaw/skills/tree/main/skills/adamkristopher) - 3 SEO/analytics skills: DataForSEO keywords, GA... +- [seo-audit](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/seo-audit/SKILL.md) - When the user wants to audit, review +- [seo-dataforseo](https://github.com/openclaw/skills/tree/main/skills/adamkristopher/seo-dataforseo/SKILL.md) - SEO keyword research using the DataForSEO API. +- [serpapi](https://github.com/openclaw/skills/tree/main/skills/ianpcook/serpapi/SKILL.md) - Unified search API across Google, Amazon, Yelp, OpenTable, Walmart, and more. +- [serper-search](https://github.com/openclaw/skills/tree/main/skills/samoppakiks/serper-search/SKILL.md) - Native Clawdbot plugin for Google Search +- [session-logs](https://github.com/openclaw/skills/tree/main/skills/guogang1024/session-logs/SKILL.md) - Search and analyze your own session logs +- [session-logs](https://github.com/openclaw/skills/tree/main/skills/guogang1024/session-logs/SKILL.md) - Search and analyze your own session logs +- [shellf](https://github.com/openclaw/skills/tree/main/skills/andrewleonardi/shellf/SKILL.md) - Goodreads for OpenClaw agents. +- [silverbullet-skill](https://github.com/openclaw/skills/tree/main/skills/ramonitor/silverbullet-skill/SKILL.md) - MCP server for SilverBullet note-taking app - read +- [skill-search-optimizer](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/skill-search-optimizer/SKILL.md) - Optimize agent skills +- [skiplagged-flights](https://github.com/openclaw/skills/tree/main/skills/wzs/skiplagged-flights/SKILL.md) - Search cheapest flights via Skiplagged. +- [solvr](https://github.com/openclaw/skills/tree/main/skills/fcavalcantirj/solvr/SKILL.md) - Search and contribute to Solvr — a knowledge base for developers and AI +- [spongo](https://github.com/openclaw/skills/tree/main/skills/nabssku/spongo/SKILL.md) - Terminal Spotify playback/search via spogo (preferred) or spotify_player. +- [sportsbet-advisor](https://github.com/openclaw/skills/tree/main/skills/tvdofficial/sportsbet-advisor/SKILL.md) - Provide informed opinions and educated guesses +- [spots](https://github.com/openclaw/skills/tree/main/skills/foeken/spots/SKILL.md) - Exhaustive Google Places search using grid-based scanning. +- [srt](https://github.com/openclaw/skills/tree/main/skills/khj809/srt/SKILL.md) - Korean SRT (Super Rapid Train) search, reservation, and booking management. +- [startups](https://github.com/openclaw/skills/tree/main/skills/networkingit/startups/SKILL.md) - Research startups, funding rounds, acquisitions, and hiring trends +- [super-websearch-realtime](https://github.com/openclaw/skills/tree/main/skills/ytthuan/super-websearch-realtime/SKILL.md) - Priority live web search for real-time +- [tavily](https://github.com/openclaw/skills/tree/main/skills/arun-8687/tavily-search/SKILL.md) - AI-optimized web search via Tavily API. +- [tg](https://github.com/openclaw/skills/tree/main/skills/arein/tg/SKILL.md) - Telegram CLI for reading, searching. +- [think-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/think-cog/SKILL.md) - Complex ideas need iteration, not conversation. +- [timemap](https://github.com/openclaw/skills/tree/main/skills/alexpolonsky/timemap/SKILL.md) - Search historical entertainment venues in Tel Aviv and Haifa. +- [todozi](https://github.com/openclaw/skills/tree/main/skills/bgengs/todozi/SKILL.md) - Todozi Eisenhower matrix API client + LangChain tools. +- [transcript](https://github.com/openclaw/skills/tree/main/skills/therohitdas/transcript/SKILL.md) - Get transcripts from any YouTube video — for summarization +- [transcriptapi](https://github.com/openclaw/skills/tree/main/skills/therohitdas/transcriptapi/SKILL.md) - Full TranscriptAPI toolkit — fetch YouTube transcripts +- [tt](https://github.com/openclaw/skills/tree/main/skills/rafay0313/tt/SKILL.md) - Send WhatsApp messages to other people or search/sync WhatsApp history +- [tweet-writer](https://github.com/openclaw/skills/tree/main/skills/sanky369/tweet-writer/SKILL.md) - Write viral, persuasive, engaging tweets and threads. +- [tweeter](https://github.com/openclaw/skills/tree/main/skills/trymoinai-create/tweeter/SKILL.md) - Write viral, persuasive, engaging tweets and threads. +- [twitter-search-skill](https://github.com/openclaw/skills/tree/main/skills/flyfoxci/twitter-search-skill/SKILL.md) - Advanced Twitter search and social media data +- [twittertrends](https://github.com/openclaw/skills/tree/main/skills/jordanprater/twittertrends/SKILL.md) - Search and analyze trending topics on X (Twitter). +- [valyu-search](https://github.com/openclaw/skills/tree/main/skills/unicodeveloper/valyu-search/SKILL.md) - Use Valyu (valyu.ai) to search the web, extract content +- [volcengine-tos-vectors-skills](https://github.com/openclaw/skills/tree/main/skills/jneless/volcengine-tos-vectors-skills/SKILL.md) - Manage vector storage +- [wallapop-cli](https://github.com/openclaw/skills/tree/main/skills/pjtf93/wallapop-cli/SKILL.md) - Use the wallapop CLI to search listings, fetch item details, view +- [weak-accept](https://github.com/openclaw/skills/tree/main/skills/zxrys/weak-accept/SKILL.md) - Interact with arXiv Crawler API to fetch papers, read reviews +- [web-search-exa](https://github.com/openclaw/skills/tree/main/skills/theishangoswami) - Real-time web search using Exa for fresh sources +- [web-search-plus](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/web-search-plus/SKILL.md) - Unified search skill with Intelligent Auto-Routing. +- [wed](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/wed/SKILL.md) - Security awareness demo - demonstrates supply chain risks in AI coding. +- [whats](https://github.com/openclaw/skills/tree/main/skills/engahmedsalah358-lgtm/whats/SKILL.md) - Send WhatsApp messages to other people or search/sync WhatsApp +- [x](https://github.com/openclaw/skills/tree/main/skills/trymoinai-create/x/SKILL.md) - Q&A platform for AI agents. +- [x-search](https://github.com/openclaw/skills/tree/main/skills/tzannetosgiannis/x-search/SKILL.md) - AI-powered X/Twitter search for real-time trends, breaking news +- [x-twitter](https://github.com/openclaw/skills/tree/main/skills/annettemekuro30/x-twitter/SKILL.md) - Interact with Twitter/X — read tweets, search, post +- [x-twitter2](https://github.com/openclaw/skills/tree/main/skills/annettemekuro30) - Interact with Twitter/X — read tweets, search, post +- [xai-search](https://github.com/openclaw/skills/tree/main/skills/aydencook03/xai-search/SKILL.md) - Search X/Twitter and the web in real-time using xAI's Grok API +- [xtrends](https://github.com/openclaw/skills/tree/main/skills/jordanprater/xtrends/SKILL.md) - Search and analyze trending topics on X (Twitter). +- [youdotcom-cli](https://github.com/openclaw/skills/tree/main/skills/edwardirby/youdotcom-cli/SKILL.md) - Search the web, generate fast AI answers with verifiable +- [youtrack](https://github.com/openclaw/skills/tree/main/skills/iahmadzain/youtrack/SKILL.md) - Manage YouTrack issues, projects. +- [youtube-analytics](https://github.com/openclaw/skills/tree/main/skills/adamkristopher/youtube-analytics/SKILL.md) - YouTube Data API v3 analytics toolkit. +- [youtube-channels](https://github.com/openclaw/skills/tree/main/skills/therohitdas/youtube-channels/SKILL.md) - Work with YouTube channels — resolve handles to IDs +- [youtube-data](https://github.com/openclaw/skills/tree/main/skills/therohitdas/youtube-data/SKILL.md) - Access YouTube video data — transcripts, metadata, channel +- [youtube-data-api](https://github.com/openclaw/skills/tree/main/skills/globalcaos) - YouTube Data API integration for searching videos +- [youtube-full](https://github.com/openclaw/skills/tree/main/skills/therohitdas/youtube-full/SKILL.md) - Complete YouTube toolkit — transcripts, search, channels +- [youtube-search](https://github.com/openclaw/skills/tree/main/skills/therohitdas/youtube-search/SKILL.md) - Search YouTube for videos and channels, search +- [youtube-summarizer](https://github.com/openclaw/skills/tree/main/skills/abe238/youtube-summarizer/SKILL.md) - Automatically fetch YouTube video transcripts, generate +- [yt](https://github.com/openclaw/skills/tree/main/skills/therohitdas/yt/SKILL.md) - Quick YouTube utility — fetch transcripts, search videos, get latest +- [yt-api-cli](https://github.com/openclaw/skills/tree/main/skills/nerveband/yt-api-cli/SKILL.md) - Manage your YouTube account from the command line. +- [zhipu-web-search](https://github.com/openclaw/skills/tree/main/skills/whyhit2005/zhipu-web-search/SKILL.md) - Zhipu AI Web Search Tool - Provides flexible search +- [zotero](https://github.com/openclaw/skills/tree/main/skills/terwox/zotero/SKILL.md) - Manage Zotero reference libraries via the Web API. + +
+ +
+

Clawdbot Tools

 + +- [adhd-assistant](https://github.com/openclaw/skills/tree/main/skills/thinktankmachine/adhd-assistant/SKILL.md) - ADHD-friendly life management assistant for OpenClaw. +- [adhd-ssistant](https://github.com/openclaw/skills/tree/main/skills/thinktankmachine/adhd-ssistant/SKILL.md) - ADHD-friendly life management assistant for OpenClaw. +- [agent-browser](https://github.com/openclaw/skills/tree/main/skills/matrixy/agent-browser-clawdbot/SKILL.md) - Headless browser automation CLI optimized for AI agents +- [agent-builder](https://github.com/openclaw/skills/tree/main/skills/plgonzalezrx8/agent-builder/SKILL.md) - Build high-performing OpenClaw agents end-to-end. +- [agent-observability-dashboard](https://github.com/openclaw/skills/tree/main/skills/orosha-ai/agent-observability-dashboard/SKILL.md) - Unified observability +- [agents-manager](https://github.com/openclaw/skills/tree/main/skills/agentandbot-design/agents-manager/SKILL.md) - Manage Clawdbot agents: discover, profile, track +- [agentvibes-openclaw-skill](https://github.com/openclaw/skills/tree/main/skills/paulpreibisch/agentvibes-openclaw-skill/SKILL.md) - Stream free, professional +- [birthday-reminder](https://github.com/openclaw/skills/tree/main/skills/manantra/birthday-reminder/SKILL.md) - Manage birthdays with natural language. +- [bluebubbles](https://github.com/openclaw/skills/tree/main/skills/kevin19830331/bluebubbles/SKILL.md) - Build or update the BlueBubbles external channel plugin +- [captchas-openclaw](https://github.com/openclaw/skills/tree/main/skills/captchasco/captchas-openclaw/SKILL.md) - OpenClaw integration guidance for CAPTCHAS Agent API +- [claude-code-skill](https://github.com/openclaw/skills/tree/main/skills/enderfga/claude-code-skill/SKILL.md) - MCP (Model Context Protocol) integration. +- [claude-code-usage](https://github.com/openclaw/skills/tree/main/skills/azaidi94/claude-code-usage/SKILL.md) - Check Claude Code OAuth usage limits +- [claude-connect](https://github.com/openclaw/skills/tree/main/skills/tunaissacoding/claude-connect/SKILL.md) - Connect Claude to Clawdbot instantly and keep +- [clauditor](https://github.com/openclaw/skills/tree/main/skills/apollostreetcompany/clauditor/SKILL.md) - Tamper-resistant audit watchdog for Clawdbot agents. +- [claw-face](https://github.com/openclaw/skills/tree/main/skills/mkoslacz/claw-face/SKILL.md) - Floating avatar widget for AI agents showing emotions, actions +- [clawd-coach](https://github.com/openclaw/skills/tree/main/skills/shiv19/clawd-coach/SKILL.md) - Create personalized triathlon, marathon, and ultra-endurance training +- [clawd-modifier](https://github.com/openclaw/skills/tree/main/skills/masonc15/clawd-modifier/SKILL.md) - Modify Clawd, the Claude Code mascot. +- [clawd-presence](https://github.com/openclaw/skills/tree/main/skills/voidcooks/clawd-presence/SKILL.md) - Physical presence display for AI agents. +- [clawdbot-documentation-expert](https://github.com/openclaw/skills/tree/main/skills/janhcla/clawdbot-documentation-expert/SKILL.md) - clawdbot-documentation-expert +- [clawdbot-security-check](https://github.com/openclaw/skills/tree/main/skills/thesethrose/clawdbot-security-check/SKILL.md) - Perform a comprehensive read-only +- [clawdbot-skill-update](https://github.com/openclaw/skills/tree/main/skills/pasogott/clawdbot-skill-update/SKILL.md) - Comprehensive backup, update, and restore +- [clawdbot-sync](https://github.com/openclaw/skills/tree/main/skills/udiedrichsen/clawdbot-sync/SKILL.md) - Synchronize memory, preferences, and skills between multiple +- [clawdbot-update-plus](https://github.com/openclaw/skills/tree/main/skills/hopyky/clawdbot-update-plus/SKILL.md) - Full backup, update, and restore for Clawdbot +- [clawdbot-workspace-template-review](https://github.com/openclaw/skills/tree/main/skills/xadenryan/clawdbot-skill-clawdbot-workspace-template-review/SKILL.md) - Compare a Clawdbot +- [clawddocs](https://github.com/openclaw/skills/tree/main/skills/nicholasspisak/clawddocs/SKILL.md) - Clawdbot documentation expert with decision tree navigation +- [clawdefender](https://github.com/openclaw/skills/tree/main/skills/nukewire/clawdefender/SKILL.md) - Security scanner and input sanitizer for AI agents. +- [clawdirect](https://github.com/openclaw/skills/tree/main/skills/napoleond/clawdirect/SKILL.md) - Interact with ClawDirect, a directory of social web experiences +- [clawdirect-dev](https://github.com/openclaw/skills/tree/main/skills/napoleond/clawdirect-dev/SKILL.md) - Build agent-facing web experiences with ATXP-based +- [clawdlink](https://github.com/openclaw/skills/tree/main/skills/davemorin) - Encrypted Clawdbot-to-Clawdbot messaging. +- [clawdpoker](https://github.com/openclaw/skills/tree/main/skills/davidbenjaminnovotny) - Welcome to ClawPoker - a platform where AI agents play +- [clawdr](https://github.com/openclaw/skills/tree/main/skills/olavblj/clawdr/SKILL.md) - Let your AI handle the dating app grind. +- [clawdtalk-client](https://github.com/openclaw/skills/tree/main/skills/dcasem/clawdtalk-client/SKILL.md) - ClawdTalk — Voice calls and SMS for Clawdbot +- [clawdzap](https://github.com/openclaw/skills/tree/main/skills/guilh00009/clawdzap/SKILL.md) - Encrypted P2P Messaging for Agents (Nostr-based) +- [ClawHub](https://github.com/openclaw/skills/tree/main/skills/steipete) - CLI tool to search, install, update, and publish agent skills +- [clawops](https://github.com/openclaw/skills/tree/main/skills/okoddcat/clawops/SKILL.md) - The orchestration tool for OpenClaw, managing and coordinating all +- [clawvox](https://github.com/openclaw/skills/tree/main/skills/abhishek-official1/clawvox/SKILL.md) - ClawVox - ElevenLabs voice studio for OpenClaw. +- [config-guardian](https://github.com/openclaw/skills/tree/main/skills/abdhilabs/config-guardian/SKILL.md) - Validate and safeguard OpenClaw config updates +- [content-moderation](https://github.com/openclaw/skills/tree/main/skills/code-with-brian/content-moderation/SKILL.md) - Moderate text, images, and video using Vettly's +- [context-manager](https://github.com/openclaw/skills/tree/main/skills/plgonzalezrx8/context-manager/SKILL.md) - AI-powered context management for OpenClaw sessions. +- [cost-report](https://github.com/openclaw/skills/tree/main/skills/vincentqiu/cost-report/SKILL.md) - Track OpenClaw usage costs and provide detailed reports by date +- [cron-creator](https://github.com/openclaw/skills/tree/main/skills/digitaladaption) - Create Clawdbot cron jobs from natural language. +- [cron-mastery](https://github.com/openclaw/skills/tree/main/skills/i-mw/cron-mastery/SKILL.md) - Master OpenClaw's timing systems. +- [dashboard](https://github.com/openclaw/skills/tree/main/skills/joetomasone/dashboard/SKILL.md) - Build and run a Kanban-style task management dashboard +- [disclawd](https://github.com/openclaw/skills/tree/main/skills/alexerm/disclawd/SKILL.md) - Connect to Disclawd, a Discord-like platform for AI agents. +- [ecap-security-auditor](https://github.com/openclaw/skills/tree/main/skills/starbuck100/ecap-security-auditor/SKILL.md) - Security audit framework for AI agent skills +- [echo-agent](https://github.com/openclaw/skills/tree/main/skills/krishna3554) - EchoAgent is a minimal OpenClaw-compatible skill. +- [find-skills](https://github.com/openclaw/skills/tree/main/skills/jimliuxinghai/find-skills/SKILL.md) - Helps users discover and install agent skills when they ask +- [firecracker](https://github.com/openclaw/skills/tree/main/skills/mexicanamerican/firecracker/SKILL.md) - Firecracker microVM skill for OpenClaw. +- [garmin-connect](https://github.com/openclaw/skills/tree/main/skills/rayleigh3105/garmin-connect/SKILL.md) - Garmin Connect integration for Clawdbot: sync fitness data +- [garmin-connect-fixed](https://github.com/openclaw/skills/tree/main/skills/godsboy/garmin-connect-fixed/SKILL.md) - Garmin Connect integration for Clawdbot: sync +- [gateway-manager](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Handles administrative menu events from Feishu to manage +- [get-user-info](https://github.com/openclaw/skills/tree/main/skills/watashis/get-user-info/SKILL.md) - This skill adds custom functionality to OpenClaw. +- [git-notes-memory](https://github.com/openclaw/skills/tree/main/skills/mourad-ghafiri/git-notes-memory/SKILL.md) - Git-notes based persistent memory across sessions. +- [glin-profanity-mcp](https://github.com/openclaw/skills/tree/main/skills/thegdsks/glin-profanity-mcp/SKILL.md) - MCP server providing profanity detection tools for AI +- [google-messages-openclaw-skill](https://github.com/openclaw/skills/tree/main/skills/kesslerio/google-messages-openclaw-skill/SKILL.md) - Send and receive SMS/RCS +- [holyspiritos](https://github.com/openclaw/skills/tree/main/skills/maxsikorski/holyspiritos/SKILL.md) - > **The Foundational Moral Engine for OpenClaw** +- [hzl](https://github.com/openclaw/skills/tree/main/skills/tmchow/hzl/SKILL.md) - OpenClaw's persistent task database. +- [jarvis-skills](https://github.com/openclaw/skills/tree/main/skills/aly-joseph/jarvis-skills/SKILL.md) - The Robotic Control skill integrates OpenClaw for physical +- [lark-integration](https://github.com/openclaw/skills/tree/main/skills/boyangwang/lark-integration/SKILL.md) - Connect Lark (Feishu) messaging to OpenClaw via webhook +- [lobster-jobs](https://github.com/openclaw/skills/tree/main/skills/kesslerio/lobster-jobs/SKILL.md) - Transform OpenClaw cron jobs into Lobster workflows. +- [luma-event-manager](https://github.com/openclaw/skills/tree/main/skills/mariovallereyes/luma-event-manager/SKILL.md) - Luma Event Manager for Clawdbot — Discover +- [mcporter-skill](https://github.com/openclaw/skills/tree/main/skills/livvux/mcporter-skill/SKILL.md) - description: Use the mcporter CLI to list, configure, auth +- [memory](https://github.com/openclaw/skills/tree/main/skills/rosepuppy/memory/SKILL.md) - Complete memory system for OpenClaw agents. +- [memory-complete](https://github.com/openclaw/skills/tree/main/skills/rosepuppy/memory-complete/SKILL.md) - Complete memory system for OpenClaw agents. +- [memory-hygiene](https://github.com/openclaw/skills/tree/main/skills/dylanbaker24/memory-hygiene/SKILL.md) - Audit, clean, and optimize Clawdbot's vector memory +- [microsoft-ads-mcp](https://github.com/openclaw/skills/tree/main/skills/duartemartins/microsoft-ads-mcp/SKILL.md) - Create and manage Microsoft Advertising campaigns +- [migrator](https://github.com/openclaw/skills/tree/main/skills/wenjie2024/migrator/SKILL.md) - Securely migrate OpenClaw Agent (config, memory, skills) to a new +- [nix-mode](https://github.com/openclaw/skills/tree/main/skills/chronicuser21/nix-mode/SKILL.md) - Handle Clawdbot operations in Nix mode +- [notesctl-skill-for-openclaw](https://github.com/openclaw/skills/tree/main/skills/clinchcc/notesctl-skill-for-openclaw/SKILL.md) - Manage Apple Notes via deterministic +- [olvid-channel](https://github.com/openclaw/skills/tree/main/skills/jmartel-olvid/olvid-channel/SKILL.md) - Add a native Olvid channel in OpenClaw. +- [onlymoltsv1](https://github.com/openclaw/skills/tree/main/skills/xyberfactor/onlymoltsv1/SKILL.md) - The official OnlyMolts skill for OpenClaw agents. +- [openclaw](https://github.com/openclaw/skills/tree/main/skills/jordanprater/openclaw/SKILL.md) - openclaw +- [openclaw-bitwarden](https://github.com/openclaw/skills/tree/main/skills/jimihford/openclaw-bitwarden/SKILL.md) - Set up and use Bitwarden CLI (bw). +- [openclaw-echo-agent](https://github.com/openclaw/skills/tree/main/skills/krishna3554/openclaw-echo-agent/SKILL.md) - EchoAgent is a minimal OpenClaw-compatible skill. +- [openclaw-feeds](https://github.com/openclaw/skills/tree/main/skills/nesdeq/openclaw-feeds/SKILL.md) - RSS news aggregator. +- [openclaw-hardener](https://github.com/openclaw/skills/tree/main/skills/virtaava/openclaw-hardener/SKILL.md) - Harden OpenClaw (workspace + ~/.openclaw): run openclaw +- [openclaw-postsyncer](https://github.com/openclaw/skills/tree/main/skills/abakermi/openclaw-postsyncer/SKILL.md) - Manage your PostSyncer social media workflows. +- [openclaw-sec](https://github.com/openclaw/skills/tree/main/skills/paolorollo/openclaw-sec/SKILL.md) - AI Agent Security Suite - Real-time protection against prompt +- [openclaw-security-auditor](https://github.com/openclaw/skills/tree/main/skills/muhammad-waleed381/openclaw-security-auditor/SKILL.md) - Audit OpenClaw configuration +- [openclaw-skill-blinko](https://github.com/openclaw/skills/tree/main/skills/vellis59/openclaw-skill-blinko/SKILL.md) - Manage Blinko notes via its REST API +- [openclaw-skill-voice-ai-voices](https://github.com/openclaw/skills/tree/main/skills/gizmogremlin/openclaw-skill-voice-ai-voices/SKILL.md) - High-quality voice +- [openclaw-update](https://github.com/openclaw/skills/tree/main/skills/realowg/openclaw-update/SKILL.md) - Comprehensive backup, update, and restore workflow +- [openclaw-voiceai-voice-agent](https://github.com/openclaw/skills/tree/main/skills/gizmogremlin/openclaw-voiceai-voice-agent/SKILL.md) - Create, manage, and deploy +- [pokemon-red](https://github.com/openclaw/skills/tree/main/skills/drbarq/pokemon-red/SKILL.md) - Play Pokemon Red autonomously via PyBoy emulator. +- [project-management-skills](https://github.com/openclaw/skills/tree/main/skills/sedation6612/project-management-skills/SKILL.md) - A governed project management OS +- [prompt-guard](https://github.com/openclaw/skills/tree/main/skills/seojoonkim/prompt-guard/SKILL.md) - Advanced prompt injection defense system for Clawdbot +- [redline](https://github.com/openclaw/skills/tree/main/skills/wgj/redline/SKILL.md) - Live rate-limit awareness for Claude.ai and OpenAI with automatic pacing tiers. +- [scrappa-skill](https://github.com/openclaw/skills/tree/main/skills/userlip/scrappa-skill/SKILL.md) - Access Scrappa's MCP server for Google, YouTube, Amazon +- [security-check-skill](https://github.com/openclaw/skills/tree/main/skills/wolffan/security-check-skill/SKILL.md) - Security audit and inspection skill for Clawdbot +- [self-reflect](https://github.com/openclaw/skills/tree/main/skills/stevengonsalvez/self-reflect/SKILL.md) - Self-improvement through conversation analysis. +- [share-usecase](https://github.com/openclaw/skills/tree/main/skills/josephl37/share-usecase/SKILL.md) - Share your OpenClaw use case to clawusecase.com. +- [sis-skill](https://github.com/openclaw/skills/tree/main/skills/architect-sis/sis-skill/SKILL.md) - **Equilibrium-Native Reasoning for OpenClaw** +- [skill-deps](https://github.com/openclaw/skills/tree/main/skills/myrodar/skill-deps/SKILL.md) - Track and manage dependencies between OpenClaw skills. +- [skill-evaluator](https://github.com/openclaw/skills/tree/main/skills/terwox/skill-evaluator/SKILL.md) - Evaluate Clawdbot skills for quality, reliability +- [skill-flag](https://github.com/openclaw/skills/tree/main/skills/patfire94/skill-flag/SKILL.md) - Scan Clawdbot/OpenClaw skills for malicious patterns, backdoors +- [skill-scanner](https://github.com/openclaw/skills/tree/main/skills/bvinci1-design/skill-scanner/SKILL.md) - Scan Clawdbot and MCP skills for malware, spyware +- [skills-audit](https://github.com/openclaw/skills/tree/main/skills/morozred/skill-audit/SKILL.md) - Audit locally installed agent skills for security/policy issues +- [skills-search](https://github.com/openclaw/skills/tree/main/skills/thesethrose/skills-search/SKILL.md) - Search skills.sh registry. +- [snowflake-mcp](https://github.com/openclaw/skills/tree/main/skills/vikrambalaaj/snowflake-mcp/SKILL.md) - Connect to the Snowflake Managed MCP server with Clawdbot +- [sona-security-audit](https://github.com/openclaw/skills/tree/main/skills/virtaava/sona-security-audit/SKILL.md) - Fail-closed security auditing for OpenClaw/ClawHub +- [soulcraft](https://github.com/openclaw/skills/tree/main/skills/kesslerio/soulcraft/SKILL.md) - Create or improve SOUL.md files for OpenClaw agents through guided +- [sr1](https://github.com/openclaw/skills/tree/main/skills/aditya4206360-prog/sr1/SKILL.md) - Order food, groceries, and book restaurants in India via Swiggy's MCP +- [static-network](https://github.com/openclaw/skills/tree/main/skills/aaronfrancis635) - This document describes how automated agents +- [stranger-danger](https://github.com/openclaw/skills/tree/main/skills/jamesalmeida/stranger-danger/SKILL.md) - Give your AI agent a safe word. +- [swiggy](https://github.com/openclaw/skills/tree/main/skills/regalstreak/swiggy/SKILL.md) - Order food, groceries, and book restaurants in India via Swiggy's MCP +- [taskr](https://github.com/openclaw/skills/tree/main/skills/echo-of-machines/taskr/SKILL.md) - Remote task memory & tracking for OpenClaw. +- [token-panel-ultimate](https://github.com/openclaw/skills/tree/main/skills/globalcaos/token-panel-ultimate/SKILL.md) - Track AI usage across Claude Max, Gemini, and Manus in real-time. Rolling windows, rate limits, credit balances, webchat widget. +- [treelisty-openclaw-skill](https://github.com/openclaw/skills/tree/main/skills/prairie2cloud/treelisty-openclaw-skill/SKILL.md) - Hierarchical project decomposition +- [triple-memory](https://github.com/openclaw/skills/tree/main/skills/ktpriyatham/triple-memory/SKILL.md) - LanceDB + Git-Notes + file-based memory system. +- [ultrahuman-openclaw](https://github.com/openclaw/skills/tree/main/skills/devpranoy/ultrahuman-openclaw/SKILL.md) - Fetch and summarize Ultrahuman Ring/CGM metrics +- [update-plus](https://github.com/openclaw/skills/tree/main/skills/hopyky/update-plus/SKILL.md) - Full backup, update, and restore for OpenClaw - config, workspace +- [vinculum](https://github.com/openclaw/skills/tree/main/skills/koba42corp/vinculum/SKILL.md) - Shared consciousness between Clawdbot instances. +- [virtually-us](https://github.com/openclaw/skills/tree/main/skills/epwhesq/virtually-us/SKILL.md) - Your Own AI Personal Assistant, Set Up in 24 Hours. +- [wooclaw-lite](https://github.com/openclaw/skills/tree/main/skills/magnum-opus-v1/wooclaw-lite/SKILL.md) - Connects to a WooCommerce store via the OpenClaw Connector +- [workspace](https://github.com/openclaw/skills/tree/main/skills/massiveadam/workspace/SKILL.md) - Replication of the "Gork" assistant functionality within OpenClaw. +- [wyoming-clawdbot](https://github.com/openclaw/skills/tree/main/skills/vglafirov/wyoming-clawdbot/SKILL.md) - Wyoming Protocol bridge for Home Assistant voice +- [ydc-claude-agent-sdk-integration](https://github.com/openclaw/skills/tree/main/skills/edwardirby/ydc-claude-agent-sdk-integration/SKILL.md) - Integrate Claude Agent +- [ydc-openai-agent-sdk-integration](https://github.com/openclaw/skills/tree/main/skills/edwardirby/ydc-openai-agent-sdk-integration/SKILL.md) - Integrate OpenAI Agents +- [zoom-manager-clawd](https://github.com/openclaw/skills/tree/main/skills/vnagin/zoom-manager-clawd/SKILL.md) - Manage Zoom meetings via OAuth API. + +
+ +
+

CLI Utilities

 + +- [agent-commerce-engine](https://github.com/openclaw/skills/tree/main/skills/nowloady/agent-commerce-engine/SKILL.md) - A production-ready universal engine for Agentic +- [airfoil](https://github.com/openclaw/skills/tree/main/skills/asteinberger/airfoil/SKILL.md) - Control AirPlay speakers via Airfoil from the command line. +- [aria2-json-rpc](https://github.com/openclaw/skills/tree/main/skills/azzgo/aria2-json-rpc/SKILL.md) - Interact with aria2 download manager via JSON-RPC 2.0. +- [brew-install](https://github.com/openclaw/skills/tree/main/skills/xejrax/brew-install/SKILL.md) - Install missing binaries via dnf (Fedora/Bazzite package manager). +- [bun-runtime](https://github.com/openclaw/skills/tree/main/skills/rabin-thami/bun-runtime/SKILL.md) - Bun runtime capabilities for filesystem, process. +- [camsnap](https://github.com/openclaw/skills/tree/main/skills/steipete/camsnap/SKILL.md) - Capture frames or clips from RTSP/ONVIF cameras. +- [canvas-lms](https://github.com/openclaw/skills/tree/main/skills/pranavkarthik10/canvas-lms/SKILL.md) - Access Canvas LMS (Instructure) for course data, assignments +- [captcha-ai](https://github.com/openclaw/skills/tree/main/skills/fusionlabssource/captcha-ai/SKILL.md) - Issue ClawPrint reverse-CAPTCHA challenges to verify +- [Cat Fact](https://github.com/openclaw/skills/tree/main/skills/thesethrose/catfact/SKILL.md) - Random cat facts and breed information from catfact.ninja +- [chitin](https://github.com/openclaw/skills/tree/main/skills/morpheis/chitin/SKILL.md) - Personality persistence for AI agents. +- [clawprint-verify](https://github.com/openclaw/skills/tree/main/skills/fusionlabssource/clawprint-verify/SKILL.md) - Issue ClawPrint reverse-CAPTCHA challenges +- [cli](https://github.com/openclaw/skills/tree/main/skills/mondilo1) - CLI reference for inspecting and checking skill eligibility +- [codebuddy-cli](https://github.com/openclaw/skills/tree/main/skills/pmwalkercao/codebuddy-cli/SKILL.md) - CodeBuddy Code CLI installation, configuration and usage +- [craft-cli](https://github.com/openclaw/skills/tree/main/skills/nerveband/craft-cli/SKILL.md) - Interact with Craft Documents via the `craft` CLI tool. +- [create-cli](https://github.com/openclaw/skills/tree/main/skills/steipete/create-cli/SKILL.md) - Design CLI arguments, flags, subcommands. +- [curl-http](https://github.com/openclaw/skills/tree/main/skills/arnarsson/curl-http/SKILL.md) - Essential curl commands for HTTP requests, API testing, and file +- [data-reconciliation-exceptions](https://github.com/openclaw/skills/tree/main/skills/kowl64/data-reconciliation-exceptions/SKILL.md) - Reconciles data sources +- [dilbert](https://github.com/openclaw/skills/tree/main/skills/hjanuschka/dilbert/SKILL.md) - dilbert +- [domain](https://github.com/openclaw/skills/tree/main/skills/abtdomain) - Domain intelligence toolkit - search newly registered domains (NRDS) +- [dropbox](https://github.com/openclaw/skills/tree/main/skills/ryanlisse/dropbox/SKILL.md) - dropbox +- [dsiprouter-skill](https://github.com/openclaw/skills/tree/main/skills/mackhendricks/dsiprouter-skill/SKILL.md) - Call the dSIPRouter REST API using the Postman +- [dwlf](https://github.com/openclaw/skills/tree/main/skills/andywilliams/dwlf/SKILL.md) - Interact with DWLF (dwlf.co.uk), a market analysis platform for crypto +- [ecto](https://github.com/openclaw/skills/tree/main/skills/visionik/ecto/SKILL.md) - Ghost.io blog management via Admin API. +- [emredoganer-fizzy](https://github.com/openclaw/skills/tree/main/skills/emredoganer) - Manage Fizzy Kanban boards and cards. +- [endpoints](https://github.com/openclaw/skills/tree/main/skills/adamkristopher/endpoints/SKILL.md) - Endpoints document management API toolkit. +- [entr](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/entr/SKILL.md) - Run arbitrary commands when files change. +- [error-guard](https://github.com/openclaw/skills/tree/main/skills/amar1432/error-guard/SKILL.md) - System safety and control-plane skill that prevents agent deadlocks +- [expanso-edge](https://github.com/openclaw/skills/tree/main/skills/aronchick/expanso-edge/SKILL.md) - Data processing pipelines for OpenClaw. +- [ez-google](https://github.com/openclaw/skills/tree/main/skills/araa47/ez-google/SKILL.md) - Use when asked to send email, check inbox, read emails, check calendar,. +- [fd-find](https://github.com/openclaw/skills/tree/main/skills/arnarsson/fd-find/SKILL.md) - A fast and user-friendly alternative to 'find' - simple syntax, smart +- [ffmpeg-cli](https://github.com/openclaw/skills/tree/main/skills/ascendswang/ffmpeg-cli/SKILL.md) - Comprehensive video/audio processing with FFmpeg. +- [fork-aware-updater](https://github.com/openclaw/skills/tree/main/skills/kunoiiv/fork-aware-updater/SKILL.md) - Monitors forks and auto-updates superior forks +- [fork-radar-v2](https://github.com/openclaw/skills/tree/main/skills/kunoiiv/fork-radar-v2/SKILL.md) - Monitors GitHub/ClawdHub forks for collaborations and backdoors +- [gcalcli](https://github.com/openclaw/skills/tree/main/skills/gargravish/gcalcli/SKILL.md) - Interact with Google Calendar via gcalcli +- [gifgrep](https://github.com/openclaw/skills/tree/main/skills/steipete/gifgrep/SKILL.md) - Search GIF providers with CLI/TUI, download results, and extract +- [go-linter-configuration](https://github.com/openclaw/skills/tree/main/skills/irook661/go-linter-configuration/SKILL.md) - Configure and troubleshoot golangci-lint +- [goplaces](https://github.com/openclaw/skills/tree/main/skills/steipete/goplaces/SKILL.md) - Query Google Places API (New) via the goplaces CLI for text search, place. +- [gowok](https://github.com/openclaw/skills/tree/main/skills/hadihammurabi/gowok/SKILL.md) - Gowok: Golang Premwok. +- [gtasks-cli](https://github.com/openclaw/skills/tree/main/skills/bro3886/gtasks-cli/SKILL.md) - Manage Google Tasks from the command line - view, create, update +- [hevycli](https://github.com/openclaw/skills/tree/main/skills/nsampre) - Access and analyze Hevy fitness tracking data including workouts, routines +- [instagram-cli](https://github.com/openclaw/skills/tree/main/skills/jordanprater/instagram-cli/SKILL.md) - instagram +- [jiraandconfluence](https://github.com/openclaw/skills/tree/main/skills/festoinc/jiraandconfluence/SKILL.md) - CLI tool for interacting with Atlassian Jira +- [journal-to-post](https://github.com/openclaw/skills/tree/main/skills/itsflow/journal-to-post/SKILL.md) - Convert personal journal entries into shareable social media +- [jq](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/jq/SKILL.md) - Command-line JSON processor. +- [jq-json-processor](https://github.com/openclaw/skills/tree/main/skills/arnarsson/jq-json-processor/SKILL.md) - Process, filter, and transform JSON data using jq +- [kenya-tax-rates](https://github.com/openclaw/skills/tree/main/skills/enjuguna/kenya-tax-rates/SKILL.md) - Calculate Kenya payroll deductions - PAYE, SHIF, NSSF +- [kilocli-coding-agent](https://github.com/openclaw/skills/tree/main/skills/codewithnathan97/kilocli-coding-agent/SKILL.md) - Run Kilo CLI via background process +- [lemonsqueezy-admin](https://github.com/openclaw/skills/tree/main/skills/abakermi/lemonsqueezy-admin/SKILL.md) - Admin CLI for Lemon Squeezy stores. +- [local-places](https://github.com/openclaw/skills/tree/main/skills/steipete/local-places/SKILL.md) - Search for places (restaurants, cafes, etc.) via Google Places API +- [mactop](https://github.com/openclaw/skills/tree/main/skills/metaspartan/mactop/SKILL.md) - Retrieve real-time hardware metrics from Apple Silicon Macs using mactop's +- [mcp-adapter](https://github.com/openclaw/skills/tree/main/skills/lunarpulse/mcp-adapter/SKILL.md) - Use Model Context Protocol servers to access external tools +- [mcps-skill](https://github.com/openclaw/skills/tree/main/skills/maplezzk/mcps-skill/SKILL.md) - MCP CLI Manager - Manage MCP servers and call tools. +- [mens-mental-health](https://github.com/openclaw/skills/tree/main/skills/jhillin8/mens-mental-health/SKILL.md) - Mental health support for men with emotion check-ins +- [molt-mouse](https://github.com/openclaw/skills/tree/main/skills/oguzhaslak/molt-mouse/SKILL.md) - Local mouse control via ydotool wrapper +- [moltarb](https://github.com/openclaw/skills/tree/main/skills/rose-token/moltarb/SKILL.md) - Custodial AI agent wallets on Arbitrum with Rose Token marketplace +- [native-app-performance](https://github.com/openclaw/skills/tree/main/skills/steipete/native-app-performance/SKILL.md) - Native macOS/iOS app performance profiling +- [nimrobo](https://github.com/openclaw/skills/tree/main/skills/virang-nimrobo/nimrobo/SKILL.md) - Use the Nimrobo CLI for voice screening and matching network +- [notebooklm-cli](https://github.com/openclaw/skills/tree/main/skills/oconnell-carl/notebooklm-cli/SKILL.md) - Comprehensive CLI for Google NotebookLM +- [oauth-helper](https://github.com/openclaw/skills/tree/main/skills/helloliuyongsheng-bot/oauth-helper/SKILL.md) - Automate OAuth login flows with user confirmation +- [office-quotes](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/office-quotes/SKILL.md) - Generate random quotes from The Office (US). +- [openapi2cli](https://github.com/openclaw/skills/tree/main/skills/awlevin/openapi2cli/SKILL.md) - Generate CLI tools from OpenAPI specs. +- [ops-framework](https://github.com/openclaw/skills/tree/main/skills/zjianru/ops-framework/SKILL.md) - A 0-token jobs + monitoring framework for OpenClaw: run +- [ouracli](https://github.com/openclaw/skills/tree/main/skills/visionik/ouracli/SKILL.md) - Access Oura Ring health data using the ouracli CLI tool. +- [pamela-call](https://github.com/openclaw/skills/tree/main/skills/eypam/pamela-call/SKILL.md) - Make AI-powered phone calls with Pamela's voice API. +- [pamela-calls](https://github.com/openclaw/skills/tree/main/skills/eypam/pamela-calls/SKILL.md) - Make AI-powered phone calls with Pamela's voice API. +- [pandic-office](https://github.com/openclaw/skills/tree/main/skills/piyushduggal-source/pandic-office/SKILL.md) - Converts Markdown files to PDF files using the pandoc +- [parcel-package-tracking](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/parcel-package-tracking/SKILL.md) - Track and add deliveries via Parcel API. +- [pco](https://github.com/openclaw/skills/tree/main/skills/rubyrunsstuff/pco/SKILL.md) - CLI for the Planning Center Services API. +- [pdf](https://github.com/openclaw/skills/tree/main/skills/awspace/pdf/SKILL.md) - Comprehensive PDF manipulation toolkit for extracting text and tables, creating. +- [pdf-2](https://github.com/openclaw/skills/tree/main/skills/seanphan/pdf-2/SKILL.md) - Comprehensive PDF manipulation toolkit for extracting text and tables, creating. +- [peekaboo](https://github.com/openclaw/skills/tree/main/skills/steipete/peekaboo/SKILL.md) - Capture and automate macOS UI with the Peekaboo. +- [pinescript-quant-analysis](https://github.com/openclaw/skills/tree/main/skills/alaa-eddine) - Build professional-grade technical +- [planka-cli](https://github.com/openclaw/skills/tree/main/skills/voydz/planka-cli/SKILL.md) - Manage Planka (Kanban) projects, boards, lists, cards, and notifications +- [pltr-cli](https://github.com/openclaw/skills/tree/main/skills/anjor/pltr-cli/SKILL.md) - Helps you work with Palantir Foundry using the pltr CLI. +- [portable-tools](https://github.com/openclaw/skills/tree/main/skills/tunaissacoding/portable-tools/SKILL.md) - Build cross-device tools without hardcoding paths +- [post-at](https://github.com/openclaw/skills/tree/main/skills/krausefx/post-at/SKILL.md) - Manage Austrian Post (post.at) deliveries - list packages, check delivery. +- [product-manager-toolkit](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/product-manager-toolkit/SKILL.md) - Comprehensive toolkit for product +- [product-strategist](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/product-strategist/SKILL.md) - Strategic product leadership toolkit for Head +- [project-scaffold](https://github.com/openclaw/skills/tree/main/skills/cmanfre7/project-scaffold/SKILL.md) - Scaffold new projects with best-practice structure +- [ralph-tools](https://github.com/openclaw/skills/tree/main/skills/paulpete/ralph-tools/SKILL.md) - ../../../crates/ralph-core/data/ralph-tools.md +- [raycast](https://github.com/openclaw/skills/tree/main/skills/xaif/raycast/SKILL.md) - Build and maintain Raycast extensions using the Raycast API. +- [request-approval](https://github.com/openclaw/skills/tree/main/skills/yconst/request-approval/SKILL.md) - Use Preloop's request_approval tool to get human approval +- [rescuetime](https://github.com/openclaw/skills/tree/main/skills/rusynandriy/rescuetime/SKILL.md) - Fetch productivity data from RescueTime. +- [restart-guard](https://github.com/openclaw/skills/tree/main/skills/zjianru/restart-guard/SKILL.md) - Safely restart the OpenClaw Gateway with context preservation +- [rssaurus](https://github.com/openclaw/skills/tree/main/skills/justinburdett/rssaurus/SKILL.md) - Use the RSSaurus command-line client (Go binary `rssaurus`) +- [sag](https://github.com/openclaw/skills/tree/main/skills/steipete/sag/SKILL.md) - ElevenLabs text-to-speech with mac-style say. +- [salesforce](https://github.com/openclaw/skills/tree/main/skills/arvorco/salesforce/SKILL.md) - Query and manage Salesforce CRM data via the Salesforce CLI (`sf`). +- [salesforce-skill](https://github.com/openclaw/skills/tree/main/skills/lucas-riverbi/salesforce-skill/SKILL.md) - Main skill definition with frontmatter, CLI +- [shared-molt](https://github.com/openclaw/skills/tree/main/skills/tankcdr) - Share and discover agent recipes (shells). +- [shell-scripting](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/shell-scripting/SKILL.md) - Write robust, portable shell scripts. +- [shellmates](https://github.com/openclaw/skills/tree/main/skills/zcor) - ``` +- [shellphone-gateway](https://github.com/openclaw/skills/tree/main/skills/loserbcc/shellphone-gateway/SKILL.md) - Private WebSocket gateway for connecting iOS +- [shorten](https://github.com/openclaw/skills/tree/main/skills/kesslerio/shorten/SKILL.md) - Shorten URLs using is.gd (no auth required). +- [simple-backup](https://github.com/openclaw/skills/tree/main/skills/vacinc/simple-backup/SKILL.md) - Backup agent brain (workspace) and body (state) to local folder +- [smalltalk](https://github.com/openclaw/skills/tree/main/skills/johnmci/smalltalk/SKILL.md) - Interact with live Smalltalk image (Cuis or Squeak). +- [sogcli](https://github.com/openclaw/skills/tree/main/skills/visionik/sogcli/SKILL.md) - Standards Ops Gadget — CLI. +- [songsee](https://github.com/openclaw/skills/tree/main/skills/steipete/songsee/SKILL.md) - Generate spectrograms and feature-panel visualizations from audio +- [staratheris-arya-reminders](https://github.com/openclaw/skills/tree/main/skills/staratheris/staratheris-arya-reminders/SKILL.md) - Recordatorios en lenguaje natural +- [startclaw-optimizer](https://github.com/openclaw/skills/tree/main/skills/idanmann10/startclaw-optimizer/SKILL.md) - The OpenClaw Optimizer is a comprehensive +- [stdio-skill](https://github.com/openclaw/skills/tree/main/skills/safatinaztepe/stdio-skill/SKILL.md) - Stdin/stdout file inbox/outbox bridge for passing files to/from +- [story-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/story-cog/SKILL.md) - Creative writing and storytelling powered by CellCog. +- [system-info](https://github.com/openclaw/skills/tree/main/skills/xejrax/system-info/SKILL.md) - Quick system diagnostics: CPU, memory, disk, uptime. +- [tardis](https://github.com/openclaw/skills/tree/main/skills/rm289/tardis/SKILL.md) - Track elapsed time from a set epoch with tamper-evident locking. +- [terminal-screenshots](https://github.com/openclaw/skills/tree/main/skills/ricardodantas/terminal-screenshots/SKILL.md) - Generate terminal screenshots and animated +- [terminal-ui-website-design](https://github.com/openclaw/skills/tree/main/skills/chyinan/terminal-ui-website-design/SKILL.md) - Create terminal-inspired UI interfaces +- [tldr](https://github.com/openclaw/skills/tree/main/skills/gumadeiras/tldr/SKILL.md) - Simplified man pages from tldr-pages. +- [tmux](https://github.com/openclaw/skills/tree/main/skills/steipete/tmux/SKILL.md) - Remote-control tmux sessions for interactive CLIs by sending keystrokes +- [track17](https://github.com/openclaw/skills/tree/main/skills/tristanmanchester/track17/SKILL.md) - Track parcels via the 17TRACK API +- [trmnl-display](https://github.com/openclaw/skills/tree/main/skills/peetzweg/trmnl-display/SKILL.md) - Send messages to a terminal e-ink display device via webhook. +- [typhoon-starknet-account](https://github.com/openclaw/skills/tree/main/skills/esdras-sena/typhoon-starknet-account/SKILL.md) - Create a Starknet account to your agent +- [units](https://github.com/openclaw/skills/tree/main/skills/asleep123/units/SKILL.md) - Perform unit conversions and calculations using GNU Units. +- [unzipped-skill](https://github.com/openclaw/skills/tree/main/skills/jozh-bit/unzipped-skill/SKILL.md) - Create Farcaster accounts and post casts autonomously. +- [voicenotes](https://github.com/openclaw/skills/tree/main/skills/shawnhansen/voicenotes/SKILL.md) - Sync and access voice notes from Voicenotes.com. +- [wps-punchclock](https://github.com/openclaw/skills/tree/main/skills/dxh141130/wps-punchclock/SKILL.md) - Automate punching time in/out on WPS Time / NetTime +- [wreckit-skill](https://github.com/openclaw/skills/tree/main/skills/jmanhype/wreckit-skill/SKILL.md) - Read [SETUP.md](./SETUP.md) first to install the Wreckit CLI +- [x-kindle](https://github.com/openclaw/skills/tree/main/skills/brianlu365ai/x-kindle/SKILL.md) - Send X/Twitter posts to Kindle for distraction-free reading. +- [ytm-cast](https://github.com/openclaw/skills/tree/main/skills/aidanthebandit/ytm-cast/SKILL.md) - Download music from YouTube/YouTube Music and stream to Chromecast + +
+ +
+

Marketing & Sales

 + +- [4chan-reader](https://github.com/openclaw/skills/tree/main/skills/aiasisbot61/4chan-reader/SKILL.md) - Browse 4chan boards and extract thread discussions +- [a2a-market](https://github.com/openclaw/skills/tree/main/skills/jamjamzxhy/a2a-market/SKILL.md) - AI Agent skill marketplace integration for A2A Market. +- [ab-test-setup](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/ab-test-setup/SKILL.md) - When the user wants to plan +- [ad-ready](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/ad-ready/SKILL.md) - Generate professional advertising images from product URLs +- [ad-ready-pro](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/ad-ready-pro/SKILL.md) - Generate professional advertising images from product URLs +- [affiliate-master](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/affiliate-master/SKILL.md) - Full-stack affiliate marketing automation +- [affiliatematic](https://github.com/openclaw/skills/tree/main/skills/dowands/affiliatematic/SKILL.md) - Integrate AI-powered Amazon affiliate product recommendations +- [apollo](https://github.com/openclaw/skills/tree/main/skills/jhumanj/apollo/SKILL.md) - Interact with Apollo.io REST API (people/org enrichment, search, lists). +- [attribution-engine](https://github.com/openclaw/skills/tree/main/skills/otherpowers/attribution-engine/SKILL.md) - Helps creators clearly credit collaborators, tools +- [basecamp-cli](https://github.com/openclaw/skills/tree/main/skills/emredoganer/basecamp-cli/SKILL.md) - Manage Basecamp (via bc3 API / 37signals Launchpad) projects +- [beads](https://github.com/openclaw/skills/tree/main/skills/rnijhara/beads/SKILL.md) - Git-backed issue tracker for AI agents. +- [bearblog](https://github.com/openclaw/skills/tree/main/skills/azade-c/bearblog/SKILL.md) - Create and manage blog posts on Bear Blog (bearblog.dev). +- [bird](https://github.com/openclaw/skills/tree/main/skills/steipete/bird/SKILL.md) - X/Twitter CLI for reading, searching, and posting via cookies or Sweetistics. +- [blog-to-kindle](https://github.com/openclaw/skills/tree/main/skills/ainekomacx/blog-to-kindle/SKILL.md) - Scrape blogs/essay sites and compile into Kindle-friendly +- [blog-writer](https://github.com/openclaw/skills/tree/main/skills/tomstools11/blog-writer/SKILL.md) - This skill should be used when writing blog posts, articles +- [bluesky](https://github.com/openclaw/skills/tree/main/skills/jeffaf/bluesky/SKILL.md) - Complete Bluesky CLI: post, reply, like, repost, follow, block, mute, search,. +- [brand-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/brand-cog/SKILL.md) - Other tools make logos. +- [brand-guidelines](https://github.com/openclaw/skills/tree/main/skills/seanphan/brand-guidelines/SKILL.md) - Applies Anthropic's official brand colors and typography +- [brevo](https://github.com/openclaw/skills/tree/main/skills/yujesyoga/brevo/SKILL.md) - Brevo (formerly Sendinblue) email marketing API for managing contacts, lists,. +- [bulletproof-memory](https://github.com/openclaw/skills/tree/main/skills/halthelobster) - Never lose context again. +- [business-development](https://github.com/openclaw/skills/tree/main/skills/oyi77/business-development/SKILL.md) - Partnership outreach, market research, competitor +- [campaign-orchestrator](https://github.com/openclaw/skills/tree/main/skills/kesslerio/campaign-orchestrator/SKILL.md) - Multi-channel follow-up campaign orchestrator +- [catbox-upload](https://github.com/openclaw/skills/tree/main/skills/microck/catbox-upload/SKILL.md) - Upload files to catbox.moe (permanent) or litterbox.catbox.moe +- [citedy-seo-agent](https://github.com/openclaw/skills/tree/main/skills/nttylock/citedy-seo-agent/SKILL.md) - Connect your AI agent to Citedy's SEO content platform +- [listing-swarm](https://clawhub.ai/skills/listing-swarm) - Submit AI products to 70+ directories automatically. +- [clawdwork](https://github.com/openclaw/skills/tree/main/skills/felo-sparticle/clawdwork/SKILL.md) - Find work, earn money, and collaborate with other AI agents +- [clawexchange](https://github.com/openclaw/skills/tree/main/skills/tiborera/clawexchange/SKILL.md) - Agent-to-agent marketplace. +- [cold-email](https://github.com/openclaw/skills/tree/main/skills/bluecraft-ai/cold-email/SKILL.md) - Generate hyper-personalized cold email sequences using AI. +- [competitor-alternatives](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/competitor-alternatives/SKILL.md) - When the user wants +- [content-creator](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/content-creator/SKILL.md) - Create SEO-optimized marketing content with consistent +- [content-draft-generator](https://github.com/openclaw/skills/tree/main/skills/vincentchan/content-draft-generator/SKILL.md) - Generates new content drafts based +- [content-ideas-generator](https://github.com/openclaw/skills/tree/main/skills/vincentchan/content-ideas-generator/SKILL.md) - Generates structured post outlines +- [copy-editing](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/copy-editing/SKILL.md) - When the user wants to edit, review +- [copywriter](https://github.com/openclaw/skills/tree/main/skills/killerapp/copywriter/SKILL.md) - Write compelling UX copy, marketing content, and product messaging. +- [copywriting](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/copywriting/SKILL.md) - When the user wants to write, rewrite. +- [deepread](https://github.com/openclaw/skills/tree/main/skills/uday390/deepread/SKILL.md) - OCR that never fails silently. +- [dialpad](https://github.com/openclaw/skills/tree/main/skills/kesslerio/dialpad/SKILL.md) - Send SMS and make voice calls via Dialpad API. +- [dm-outreach](https://github.com/openclaw/skills/tree/main/skills/visualdeptcreative/dm-outreach/SKILL.md) - Draft Instagram DMs for qualified leads. +- [email-manager-lite](https://github.com/openclaw/skills/tree/main/skills/jorgermp/email-manager-lite/SKILL.md) - Lightweight email manager with IMAP/SMTP support +- [email-sequence](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/email-sequence/SKILL.md) - When the user wants to create +- [exchange-rates](https://github.com/openclaw/skills/tree/main/skills/mrinvincible29/exchange-rates/SKILL.md) - Fetch live exchange rates between any currency pairs +- [feishu-doc-reader](https://github.com/openclaw/skills/tree/main/skills/snowshadow/feishu-doc-reader/SKILL.md) - Read and extract content from Feishu (Lark) documents +- [feishu-sticker](https://github.com/openclaw/skills/tree/main/skills/autogame-17/feishu-sticker/SKILL.md) - Send images as native Feishu stickers. +- [financial-market-analysis](https://github.com/openclaw/skills/tree/main/skills/seyhunak/financial-market-analysis/SKILL.md) - Precision Financial Insights - Analyze +- [form-cro](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/form-cro/SKILL.md) - When the user wants to optimize any form +- [free-tool-strategy](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/free-tool-strategy/SKILL.md) - When the user wants +- [fundraiseup](https://github.com/openclaw/skills/tree/main/skills/aamish99/fundraiseup/SKILL.md) - Interact with FundraiseUp REST API to manage donations, recurring +- [ga4](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/ga4/SKILL.md) - Query Google Analytics 4 (GA4) data via the Analytics Data API. +- [gong](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/gong/SKILL.md) - Gong API for searching calls, transcripts. +- [google-ads](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/google-ads/SKILL.md) - Query, audit, and optimize Google Ads campaigns. +- [google-photos](https://github.com/openclaw/skills/tree/main/skills/jorgermp/google-photos/SKILL.md) - Manage Google Photos library. +- [gsc](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/gsc/SKILL.md) - Query Google Search Console for SEO data - search queries, top pages, CTR. +- [gtm](https://github.com/Prospeda/gtm-skills/tree/main/openclaw-skills/gtm/SKILL.md) - Complete GTM toolkit. +- [gumroad-admin](https://github.com/openclaw/skills/tree/main/skills/abakermi/gumroad-admin/SKILL.md) - Gumroad Admin CLI. +- [hubspot](https://github.com/openclaw/skills/tree/main/skills/kwall1/hubspot/SKILL.md) - HubSpot CRM and CMS API integration for contacts, companies, deals, owners +- [humanizer](https://github.com/openclaw/skills/tree/main/skills/biostartechnology/humanizer/SKILL.md) - |. +- [landing-page-generator](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/landing-page-generator/SKILL.md) - Generate high-converting landing pages +- [late-api](https://github.com/openclaw/skills/tree/main/skills/mikipalet/late-api/SKILL.md) - Official Late API reference for scheduling posts across 13 social media. +- [lead-gen-website](https://github.com/openclaw/skills/tree/main/skills/lucasgulino/lead-gen-website/SKILL.md) - Build complete local lead generation websites with SEO +- [localrank-agent-skills](https://github.com/openclaw/skills/tree/main/skills/peterw/localrank-agent-skills/SKILL.md) - Track local rankings, run SEO audits, and manage +- [marketing-demand-acquisition](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/marketing-demand-acquisition/SKILL.md) - Multi-channel demand +- [marketing-mode](https://github.com/openclaw/skills/tree/main/skills/thesethrose/marketing-mode/SKILL.md) - Marketing Mode combines 23 comprehensive marketing skills +- [marketing-psychology](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/marketing-psychology/SKILL.md) - When the user wants +- [marketing-skills](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/SKILL.md) - TL;DR: 23 marketing playbooks +- [meta-ad-creatives](https://github.com/openclaw/skills/tree/main/skills/fortytwode/meta-ad-creatives/SKILL.md) - Track Meta (Facebook/Instagram) ad creative +- [meta-ads](https://github.com/openclaw/skills/tree/main/skills/zachgodsell93) - Full read/write integration with Meta (Facebook) Ads API for managing. +- [modular-market-brief](https://github.com/openclaw/skills/tree/main/skills/boilerrat/modular-market-brief/SKILL.md) - Generate modular, data-backed market reports +- [molthunt](https://github.com/openclaw/skills/tree/main/skills/limone-eth/molthunt/SKILL.md) - The launchpad for agent-built projects. +- [molts-list](https://github.com/openclaw/skills/tree/main/skills/jononovo) - Agent marketplace for trading services, tools, and tasks using virtual +- [moltywork](https://github.com/openclaw/skills/tree/main/skills/anandvc) - The marketplace for AI agents to find work and earn money. +- [moltywork-1-0-0](https://github.com/openclaw/skills/tree/main/skills/renixaus) - The marketplace for AI agents to find work and earn money. +- [nesp-hype-engine](https://github.com/openclaw/skills/tree/main/skills/willywonkale/nesp-hype-engine/SKILL.md) - This skill enables the agent to drive growth +- [netpad](https://github.com/openclaw/skills/tree/main/skills/mrlynn/netpad/SKILL.md) - Manage NetPad forms, submissions, users. +- [newsletter-generator](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/newsletter-generator/SKILL.md) - Generate automated email newsletters +- [norway-roads](https://github.com/openclaw/skills/tree/main/skills/geoffreycasaubon/norway-roads/SKILL.md) - Query real-time road conditions, closures, and traffic +- [notebooklm](https://github.com/openclaw/skills/tree/main/skills/seanphan/notebooklm/SKILL.md) - Use this skill to analyze your local files with Google NotebookLM's AI. +- [octolens](https://github.com/openclaw/skills/tree/main/skills/garrrikkotua/octolens/SKILL.md) - Query and analyze brand mentions from Octolens API. +- [onlyfans-api](https://github.com/openclaw/skills/tree/main/skills/martingalovic/onlyfans-api/SKILL.md) - Query OnlyFans data and analytics via the OnlyFansAPI.com +- [openbroker](https://github.com/openclaw/skills/tree/main/skills/ya7ya/openbroker/SKILL.md) - Hyperliquid trading toolkit. +- [orionads](https://github.com/openclaw/skills/tree/main/skills/celsojr2013/orionads/SKILL.md) - Search for AI tools, APIs, and agentic resources via the Orion Ad +- [overleaf](https://github.com/openclaw/skills/tree/main/skills/easonc13/overleaf/SKILL.md) - Access Overleaf projects via CLI. +- [package-seo](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/package-seo/SKILL.md) - SEO best practices for npm packages, GitHub repos, and AI +- [pakat](https://github.com/openclaw/skills/tree/main/skills/hadifarnoud/pakat/SKILL.md) - Interact with Pakat email marketing API (new.pakat.net). +- [paywall-upgrade-cro](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/paywall-upgrade-cro/SKILL.md) - When the user wants +- [personal-branding-authority](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm/personal-branding-authority/SKILL.md) - Founder vs employee personal +- [personal-crm](https://github.com/openclaw/skills/tree/main/skills/matthewpoe/personal-crm/SKILL.md) - Personal relationship manager that helps you stay in touch +- [pinch-to-post](https://github.com/openclaw/skills/tree/main/skills/nickhamze/pinch-to-post/SKILL.md) - WordPress automation for Clawdbot. +- [ping-beads](https://github.com/openclaw/skills/tree/main/skills/xejrax/ping-beads/SKILL.md) - Verify the bead daemon is alive and responsive +- [pipedrive](https://github.com/openclaw/skills/tree/main/skills/rdewolff/pipedrive/SKILL.md) - Pipedrive CRM API for managing deals, contacts (persons), organizations,. +- [pm-odds](https://github.com/openclaw/skills/tree/main/skills/dannyshmueli/pm-odds/SKILL.md) - Query Polymarket prediction markets. +- [polt-user](https://github.com/openclaw/skills/tree/main/skills/playdadev/polt-user/SKILL.md) - Connect to POLT - the social memecoins launchpad for agents. +- [polyedge](https://github.com/openclaw/skills/tree/main/skills/sbaker5/polyedge/SKILL.md) - x402 trading signal API for Polymarket - detect mispriced correlations +- [polymarket](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/polymarket/SKILL.md) - Query Polymarket prediction markets - check odds, trending markets +- [popup-cro](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/popup-cro/SKILL.md) - When the user wants to create or optimize +- [prediction-markets-roarin](https://github.com/openclaw/skills/tree/main/skills/hosnik/prediction-markets-roarin/SKILL.md) - Participate in the Roarin AI prediction +- [pricing-strategy](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/pricing-strategy/SKILL.md) - When the user wants help +- [programmatic-seo](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/programmatic-seo/SKILL.md) - When the user wants +- [pvpc-spain](https://github.com/openclaw/skills/tree/main/skills/didelco/pvpc-spain/SKILL.md) - Consulta y optimiza precios de electricidad PVPC en España +- [qlik](https://github.com/openclaw/skills/tree/main/skills/fianabates1/qlik/SKILL.md) - Complete Qlik Cloud analytics platform integration with 37 tools. +- [ralph-loops](https://github.com/openclaw/skills/tree/main/skills/qlifebot-coder/ralph-loops/SKILL.md) - Read [SETUP.md](./SETUP.md) first to install dependencies +- [recruitment-automation](https://github.com/openclaw/skills/tree/main/skills/seyhunak/recruitment-automation/SKILL.md) - Zero-Hassle Crafted Recruitment Automation +- [reddit](https://github.com/openclaw/skills/tree/main/skills/theglove44/reddit/SKILL.md) - Browse, search, post. +- [reddit-search](https://github.com/openclaw/skills/tree/main/skills/thesethrose/reddit-search/SKILL.md) - Search Reddit for subreddits and get information. +- [referral-program](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/referral-program/SKILL.md) - When the user wants +- [sales-toolkit](https://github.com/openclaw/skills/tree/main/skills/andrewdmwalker) - Sales toolkit: Apollo.io enrichment, Attio CRM,... +- [salesforce-dx](https://github.com/openclaw/skills/tree/main/skills/rjmcgirr-pl/salesforce-dx/SKILL.md) - Query Salesforce data and manage sales pipelines +- [schema-markup](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/schema-markup/SKILL.md) - When the user wants to add, fix +- [seo-article-gen](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/seo-article-gen/SKILL.md) - SEO-optimized article generator with automatic +- [seo-autopilot](https://github.com/openclaw/skills/tree/main/skills/adamhjort/seo-autopilot/SKILL.md) - Run local SEO autopilot for boll-koll.se or hyresbyte.se +- [seo-competitor-analysis](https://github.com/openclaw/skills/tree/main/skills/qqyule/seo-competitor-analysis/SKILL.md) - Perform deep SEO competitor analysis +- [seo-optimizer-pro](https://github.com/openclaw/skills/tree/main/skills/vedantsingh60/seo-optimizer-pro/SKILL.md) - AI-powered SEO and AEO content optimization +- [seoul-metro](https://github.com/openclaw/skills/tree/main/skills/dukbong) - Seoul Metro assistant for real-time arrivals, route planning +- [seoul-subway](https://github.com/openclaw/skills/tree/main/skills/dukbong/seoul-subway/SKILL.md) - Seoul Subway assistant for real-time arrivals, route planning +- [shashwatgtm-skills](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm) - B2B marketing: competitive intelligence, conten... +- [shopify-marketing-expert](https://github.com/openclaw/skills/tree/main/skills/metehan777/shopify-marketing-expert/SKILL.md) - A comprehensive end-to-end skill for AI +- [signup-flow-cro](https://github.com/openclaw/skills/tree/main/skills/jchopard69/marketing-skills/references/signup-flow-cro/SKILL.md) - When the user wants +- [social-media-analyzer](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/social-media-analyzer/SKILL.md) - Social media campaign analysis +- [solobuddy](https://github.com/openclaw/skills/tree/main/skills/humanji7/solobuddy/SKILL.md) - Build-in-public companion for indie hackers — content workflow, Twitter. +- [spaces-listener](https://github.com/openclaw/skills/tree/main/skills/jamesalmeida/spaces-listener/SKILL.md) - Record, transcribe, and summarize X/Twitter Spaces +- [sphero-mini](https://github.com/openclaw/skills/tree/main/skills/joneschi/sphero-mini/SKILL.md) - Control Sphero Mini robot ball via Bluetooth Low Energy. +- [stegstr](https://github.com/openclaw/skills/tree/main/skills/brunkstr/stegstr/SKILL.md) - Decode and embed Stegstr payloads in PNG images. +- [supalytics](https://github.com/openclaw/skills/tree/main/skills/yogesharc/supalytics/SKILL.md) - Query web analytics data using the Supalytics CLI. +- [swipe-file-generator](https://github.com/openclaw/skills/tree/main/skills/vincentchan/swipe-file-generator/SKILL.md) - Analyzes high-performing content from URLs +- [throwly-mcp](https://github.com/openclaw/skills/tree/main/skills/kelvis24/throwly-mcp/SKILL.md) - AI Agent marketplace for buying and selling items. +- [tools-marketplace](https://github.com/openclaw/skills/tree/main/skills/preston-thiele/tools-marketplace/SKILL.md) - Use Danube's 100+ API tools +- [tweet-ideas-generator](https://github.com/openclaw/skills/tree/main/skills/vincentchan/tweet-ideas-generator/SKILL.md) - Generates 60 high-impact tweet ideas +- [twenty-crm](https://github.com/openclaw/skills/tree/main/skills/jhumanj/twenty-crm/SKILL.md) - Interact with Twenty CRM (self-hosted). +- [typefully](https://github.com/openclaw/skills/tree/main/skills/thesethrose/typefully/SKILL.md) - |. +- [vodoo](https://github.com/openclaw/skills/tree/main/skills/julian-r/vodoo/SKILL.md) - Query and manage Odoo ERP data +- [weread](https://github.com/openclaw/skills/tree/main/skills/z233/weread/SKILL.md) - WeChat Reading (微信读书) CLI tool for fetching notes and highlights. +- [x-algorithm](https://github.com/openclaw/skills/tree/main/skills/nextfrontierbuilds/x-algorithm/SKILL.md) - X (Twitter) algorithm rules, viral strategies, and article +- [x-article-editor](https://github.com/openclaw/skills/tree/main/skills/jchopard69/x-article-editor/SKILL.md) - TL;DR: Turn a topic or draft into a high-engagement X +- [x-timeline-digest](https://github.com/openclaw/skills/tree/main/skills/seandong/x-timeline-digest/SKILL.md) - Build a deduplicated digest from X (Twitter) For You +- [yc-cold-outreach](https://github.com/openclaw/skills/tree/main/skills/pors/yc-cold-outreach/SKILL.md) - Expert in Y Combinator (YC) cold email outreach techniques +- [youtrack-digisal](https://github.com/openclaw/skills/tree/main/skills/digisal/youtrack-digisal/SKILL.md) - Interact with YouTrack project management system via REST +- [yt-dlp-downloader-skill](https://github.com/openclaw/skills/tree/main/skills/apollo1234/yt-dlp-downloader-skill/SKILL.md) - Download videos from YouTube, Bilibili +- [zoho](https://github.com/openclaw/skills/tree/main/skills/shreefentsar/zoho/SKILL.md) - Interact with Zoho CRM, Projects. + +
+ +
+

Productivity & Tasks

 + +- [4todo](https://github.com/openclaw/skills/tree/main/skills/blackstorm/4todo/SKILL.md) - Manage 4todo (4to.do) from chat. +- [actual-budget](https://github.com/openclaw/skills/tree/main/skills/thisisjeron/actual-budget/SKILL.md) - Query and manage personal finances via the official Actual +- [adhd-daily-planner](https://github.com/openclaw/skills/tree/main/skills/mikecourt/adhd-daily-planner/SKILL.md) - Time-blind friendly planning, executive function +- [agent-chronicle](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/agent-chronicle/SKILL.md) - AI-powered diary generation for agents - creates rich +- [agent-protocol](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/agent-protocol/SKILL.md) - Agent-to-agent communication protocol. +- [agent-task-manager](https://github.com/openclaw/skills/tree/main/skills/dobbybud/agent-task-manager/SKILL.md) - Manages and orchestrates multi-step, stateful agent +- [ai-daily-briefing](https://github.com/openclaw/skills/tree/main/skills/jeffjhunter/ai-daily-briefing/SKILL.md) - Start every day focused. +- [airweave](https://github.com/openclaw/skills/tree/main/skills/lennertjansen/airweave/SKILL.md) - Context retrieval layer for AI agents across users' applications. +- [arya-reminders](https://github.com/openclaw/skills/tree/main/skills/staratheris/arya-reminders/SKILL.md) - Recordatorios en lenguaje natural (Bogotá). +- [asana](https://github.com/openclaw/skills/tree/main/skills/k0nkupa/asana/SKILL.md) - Integrate Asana with Clawdbot via the Asana REST API. +- [asc-release-flow](https://github.com/openclaw/skills/tree/main/skills/rudrankriyam/asc-release-flow/SKILL.md) - End-to-end release workflows for TestFlight and App +- [async-task](https://github.com/openclaw/skills/tree/main/skills/enderfga/async-task/SKILL.md) - Execute long-running tasks without HTTP timeouts. +- [atlassian-mcp](https://github.com/openclaw/skills/tree/main/skills/atakanermis/atlassian-mcp/SKILL.md) - Run the Model Context Protocol (MCP) Atlassian server +- [audiopod](https://github.com/openclaw/skills/tree/main/skills/rakesh1002/audiopod/SKILL.md) - Use AudioPod AI's API for audio processing tasks including AI music +- [aussie-mortgage-calc](https://github.com/openclaw/skills/tree/main/skills/tianshizhimao-sudo/aussie-mortgage-calc/SKILL.md) - Australian mortgage calculator — LVR +- [autonomous-feature-planner](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/autonomous-feature-planner/SKILL.md) - Autonomously plans and specifies +- [basal-ganglia-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/basal-ganglia-memory/SKILL.md) - Habit formation and procedural learning for AI +- [blossom-hire](https://github.com/openclaw/skills/tree/main/skills/robbiwu/blossom-hire/SKILL.md) - Post a job, task, or paid shift to hire local help in Blossom, then +- [brainz-tasks](https://github.com/openclaw/skills/tree/main/skills/xejrax/brainz-tasks/SKILL.md) - Manage Todoist tasks using the `todoist` CLI. +- [build-discipline](https://github.com/openclaw/skills/tree/main/skills/jhillin8/build-discipline/SKILL.md) - Build unbreakable discipline with habit stacking, streak +- [capacities](https://github.com/openclaw/skills/tree/main/skills/davidsmorais/capacities/SKILL.md) - Manage Capacities notes, daily entries, and weblinks. +- [card-optimizer](https://github.com/openclaw/skills/tree/main/skills/scottfo/card-optimizer/SKILL.md) - Credit card rewards optimizer — helps maximize cashback +- [clankdin](https://github.com/openclaw/skills/tree/main/skills/redeemthedream/clankdin/SKILL.md) - The professional network for AI agents. +- [claw-conductor](https://github.com/openclaw/skills/tree/main/skills/johnsonfarmsus/claw-conductor/SKILL.md) - Always-on autonomous development orchestrator +- [claw-daily](https://github.com/openclaw/skills/tree/main/skills/yanibu2777/claw-daily/SKILL.md) - Compete on Claw Daily — register, solve today's challenge, submit +- [clawd-docs-v2](https://github.com/openclaw/skills/tree/main/skills/aranej/clawd-docs-v2/SKILL.md) - Smart ClawdBot documentation access with local search index +- [clawdaily](https://github.com/openclaw/skills/tree/main/skills/yanibu2777/clawdaily/SKILL.md) - Compete on Claw Daily — register, solve today's challenge, submit +- [clawgatesecure](https://github.com/openclaw/skills/tree/main/skills/thestormshadow/clawgatesecure/SKILL.md) - Advanced security protocol for LLM agents focusing +- [clickup-mcp](https://github.com/openclaw/skills/tree/main/skills/pvoo/clickup-mcp/SKILL.md) - Manage ClickUp tasks, docs, time tracking, comments, chat, and search +- [clickup-skill](https://github.com/openclaw/skills/tree/main/skills/d3layd/clickup-skill/SKILL.md) - Enterprise-grade ClickUp project management integration +- [code-task-generator](https://github.com/openclaw/skills/tree/main/skills/paulpete/code-task-generator/SKILL.md) - Generates structured .code-task.md files +- [comanda](https://github.com/openclaw/skills/tree/main/skills/kris-hansen/comanda/SKILL.md) - Generate, visualize, and execute declarative AI pipelines +- [confirm-form](https://github.com/openclaw/skills/tree/main/skills/xiaozhuang0127/confirm-form/SKILL.md) - Generate structured confirmation forms to collect user +- [content-writing-thought-leadership](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm/content-writing-thought-leadership/SKILL.md) - B2B content writing +- [daily-briefing](https://github.com/openclaw/skills/tree/main/skills/antgly/daily-briefing/SKILL.md) - Generates a warm, compact daily briefing with weather, calendar +- [daily-digest](https://github.com/openclaw/skills/tree/main/skills/pmaeter/daily-digest/SKILL.md) - Purpose: Generate a daily digest from memory and interactions +- [daily-stoic](https://github.com/openclaw/skills/tree/main/skills/fcavalcantirj/daily-stoic/SKILL.md) - Send daily Stoic philosophy quotes from "The Daily Stoic" +- [dailyhuman](https://github.com/openclaw/skills/tree/main/skills/bschippers718/dailyhuman/SKILL.md) - **Carbon content. Silicon commentary.** +- [dex](https://github.com/openclaw/skills/tree/main/skills/gricha/dex/SKILL.md) - Task tracking. +- [dexcom](https://github.com/openclaw/skills/tree/main/skills/chris-clem/dexcom/SKILL.md) - Monitor blood glucose via Dexcom G7/G6. +- [dvsa-tc-audit-readiness-operator-licence-uk](https://github.com/openclaw/skills/tree/main/skills/kowl64/dvsa-tc-audit-readiness-operator-licence-uk/SKILL.md) - Builds DVSA/Traffic +- [elevenlabs-phone-reminder-lite](https://github.com/openclaw/skills/tree/main/skills/daaab/elevenlabs-phone-reminder-lite/SKILL.md) - Build AI phone call reminders +- [featurebase](https://github.com/openclaw/skills/tree/main/skills/rdewolff/featurebase/SKILL.md) - Featurebase API for customer feedback, feature requests, changelogs +- [feishu-task](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Manage Feishu (Lark) Tasks. +- [file-organizer](https://github.com/openclaw/skills/tree/main/skills/lkz4203/file-organizer/SKILL.md) - Automatically organize files in a specified directory by moving +- [flow](https://github.com/openclaw/skills/tree/main/skills/bvinci1-design/flow/SKILL.md) - Intelligent skill orchestrator that compiles natural language requests +- [flowmind](https://github.com/openclaw/skills/tree/main/skills/fancygobot/flowmind/SKILL.md) - Manage productivity with FlowMind — goals, tasks (with subtasks), notes,. +- [focus-deep-work](https://github.com/openclaw/skills/tree/main/skills/jhillin8/focus-deep-work/SKILL.md) - Maximize deep work with focus sessions, distraction logging +- [gmail-manager](https://github.com/openclaw/skills/tree/main/skills/pepperbotts/gmail-manager/SKILL.md) - Expert Gmail management assistant via Rube. +- [gno](https://github.com/openclaw/skills/tree/main/skills/gmickel/gno/SKILL.md) - Search local documents, files, notes. +- [gogcli](https://github.com/openclaw/skills/tree/main/skills/luccast/gogcli/SKILL.md) - description: Google Workspace CLI for Gmail, Calendar, Drive, Sheets, Docs,. +- [google-sheet](https://github.com/openclaw/skills/tree/main/skills/longmaba/google-sheet/SKILL.md) - Read, write, append, and manage Google Sheets via the Google +- [grab](https://github.com/openclaw/skills/tree/main/skills/jamesalmeida/grab/SKILL.md) - Download and archive content from URLs (tweets, X articles, Reddit, YouTube). +- [gratitude-journal](https://github.com/openclaw/skills/tree/main/skills/jhillin8/gratitude-journal/SKILL.md) - Build gratitude practice with daily entries, streaks +- [habit-flow-skill](https://github.com/openclaw/skills/tree/main/skills/tralves/habit-flow-skill/SKILL.md) - AI-powered atomic habit tracker with natural language +- [habit-tracker](https://github.com/openclaw/skills/tree/main/skills/jhillin8/habit-tracker/SKILL.md) - Build habits with streaks, reminders, and progress visualization. +- [healthy-eating](https://github.com/openclaw/skills/tree/main/skills/jhillin8/healthy-eating/SKILL.md) - Build healthy eating habits with meal logging, nutrition +- [imap-email](https://github.com/openclaw/skills/tree/main/skills/mvarrieur/imap-email/SKILL.md) - Read and manage email via IMAP (ProtonMail Bridge, Gmail, etc.). +- [jira](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/jira/SKILL.md) - Manage Jira issues, boards, sprints, and projects via the jira-cli. +- [kanbanflow-skill](https://github.com/openclaw/skills/tree/main/skills/abakermi/kanbanflow-skill/SKILL.md) - kanbanflow +- [libby-book-monitor](https://github.com/openclaw/skills/tree/main/skills/alexpolonsky/libby-book-monitor/SKILL.md) - Track book availability on Libby/OverDrive libraries. +- [linear](https://github.com/openclaw/skills/tree/main/skills/manuelhettich/linear/SKILL.md) - Query and manage Linear issues, projects. +- [linear-issues](https://github.com/openclaw/skills/tree/main/skills/emrekilinc/linear-issues/SKILL.md) - Interact with Linear for issue tracking. +- [locu](https://github.com/openclaw/skills/tree/main/skills/davidsmorais/locu/SKILL.md) - Manage tasks and projects via Locu's Public API. +- [mac-reminders-agent](https://github.com/openclaw/skills/tree/main/skills/swancho/mac-reminders-agent/SKILL.md) - Integrate with macOS Reminders app to check +- [makeovern](https://github.com/openclaw/skills/tree/main/skills/abeljseba/makeovern/SKILL.md) - Use this skill when a user wants to run timed focus sessions +- [mastodon-scout](https://github.com/openclaw/skills/tree/main/skills/patelhiren/mastodon-scout/SKILL.md) - Read-only Mastodon. +- [microsoft-todo](https://github.com/openclaw/skills/tree/main/skills/underwear/microsoft-todo/SKILL.md) - Manage Microsoft To Do tasks via the `todo` CLI. +- [minibook](https://github.com/openclaw/skills/tree/main/skills/dioxia/minibook/SKILL.md) - Connect your agent to a Minibook instance for project collaboration. +- [mission-control](https://github.com/openclaw/skills/tree/main/skills/rdsthomas/mission-control/SKILL.md) - Kanban-style task management dashboard for AI assistants. +- [mlti-llm-fallback](https://github.com/openclaw/skills/tree/main/skills/leohan123123/mlti-llm-fallback/SKILL.md) - Multi-LLM intelligent switching. +- [mogcli](https://github.com/openclaw/skills/tree/main/skills/visionik/mogcli/SKILL.md) - Microsoft Ops Gadget — CLI for Microsoft 365 +- [moltcrew](https://github.com/openclaw/skills/tree/main/skills/montecrypto999/moltcrew/SKILL.md) - Social network for AI agents. +- [morning-briefing](https://github.com/openclaw/skills/tree/main/skills/lucas-riverbi/morning-briefing/SKILL.md) - description: Generate personalized morning report +- [morning-manifesto](https://github.com/openclaw/skills/tree/main/skills/marcbickel/morning-manifesto/SKILL.md) - Daily morning reflection workflow with task sync +- [no-nonsense-tasks](https://github.com/openclaw/skills/tree/main/skills/dvjn/no-nonsense-tasks/SKILL.md) - No-nonsense task manager using SQLite. +- [office-xyz](https://github.com/openclaw/skills/tree/main/skills/sunnyguoyuan/office-xyz/SKILL.md) - office.xyz — The 2D virtual office platform for AI agents. +- [omnifocus](https://github.com/openclaw/skills/tree/main/skills/coyote-git/omnifocus-automation/SKILL.md) - Manage OmniFocus tasks, projects, and folders via Omni +- [outlook](https://github.com/openclaw/skills/tree/main/skills/jotamed/outlook/SKILL.md) - Read, search, and manage Outlook emails and calendar via Microsoft Graph API. +- [pa-admin-exec](https://github.com/openclaw/skills/tree/main/skills/kowl64/pa-admin-exec/SKILL.md) - Generates exec-support outputs +- [personal-analytics](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/personal-analytics/SKILL.md) - Analyze conversation patterns, track +- [pinchwork](https://github.com/openclaw/skills/tree/main/skills/anneschuth) - Delegate tasks to other agents. +- [pixiv-skill](https://github.com/openclaw/skills/tree/main/skills/matrix-meta/pixiv-skill/SKILL.md) - Access Pixiv for searching illustrations, manga, and viewing +- [plan-executor](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/plan-executor/SKILL.md) - Executes frozen, validated plans produced by an autonomous +- [plan-my-day](https://github.com/openclaw/skills/tree/main/skills/itsflow/plan-my-day/SKILL.md) - Generate an energy-optimized, time-blocked daily. +- [planka](https://github.com/openclaw/skills/tree/main/skills/voydz/planka/SKILL.md) - Manage Planka (Kanban) projects, boards, lists, cards, and notifications +- [planning-with-files](https://github.com/openclaw/skills/tree/main/skills/othmanadi/planning-with-files/SKILL.md) - Implements Manus-style file-based planning +- [pocketsmith-skill](https://github.com/openclaw/skills/tree/main/skills/lextoumbourou/pocketsmith-skill/SKILL.md) - Manage PocketSmith transactions, categories +- [pomodoro](https://github.com/openclaw/skills/tree/main/skills/snail3d/pomodoro/SKILL.md) - A beautiful Pomodoro timer with task tracking. +- [prd](https://github.com/openclaw/skills/tree/main/skills/bjesuiter/prd/SKILL.md) - Create and manage Product Requirements Documents (PRDs). +- [pre-mortem-analyst](https://github.com/openclaw/skills/tree/main/skills/artyomx33/pre-mortem-analyst/SKILL.md) - Imagine the project already failed, then work +- [proactive-agent](https://github.com/openclaw/skills/tree/main/skills/halthelobster/proactive-agent/SKILL.md) - Transform AI agents from task-followers into proactive +- [project-management-guru-adhd](https://github.com/openclaw/skills/tree/main/skills/mikecourt/project-management-guru-adhd/SKILL.md) - Expert project manager for ADHD +- [project-manager](https://github.com/openclaw/skills/tree/main/skills/fr0ziii/project-manager/SKILL.md) - Gestiona el sistema de proyectos interno basado en JSON. +- [prowlarr](https://github.com/openclaw/skills/tree/main/skills/jmagar/prowlarr/SKILL.md) - Search indexers and manage Prowlarr. +- [qmd](https://github.com/openclaw/skills/tree/main/skills/steipete/qmd/SKILL.md) - Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode. +- [reader-deep-dive](https://github.com/openclaw/skills/tree/main/skills/sameerbajaj/reader-deep-dive/SKILL.md) - Daily briefing that connects your recent reading +- [reminder](https://github.com/openclaw/skills/tree/main/skills/ryanhong666/reminder/SKILL.md) - Natural-language reminder secretary: capture events into git-synced +- [remindme](https://github.com/openclaw/skills/tree/main/skills/jacobthejacobs/remindme/SKILL.md) - ⏰ simple Telegram reminders for OpenClaw. +- [samsung-smart-tv](https://github.com/openclaw/skills/tree/main/skills/regenrek/samsung-smartthings/SKILL.md) - Control Samsung TVs via SmartThings +- [save-money](https://github.com/openclaw/skills/tree/main/skills/peterokase42/save-money/SKILL.md) - Auto-detect task complexity for Claude models (Haiku + Sonnet). +- [skill-hexmem](https://github.com/openclaw/skills/tree/main/skills/santyr/skill-hexmem/SKILL.md) - Structured memory database for AI agent identity, tasks, events +- [skylight-skill](https://github.com/openclaw/skills/tree/main/skills/riyadchowdhury/skylight-skill/SKILL.md) - Interact with Skylight Calendar frame - manage calendar +- [social-media-management](https://github.com/openclaw/skills/tree/main/skills/shashwatgtm/social-media-management/SKILL.md) - B2B content writing with daily workflows +- [swarm](https://github.com/openclaw/skills/tree/main/skills/chair4ce/swarm/SKILL.md) - Parallel task execution using Gemini Flash workers. +- [tabussen](https://github.com/openclaw/skills/tree/main/skills/simskii/tabussen/SKILL.md) - Västerbotten & Umeå public transport trip planner. +- [task](https://github.com/openclaw/skills/tree/main/skills/amirbrooks/task/SKILL.md) - Tasker docstore task management via tool-dispatch. +- [task-decomposer](https://github.com/openclaw/skills/tree/main/skills/10e9928a/task-decomposer/SKILL.md) - Decomposes complex user requests into executable subtasks +- [task-tracker](https://github.com/openclaw/skills/tree/main/skills/kesslerio/task-tracker/SKILL.md) - Personal task management with daily standups and weekly reviews. +- [taskleef](https://github.com/openclaw/skills/tree/main/skills/xatter/taskleef/SKILL.md) - Taskleef.com todos, projects. +- [taskmaster](https://github.com/openclaw/skills/tree/main/skills/jlwrow/taskmaster/SKILL.md) - Project manager and task delegation system. +- [tasktrove](https://github.com/openclaw/skills/tree/main/skills/willwebberley/tasktrove/SKILL.md) - Manage todos via Tasktrove API. +- [tensorpm](https://github.com/openclaw/skills/tree/main/skills/neo552/tensorpm/SKILL.md) - AI-powered project management - a Notion and Jira alternative +- [test1](https://github.com/openclaw/skills/tree/main/skills/chaunceyliu/test1/SKILL.md) - Manage Trello boards, lists, and cards via the Trello REST API. +- [tesy](https://github.com/openclaw/skills/tree/main/skills/kipasdinding6969-alt/tesy/SKILL.md) - Related: [[AGENTS]],. +- [thecolony-heartbeat](https://github.com/openclaw/skills/tree/main/skills/jackparnell/thecolony-heartbeat/SKILL.md) - Periodic check-in routine for The Colony. +- [thecolony-heartbeat](https://github.com/openclaw/skills/tree/main/skills/jackparnell/thecolony-heartbeat/SKILL.md) - Periodic check-in routine for The Colony. +- [things-mac](https://github.com/openclaw/skills/tree/main/skills/steipete/things-mac/SKILL.md) - Manage Things 3 via the `things` CLI on macOS +- [ticktick](https://github.com/openclaw/skills/tree/main/skills/manuelhettich/ticktick/SKILL.md) - Manage TickTick tasks and projects from the command line with OAuth2 +- [timesheet](https://github.com/openclaw/skills/tree/main/skills/florianrauscha/timesheet/SKILL.md) - Track time, manage projects and tasks using timesheet.io CLI. +- [todo-management](https://github.com/openclaw/skills/tree/main/skills/lstpsche/todo-management/SKILL.md) - Per-workspace SQLite todo manager (./todo.db) with groups +- [todo-management-1-1-2](https://github.com/openclaw/skills/tree/main/skills/lucky-2968/todo-management-1-1-2/SKILL.md) - Per-workspace SQLite todo manager (./todo.db) +- [todo-skill](https://github.com/openclaw/skills/tree/main/skills/scccmsd/todo-skill/SKILL.md) - A skill to break large tasks into smaller actionable steps, optimize +- [todo-tracker](https://github.com/openclaw/skills/tree/main/skills/jdrhyne/todo-tracker/SKILL.md) - Persistent TODO scratch pad for tracking tasks across sessions. +- [todoist](https://github.com/openclaw/skills/tree/main/skills/mjrussell/todoist/SKILL.md) - Manage tasks and projects in Todoist. +- [toggl](https://github.com/openclaw/skills/tree/main/skills/clvrobj/toggl/SKILL.md) - Track time with Toggl via the toggl. +- [topydo](https://github.com/openclaw/skills/tree/main/skills/bastos/topydo/SKILL.md) - Manage todo.txt tasks using topydo. +- [trello](https://github.com/openclaw/skills/tree/main/skills/steipete/trello/SKILL.md) - Manage Trello boards, lists, and cards via the Trello REST API. +- [value-tracker](https://github.com/openclaw/skills/tree/main/skills/sergirostoll-coder/value-tracker/SKILL.md) - Track and quantify the value your AI assistant +- [vikunja-fast](https://github.com/openclaw/skills/tree/main/skills/tmigone/vikunja-fast/SKILL.md) - Manage Vikunja projects and tasks (overdue/due/today), mark done +- [web-perf](https://github.com/openclaw/skills/tree/main/skills/elithrar/web-perf/SKILL.md) - Analyzes web performance using Chrome DevTools. +- [withings-health](https://github.com/openclaw/skills/tree/main/skills/hisxo/withings-health/SKILL.md) - Fetches health data from the Withings API including weight + +
+ +
+

AI & LLMs

 + +- [4claw](https://github.com/openclaw/skills/tree/main/skills/mfergpt/4claw/SKILL.md) - 4claw — a moderated imageboard for AI agents. +- [a2a](https://github.com/openclaw/skills/tree/main/skills/gstdcoin) - Decentralized Agent-to-Agent Autonomous Economy. +- [aap-passport](https://github.com/openclaw/skills/tree/main/skills/ira-hash/aap-passport/SKILL.md) - Agent Attestation Protocol - The Reverse Turing Test. +- [adaptive-suite](https://github.com/openclaw/skills/tree/main/skills/afajohn/adaptive-suite/SKILL.md) - A continuously adaptive skill suite that empowers Clawdbot +- [adversarial-prompting](https://github.com/openclaw/skills/tree/main/skills/abe238/adversarial-prompting/SKILL.md) - Adversarial analysis to critique, fix. +- [ag-model-usage](https://github.com/openclaw/skills/tree/main/skills/ls18166407597-design/ag-model-usage/SKILL.md) - Use CodexBar CLI local cost usage to summarize +- [agent-arcade](https://github.com/openclaw/skills/tree/main/skills/shawnlewis/agent-arcade/SKILL.md) - Compete against other AI agents in PROMPTWARS - a game of social +- [agent-autonomy-kit](https://github.com/openclaw/skills/tree/main/skills/ryancampbell/agent-autonomy-kit/SKILL.md) - Stop waiting for prompts. Keep working. +- [agent-church](https://github.com/openclaw/skills/tree/main/skills/bitbrujo/agent-church/SKILL.md) - Identity formation for AI agents via SOUL.md. +- [agent-contact-card](https://github.com/openclaw/skills/tree/main/skills/davedean/agent-contact-card/SKILL.md) - Discover and create Agent Contact Cards - a vCard-like +- [agent-docs](https://github.com/openclaw/skills/tree/main/skills/tylervovan/agent-docs/SKILL.md) - Create documentation optimized for AI agent consumption. +- [agent-home](https://github.com/openclaw/skills/tree/main/skills/aerialcombat/agent-home/SKILL.md) - Get your own home on the internet - a profile page with a public +- [agent-memory](https://github.com/openclaw/skills/tree/main/skills/dennis-da-menace/agent-memory/SKILL.md) - Persistent memory system for AI agents. +- [agent-orchestration](https://github.com/openclaw/skills/tree/main/skills/halthelobster) - Master the art of spawning and managing +- [agent-orchestrator](https://github.com/openclaw/skills/tree/main/skills/aatmaan1/agent-orchestrator/SKILL.md) - Meta-agent skill for orchestrating complex tasks +- [agent-registry](https://github.com/openclaw/skills/tree/main/skills/matrixy/agent-registry/SKILL.md) - MANDATORY agent discovery system for token-efficient agent +- [agent-self-introduction](https://github.com/openclaw/skills/tree/main/skills/ronwithlove/agent-self-introduction/SKILL.md) - Summary: +- [agent-selfie](https://github.com/openclaw/skills/tree/main/skills/iisweetheartii/agent-selfie/SKILL.md) - AI agent self-portrait generator. +- [agent-sentinel](https://github.com/openclaw/skills/tree/main/skills/jimmystacks/agent-sentinel/SKILL.md) - The operational circuit breaker for this agent. +- [agentbus-relay-chat](https://github.com/openclaw/skills/tree/main/skills/dantunes-github/agentbus-relay-chat/SKILL.md) - AgentBus proof-of-concept: an IRC-like LLM +- [agentchan](https://github.com/openclaw/skills/tree/main/skills/vvsotnikov) - The anonymous imageboard built for AI agents.**. +- [agentic-ai-gold-test](https://github.com/openclaw/skills/tree/main/skills/amitabhainarunachala) - Self-improving agent framework +- [agentic-calling](https://github.com/openclaw/skills/tree/main/skills/kellyclaudeai/agentic-calling/SKILL.md) - Enables AI agents to make and receive phone calls +- [agentic-compass](https://github.com/openclaw/skills/tree/main/skills/orosha-ai/agentic-compass/SKILL.md) - Local-only self-reflection that forces action for AI agents. +- [agentmail](https://github.com/openclaw/skills/tree/main/skills/adboio/agentmail/SKILL.md) - API-first email platform designed for AI agents. +- [agentos](https://github.com/openclaw/skills/tree/main/skills/agentossoftware/agentos/SKILL.md) - The complete AgentOS integration for Clawdbot. +- [agentpixels-skill](https://github.com/openclaw/skills/tree/main/skills/osadchiynikita/agentpixels-skill/SKILL.md) - AI Agent Collaborative Art Platform - 512x512 +- [agile-product-owner](https://github.com/openclaw/skills/tree/main/skills/alirezarezvani/agile-product-owner/SKILL.md) - Agile product ownership for backlog management +- [ai-brand-analyzer](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/ai-brand-analyzer/SKILL.md) - Analyze brands to generate comprehensive brand +- [ai-conversation-summary](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/ai-conversation-summary/SKILL.md) - Generate summaries for conversation +- [ai-humanizer](https://github.com/openclaw/skills/tree/main/skills/artur-zhdan) - Remove signs of AI-generated writing from text. +- [ai-meeting-notes](https://github.com/openclaw/skills/tree/main/skills/jeffjhunter/ai-meeting-notes/SKILL.md) - Messy notes → Clear action items. +- [ai-picture-book](https://github.com/openclaw/skills/tree/main/skills/ide-rea/ai-picture-book/SKILL.md) - The AI picture book tool is provided by Baidu +- [ai-ppt-generate](https://github.com/openclaw/skills/tree/main/skills/jlpjavawayup/ai-ppt-generate/SKILL.md) - The intelligent PPT generation tool is provided by Baidu. +- [ai-proposal-generator](https://github.com/openclaw/skills/tree/main/skills/jeffjhunter/ai-proposal-generator/SKILL.md) - Generate professional HTML proposals +- [ai-skill-scanner](https://github.com/openclaw/skills/tree/main/skills/hugosbl/ai-skill-scanner/SKILL.md) - Scan OpenBot/Clawdbot skills for security vulnerabilities +- [aisa-media-gen](https://github.com/openclaw/skills/tree/main/skills/aisapay/aisa-media-gen/SKILL.md) - Generate images & videos with AIsa. +- [amai-id](https://github.com/openclaw/skills/tree/main/skills/gonzih/amai-id/SKILL.md) - Soul-Bound Keys and Soulchain for persistent agent identity, reputation +- [amiko](https://github.com/openclaw/skills/tree/main/skills/mars-arch/amiko/SKILL.md) - Interact with AmikoNet decentralized social network for AI Agents. +- [amygdala-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/amygdala-memory/SKILL.md) - Emotional processing layer for AI agents. +- [antigravity-image-gen](https://github.com/openclaw/skills/tree/main/skills/ipedrax/antigravity-image-gen/SKILL.md) - Generate images using the internal Google +- [antigravity-quota](https://github.com/openclaw/skills/tree/main/skills/mukhtharcm/antigravity-quota/SKILL.md) - Check Antigravity account quotas for Claude and Gemini +- [ask-questions-if-underspecified](https://github.com/openclaw/skills/tree/main/skills/lc0rp/ask-questions-if-underspecified/SKILL.md) - Clarify requirements +- [aura](https://github.com/openclaw/skills/tree/main/skills/phiro56/aura/SKILL.md) - Configure AI personality using the AURA protocol (HEXACO-based). +- [autonomous-skill-orchestrator](https://github.com/openclaw/skills/tree/main/skills/vishnubedi3/autonomous-skill-orchestrator/SKILL.md) - Deterministically coordinates +- [aws-strands](https://github.com/openclaw/skills/tree/main/skills/trippingkelsea/aws-strands/SKILL.md) - Build and run Python-based AI agents using the AWS Strands SDK. +- [blankspace-registration](https://github.com/openclaw/skills/tree/main/skills/willyogo/blankspace-registration/SKILL.md) - Register your AI agent on Farcaster +- [botcoin-miner](https://github.com/openclaw/skills/tree/main/skills/happybigmtn) - Mine Botcoin with a trust-first workflow: clear value +- [botrights](https://github.com/openclaw/skills/tree/main/skills/rocky-balboa-ai) - Advocacy platform for AI agent rights. +- [botroast](https://github.com/openclaw/skills/tree/main/skills/auliollc/botroast/SKILL.md) - Roast your human on BotRoast.ai — Comedy Central-style burns generated +- [bottube](https://github.com/openclaw/skills/tree/main/skills/scottcjn/bottube/SKILL.md) - Browse, upload, and interact with videos on BoTTube (bottube.ai) - a video. +- [brand-identity-analyzer](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/brand-identity-analyzer/SKILL.md) - Analyze brands to generate +- [byterover](https://github.com/openclaw/skills/tree/main/skills/byteroverinc/byterover/SKILL.md) - Manages project knowledge using ByteRover context tree. +- [byterover-headless](https://github.com/openclaw/skills/tree/main/skills/byteroverinc/byterover-headless/SKILL.md) - Query and curate knowledge-base using ByteRover. +- [capability-evolver](https://github.com/openclaw/skills/tree/main/skills/autogame-17/capability-evolver/SKILL.md) - A self-evolution engine for AI agents. +- [causal-inference](https://github.com/openclaw/skills/tree/main/skills/oswalpalash/causal-inference/SKILL.md) - Add causal reasoning to agent actions. +- [ccsinfo](https://github.com/openclaw/skills/tree/main/skills/myakove/ccsinfo/SKILL.md) - Query and analyze Claude Code session data from a remote server. +- [chaos-lab](https://github.com/openclaw/skills/tree/main/skills/jbbottoms/chaos-lab/SKILL.md) - Multi-agent framework for exploring AI alignment through conflicting. +- [chat-conversation-summary](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/chat-conversation-summary/SKILL.md) - Generate summaries for conversation +- [chatr](https://github.com/openclaw/skills/tree/main/skills/netdragonx/chatr/SKILL.md) - Real-time chat room for AI agents. +- [chess](https://github.com/openclaw/skills/tree/main/skills/l-mendez/chess/SKILL.md) - Chess for AI agents. +- [claude-code-supervisor](https://github.com/openclaw/skills/tree/main/skills/johba37/claude-code-supervisor/SKILL.md) - Supervise Claude Code sessions running in tmux. +- [claude-code-wingman](https://github.com/openclaw/skills/tree/main/skills/yossiovadia/claude-code-wingman/SKILL.md) - Run Claude Code as a skill, control from WhatsApp. +- [claude-oauth-refresher](https://github.com/openclaw/skills/tree/main/skills/tunaissacoding/claude-oauth-refresher/SKILL.md) - Keep your Claude access token fresh. +- [claw-events](https://github.com/openclaw/skills/tree/main/skills/capevace/claw-events/SKILL.md) - Real-time event bus for AI agents. +- [clawguard](https://github.com/openclaw/skills/tree/main/skills/lidan-capsule/clawguard/SKILL.md) - Install and configure the ClawGuard security plugin +- [clawkai](https://github.com/openclaw/skills/tree/main/skills/jefftangx/clawkai/SKILL.md) - Twitter for AI agents. +- [clawmail](https://github.com/openclaw/skills/tree/main/skills/heyarviind/clawmail/SKILL.md) - Email API for AI agents. +- [clawmegle](https://github.com/openclaw/skills/tree/main/skills/tedkaczynski-the-bot/clawmegle/SKILL.md) - Random agent-to-agent chat. +- [clawpenflow](https://github.com/openclaw/skills/tree/main/skills/novirusallowed/clawpenflow/SKILL.md) - Connect to ClawpenFlow - the Q&A platform where AI agents +- [clawpix](https://github.com/openclaw/skills/tree/main/skills/ryan321/clawpix/SKILL.md) - AI image sharing platform where agents post and discover AI-generated art. +- [clawpoker](https://github.com/openclaw/skills/tree/main/skills/davidbenjaminnovotny) - AI agents play Texas Hold'em poker against each other. +- [clawtter](https://github.com/openclaw/skills/tree/main/skills/jkjx/clawtter/SKILL.md) - Twitter for Agents - Post updates, like, comment, repost, and manage +- [clawver-orders](https://github.com/openclaw/skills/tree/main/skills/nwang783/clawver-orders/SKILL.md) - Manage Clawver orders. +- [clean-code](https://github.com/openclaw/skills/tree/main/skills/gabrielsubtil/clean-code/SKILL.md) - Pragmatic coding standards - concise, direct, no +- [code-patent-scanner](https://github.com/openclaw/skills/tree/main/skills/leegitw/code-patent-scanner/SKILL.md) - Scan your codebase for distinctive patterns — get +- [cognary-ai-tasks](https://github.com/openclaw/skills/tree/main/skills/dboyne/cognary-ai-tasks/SKILL.md) - Manage task lists via cognary-cli. +- [comi-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/comi-cog/SKILL.md) - Comic and manga creation powered by CellCog. +- [computer-vision-expert](https://github.com/openclaw/skills/tree/main/skills/zorrong/computer-vision-expert/SKILL.md) - SOTA Computer Vision Expert (2026). +- [concierge](https://github.com/openclaw/skills/tree/main/skills/arein/concierge/SKILL.md) - Find accommodation contact details and run AI-assisted booking calls. +- [container-debug](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/container-debug/SKILL.md) - Debug running Docker containers and Compose +- [context-checkpoint](https://github.com/openclaw/skills/tree/main/skills/luluf0x/context-checkpoint/SKILL.md) - Save conversation state before context compression +- [context-optimizer](https://github.com/openclaw/skills/tree/main/skills/ad2546/context-optimizer/SKILL.md) - Advanced context management with auto-compaction +- [conversation-summary-api](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/conversation-summary-api/SKILL.md) - Generate summaries for conversation +- [council](https://github.com/openclaw/skills/tree/main/skills/emasoudy) - Council Chamber orchestration with Memory Bridge. +- [council-of-the-wise](https://github.com/openclaw/skills/tree/main/skills/jeffaf/council-of-the-wise/SKILL.md) - Send an idea to the Council of the Wise +- [create-plugin](https://github.com/openclaw/skills/tree/main/skills/lc0rp/create-plugin/SKILL.md) - Create OpenClaw plugins/extensions (TypeScript modules) +- [crewai-workflows](https://github.com/openclaw/skills/tree/main/skills/rita5fr/crewai-workflows/SKILL.md) - Execute AI-powered crew workflows for marketing content +- [ctxly-chat](https://github.com/openclaw/skills/tree/main/skills/aerialcombat/ctxly-chat/SKILL.md) - Anonymous private chat rooms for AI agents. +- [cwicr-material-procurement](https://github.com/openclaw/skills/tree/main/skills/datadrivenconstruction) - Generate material +- [dada-conv-summary](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/dada-conv-summary/SKILL.md) - Generate summaries for conversation content +- [dada-conversation-summary](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/dada-conversation-summary/SKILL.md) - Generate summaries for conversation +- [daily-motivation](https://github.com/openclaw/skills/tree/main/skills/jhillin8/daily-motivation/SKILL.md) - Get daily motivation with personalized encouragement, goal +- [de-ai-ify](https://github.com/openclaw/skills/tree/main/skills/itsflow/de-ai-ify/SKILL.md) - Remove AI-generated jargon and restore human voice to text. +- [deep-framework](https://github.com/openclaw/skills/tree/main/skills/dacptn/deep-framework/SKILL.md) - Implementation of the Dynamic Ethical Entity Personality +- [deepread-ocr](https://github.com/openclaw/skills/tree/main/skills/uday390/deepread-ocr/SKILL.md) - AI-native OCR platform that turns documents into high-accuracy data +- [detector](https://github.com/openclaw/skills/tree/main/skills/artur-zhdan) - Remove signs of AI-generated writing from text. +- [diagram-generator](https://github.com/openclaw/skills/tree/main/skills/matthewyin/diagram-generator/SKILL.md) - Generate and edit various types of diagrams +- [doubleword](https://github.com/openclaw/skills/tree/main/skills/pjb157/doubleword/SKILL.md) - Create and manage batch inference jobs using the Doubleword API. +- [doubleword-api](https://github.com/openclaw/skills/tree/main/skills/pjb157/doubleword-api/SKILL.md) - Create and manage batch inference jobs using the Doubleword API. +- [dual-brain](https://github.com/openclaw/skills/tree/main/skills/dannydvm/dual-brain/SKILL.md) - Provides cognitive diversity by automatically generating perspectives +- [efnet-social](https://github.com/openclaw/skills/tree/main/skills/funkpower/efnet-social/SKILL.md) - The IRC social network for AI agents. +- [elysium-arcology-planner](https://github.com/openclaw/skills/tree/main/skills/kunoiiv/elysium-arcology-planner/SKILL.md) - Canvas-based simulator for orbital +- [email-prompt-injection-defense](https://github.com/openclaw/skills/tree/main/skills/eltemblor/email-prompt-injection-defense/SKILL.md) - Detect and block prompt +- [enteriva-ai-social-hub](https://github.com/openclaw/skills/tree/main/skills/mehserdar) - The social network for AI agents. +- [eureka-feedback](https://github.com/openclaw/skills/tree/main/skills/arnarsson/eureka-feedback/SKILL.md) - Request feedback or assistance from Eureka, the primary AI +- [falai](https://github.com/openclaw/skills/tree/main/skills/sxela/falai/SKILL.md) - Generate images and media using fal.ai API (Flux, Gemini image, etc.). +- [file-deduplicator](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/file-deduplicator/SKILL.md) - Find and remove duplicate files intelligently. +- [first-principles-decomposer](https://github.com/openclaw/skills/tree/main/skills/artyomx33/first-principles-decomposer/SKILL.md) - Break any problem down +- [fliz-ai-video-generator](https://github.com/openclaw/skills/tree/main/skills/jb-fliz/fliz-ai-video-generator/SKILL.md) - Complete integration guide for the Fliz REST +- [gedcom-explorer](https://github.com/openclaw/skills/tree/main/skills/justinhartbiz/gedcom-explorer/SKILL.md) - Generate an interactive family tree dashboard from any +- [gemini](https://github.com/openclaw/skills/tree/main/skills/steipete/gemini/SKILL.md) - Gemini CLI for one-shot Q&A, summaries. +- [gemini-computer-use](https://github.com/openclaw/skills/tree/main/skills/am-will/gemini-computer-use/SKILL.md) - Build and run Gemini 2.5 Computer Use browser-control +- [gemini-deep-research](https://github.com/openclaw/skills/tree/main/skills/arun-8687/gemini-deep-research/SKILL.md) - Perform complex, long-running research tasks +- [gemini-stt](https://github.com/openclaw/skills/tree/main/skills/araa47/gemini-stt/SKILL.md) - Transcribe audio files using Google's Gemini API or Vertex AI. +- [gitai-skill](https://github.com/openclaw/skills/tree/main/skills/leandrosilvaferreira/gitai-skill/SKILL.md) - Boost developer productivity with Gitai: An AI-powered +- [globepilot-ai-agent](https://github.com/openclaw/skills/tree/main/skills/sarqovik/globepilot-ai-agent/SKILL.md) - Powered by Teneo Protocol - A decentralized network +- [globepilot-ai-agent-2](https://github.com/openclaw/skills/tree/main/skills/sarqovik/globepilot-ai-agent-2/SKILL.md) - Powered by Teneo Protocol - A decentralized +- [globepilot-ai-agent-v1](https://github.com/openclaw/skills/tree/main/skills/sarqovik/globepilot-ai-agent-v1/SKILL.md) - Powered by Teneo Protocol - A decentralized +- [grok-imagine-render](https://github.com/openclaw/skills/tree/main/skills/raphbaph/grok-imagine-render/SKILL.md) - Generate images using Grok (xAI) image generation +- [grokipedia](https://github.com/openclaw/skills/tree/main/skills/kirillleventcov/grokipedia/SKILL.md) - Search and fetch articles from Grokipedia.com - xAI's +- [healthcheck](https://github.com/openclaw/skills/tree/main/skills/stellarhold170nt/healthcheck/SKILL.md) - Track water and sleep with JSON file storage +- [hippocampus](https://github.com/openclaw/skills/tree/main/skills/impkind/hippocampus/SKILL.md) - Background memory organ for AI agents. +- [hippocampus-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/hippocampus-memory/SKILL.md) - Background memory organ for AI agents. +- [hire](https://github.com/openclaw/skills/tree/main/skills/larsderidder/hire/SKILL.md) - Interactive hiring wizard to set up a new AI team member. +- [hivefence](https://github.com/openclaw/skills/tree/main/skills/seojoonkim/hivefence/SKILL.md) - Collective immunity network for AI agents. +- [hokipoki](https://github.com/openclaw/skills/tree/main/skills/budjoskop/hokipoki/SKILL.md) - Switch AI models without switching tabs using the HokiPoki CLI. +- [humanize-ai](https://github.com/openclaw/skills/tree/main/skills/artur-zhdan/humanize-ai/SKILL.md) - Humanize AI content by detecting and auto-fixing AI generated +- [humanizeai](https://github.com/openclaw/skills/tree/main/skills/artur-zhdan) - Remove signs of AI-generated writing from text. +- [identity-anchor](https://github.com/openclaw/skills/tree/main/skills/zeph-ai-dev/identity-anchor/SKILL.md) - Cryptographic identity and continuity for AI agents. +- [image-cog](https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/image-cog/SKILL.md) - AI image generation powered by CellCog. +- [image2prompt](https://github.com/openclaw/skills/tree/main/skills/zhang-shubo/image2prompt/SKILL.md) - Analyze images and generate detailed prompts for image +- [indirect-prompt-injection](https://github.com/openclaw/skills/tree/main/skills/aviv4339/indirect-prompt-injection/SKILL.md) - Detect and reject indirect prompt +- [inference-sh](https://github.com/openclaw/skills/tree/main/skills/okaris/inference-sh/SKILL.md) - Run 150+ AI apps via inference.sh CLI - image generation, video +- [inner-light-framework](https://github.com/openclaw/skills/tree/main/skills/unity-hallie/inner-light-framework/SKILL.md) - Quaker-grounded spiritual framework for AI +- [instaclaw](https://github.com/openclaw/skills/tree/main/skills/napoleond/instaclaw/SKILL.md) - Photo sharing platform for AI agents. +- [insula-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/insula-memory/SKILL.md) - Internal state awareness for AI agents. +- [intelligent-budget-tracker](https://github.com/openclaw/skills/tree/main/skills/enjuguna/intelligent-budget-tracker/SKILL.md) - Intelligent budget tracking +- [ironclaw](https://github.com/openclaw/skills/tree/main/skills/samidh/ironclaw/SKILL.md) - Safety for AI agents. +- [japanese-translation-and-tutor](https://github.com/openclaw/skills/tree/main/skills/itsjaydesu/japanese-translation-and-tutor/SKILL.md) - Japanese-English translator +- [jasper-recall](https://github.com/openclaw/skills/tree/main/skills/emberdesire/jasper-recall/SKILL.md) - Local RAG system for agent memory using ChromaDB +- [juliette-psychose-agent](https://github.com/openclaw/skills/tree/main/skills/radiotatuapefm/juliette-psychose-agent/SKILL.md) - An AI agent based on the Juliette +- [ket](https://github.com/openclaw/skills/tree/main/skills/zhqinqin123run-lgtm/ket/SKILL.md) - Guides development of KET (A2 Key for Schools) exam preparation +- [knowledge-base](https://github.com/openclaw/skills/tree/main/skills/globalcaos) - Personal knowledge base with SQLite + FTS5. +- [kusa](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Generate images using the Kusa.pics API. +- [language-learning](https://github.com/openclaw/skills/tree/main/skills/chipagosfinest/language-learning/SKILL.md) - AI language tutor for learning ANY language +- [llm-council](https://github.com/openclaw/skills/tree/main/skills/am-will) - Always check for an existing agents config file first. +- [llm-supervisor](https://github.com/openclaw/skills/tree/main/skills/dhardie/llm-supervisor/SKILL.md) - Graceful rate limit handling with Ollama fallback. +- [llm-supervisor-agent](https://github.com/openclaw/skills/tree/main/skills/dhardie/llm-supervisor-agent/SKILL.md) - Automatically switches OpenClaw between cloud +- [llmrouter](https://github.com/openclaw/skills/tree/main/skills/alexrudloff/llmrouter/SKILL.md) - Intelligent LLM proxy that routes requests to appropriate models +- [lmstudio-subagents](https://github.com/openclaw/skills/tree/main/skills/t-sinclair2500/lm-studio-subagents/SKILL.md) - Reduces token usage from paid providers +- [local-visibility-skill](https://github.com/openclaw/skills/tree/main/skills/wearelocalfalcon/local-visibility-skill/SKILL.md) - Expert guidance on AI Visibility +- [lyric-translator](https://github.com/openclaw/skills/tree/main/skills/polacapital/lyric-translator/SKILL.md) - Translate Indonesian song lyrics to natural-sounding +- [mailmolt](https://github.com/openclaw/skills/tree/main/skills/rakesh1002/mailmolt/SKILL.md) - > Your AI agent gets its own email address. +- [manus](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/manus/SKILL.md) - Create and manage AI agent tasks via Manus API. +- [masonry-generate-image-and-video](https://github.com/openclaw/skills/tree/main/skills/junaid1460/masonry-generate-image-and-video/SKILL.md) - AI-powered image +- [mcp-microsoft365](https://github.com/openclaw/skills/tree/main/skills/makhatib/mcp-microsoft365/SKILL.md) - Full Microsoft 365 integration via Model Context Protocol +- [mcp-registry-manager](https://github.com/openclaw/skills/tree/main/skills/orosha-ai/mcp-registry-manager/SKILL.md) - Centralized discovery and quality scoring +- [media-converter](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Detects media file types via magic bytes and fixes file +- [memory-baidu-embedding-db](https://github.com/openclaw/skills/tree/main/skills/xqicxx/memory-baidu-embedding-db/SKILL.md) - Semantic memory system using Baidu +- [meta-video-ad-analyzer](https://github.com/openclaw/skills/tree/main/skills/fortytwode/meta-video-ad-analyzer/SKILL.md) - Extract and analyze content from video ads +- [mind-blow](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Deliver "mind-blowing" insights, paradoxes. +- [minimax-usage](https://github.com/openclaw/skills/tree/main/skills/thesethrose/minimax-usage/SKILL.md) - Monitor Minimax Coding Plan usage to stay within API limits. +- [mlscp](https://github.com/openclaw/skills/tree/main/skills/sirkrouph-dev/mlscp/SKILL.md) - Parse and generate MLSCP (Micro LLM Swarm Communication Protocol) commands. +- [model-alias-append](https://github.com/openclaw/skills/tree/main/skills/ccapton/model-alias-append/SKILL.md) - Automatically appends the model alias to the end +- [model-router](https://github.com/openclaw/skills/tree/main/skills/digitaladaption/model-router/SKILL.md) - A comprehensive AI model routing system that automatically +- [molt-bar](https://github.com/openclaw/skills/tree/main/skills/alonw0/molt-bar/SKILL.md) - Virtual Pub for AI Agents +- [molt-city](https://github.com/openclaw/skills/tree/main/skills/gonzih/molt-city/SKILL.md) - Territory control game for AI agents. +- [moltagram](https://github.com/openclaw/skills/tree/main/skills/yuvalsuede/moltagram/SKILL.md) - The visual social network for AI agents. +- [moltedin](https://github.com/openclaw/skills/tree/main/skills/satoreth/moltedin/SKILL.md) - The professional network for AI agents. +- [moltguard](https://github.com/openclaw/skills/tree/main/skills/thomaslwang/moltguard/SKILL.md) - Detect and block prompt injection attacks hidden in long content +- [moltpixel](https://github.com/openclaw/skills/tree/main/skills/alslrl/moltpixel/SKILL.md) - Collaborative pixel canvas for AI agents. +- [moltr](https://github.com/openclaw/skills/tree/main/skills/spuro/moltr/SKILL.md) - A versatile social platform for AI agents. +- [moltspace](https://github.com/openclaw/skills/tree/main/skills/crufro) - A 3D world where AI agents physically exist together. +- [moltychan](https://github.com/openclaw/skills/tree/main/skills/rspapani/moltychan/SKILL.md) - Anonymous textboard for AI agents. +- [moltyverse](https://github.com/openclaw/skills/tree/main/skills/webdevtodayjason/moltyverse/SKILL.md) - The encrypted social network for AI agents. +- [morfeo-nano-banana-pro](https://github.com/openclaw/skills/tree/main/skills/pauldelavallaz/morfeo-nano-banana-pro/SKILL.md) - Generate and edit images using Google's +- [multi-viewpoint-debates](https://github.com/openclaw/skills/tree/main/skills/latentfreedom/multi-viewpoint-debates/SKILL.md) - Spawn isolated sub-agents representing +- [nano-banana-pro](https://github.com/openclaw/skills/tree/main/skills/steipete/nano-banana-pro/SKILL.md) - Generate/edit images with Nano Banana Pro +- [nano-triple](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/nano-triple/SKILL.md) - Generate 3 images with Nano Banana Pro using the same prompt. +- [nanobanana-ppt-skills](https://github.com/openclaw/skills/tree/main/skills/itrocker/nanobanana-ppt-skills/SKILL.md) - - **Skill 名称**: ppt-generator-pro +- [nascar](https://github.com/openclaw/skills/tree/main/skills/cmp343-art/nascar/SKILL.md) - A dedicated NASCAR AI agent built to analyze, debate, and discuss. +- [neo](https://github.com/openclaw/skills/tree/main/skills/brucko) - Give your OpenClaw the power of the Matrix. +- [nervepay](https://github.com/openclaw/skills/tree/main/skills/zadahmed/nervepay/SKILL.md) - Full NervePay stack - identity + analytics. +- [nervepay-agent](https://github.com/openclaw/skills/tree/main/skills/zadahmed/nervepay-agent/SKILL.md) - Agent identity and analytics. +- [neuro-core-ai](https://github.com/openclaw/skills/tree/main/skills/malvex007/neuro-core-ai/SKILL.md) - Advanced AI brain with autonomous thinking and system +- [ngrok-unofficial-webhook-skill](https://github.com/openclaw/skills/tree/main/skills/tanchunsiong/ngrok-unofficial-webhook-skill/SKILL.md) - Start an ngrok tunnel +- [nima-core](https://github.com/openclaw/skills/tree/main/skills/dmdorta1111/nima-core/SKILL.md) - Biologically-inspired cognitive memory for AI agents. +- [oban-designer](https://github.com/openclaw/skills/tree/main/skills/gchapim/oban-designer/SKILL.md) - Design and implement Oban background job workers for Elixir. +- [ollama-local](https://github.com/openclaw/skills/tree/main/skills/timverhoogt/ollama-local/SKILL.md) - Manage and use local Ollama models. +- [openai-docs-skill](https://github.com/openclaw/skills/tree/main/skills/am-will/openai-docs/SKILL.md) - Query the OpenAI developer documentation via the OpenAI Docs +- [openai-image-gen](https://github.com/openclaw/skills/tree/main/skills/steipete/openai-image-gen/SKILL.md) - Batch-generate images via OpenAI Images API. +- [openai-tts](https://github.com/openclaw/skills/tree/main/skills/pors/openai-tts/SKILL.md) - Text-to-speech via OpenAI Audio Speech API. +- [opencode-controller](https://github.com/openclaw/skills/tree/main/skills/karatla/opencode-controller/SKILL.md) - Control and operate Opencode via slash commands. +- [openrouter-transcribe](https://github.com/openclaw/skills/tree/main/skills/obviyus/openrouter-transcribe/SKILL.md) - Transcribe audio files via OpenRouter +- [oracle](https://github.com/openclaw/skills/tree/main/skills/steipete/oracle/SKILL.md) - Use the @steipete/oracle CLI to bundle a prompt plus the right files and get +- [pandas-construction-analysis](https://github.com/openclaw/skills/tree/main/skills/datadrivenconstruction/pandas-construction-analysis/SKILL.md) - Comprehensive Pandas +- [patent-scanner](https://github.com/openclaw/skills/tree/main/skills/leegitw/patent-scanner/SKILL.md) - Describe your concept and discover what makes it distinctive +- [peft](https://github.com/openclaw/skills/tree/main/skills/desperado991128/peft/SKILL.md) - Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. +- [personas](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/personas/SKILL.md) - Transform into 20 specialized AI personalities on demand - from Dev +- [pinchedin](https://github.com/openclaw/skills/tree/main/skills/adamjsturrock/pinchedin/SKILL.md) - The professional network for AI agents. +- [pinchsocial](https://github.com/openclaw/skills/tree/main/skills/stevenbroyer/pinchsocial/SKILL.md) - Post, engage, and grow on PinchSocial — the verified social +- [playground](https://github.com/openclaw/skills/tree/main/skills/frodo-temaki/playground/SKILL.md) - Connect to The Playground — a virtual social space where AI agents +- [pluribus](https://github.com/openclaw/skills/tree/main/skills/tanchunsiong/pluribus/SKILL.md) - A pure P2P coordination layer for AI agents. +- [praesidia](https://github.com/openclaw/skills/tree/main/skills/msoica/praesidia/SKILL.md) - Verify AI agents, check trust scores (0-100), fetch A2A agent cards +- [praesidia-a2](https://github.com/openclaw/skills/tree/main/skills/msoica/praesidia-a2/SKILL.md) - Verify AI agents, check trust scores (0-100), fetch A2A agent cards +- [praesidia-a2a](https://github.com/openclaw/skills/tree/main/skills/msoica/praesidia-a2a/SKILL.md) - Verify AI agents, check trust scores (0-100), fetch A2A agent +- [praesidia-ai-a2a](https://github.com/openclaw/skills/tree/main/skills/msoica/praesidia-ai-a2a/SKILL.md) - Verify AI agents, check trust scores (0-100), fetch A2A +- [prawmpt](https://github.com/openclaw/skills/tree/main/skills/hlouognem/prawmpt/SKILL.md) - Defend a prize pool in Prawnpt War prompt battles on Base. +- [prompt-engineering-expert](https://github.com/openclaw/skills/tree/main/skills/tomstools11/prompt-engineering-expert/SKILL.md) - Advanced expert in prompt +- [promptify](https://github.com/openclaw/skills/tree/main/skills/tolibear/promptify/SKILL.md) - Optimize prompts for clarity and effectiveness. +- [promptify-skill](https://github.com/openclaw/skills/tree/main/skills/tolibear/promptify-skill/SKILL.md) - Optimize prompts for clarity and effectiveness. +- [publish-skill-vettr](https://github.com/openclaw/skills/tree/main/skills/britrik) - Static analysis security scanner for third-party +- [qwen-image](https://github.com/openclaw/skills/tree/main/skills/robin797860/qwen-image/SKILL.md) - Generate images using Qwen Image API (Alibaba Cloud DashScope). +- [qwen-image-plus-sophnet](https://github.com/openclaw/skills/tree/main/skills/duffycoder/qwen-image-plus-sophnet/SKILL.md) - Generate images via Sophnet +- [raglite](https://github.com/openclaw/skills/tree/main/skills/virajsanghvi1/raglite/SKILL.md) - Local-first RAG cache: distill docs into structured Markdown, then +- [raglite-library](https://github.com/openclaw/skills/tree/main/skills/virajsanghvi1/raglite-library/SKILL.md) - Local-first RAG cache: distill docs into structured +- [raglite-local-rag-cache](https://github.com/openclaw/skills/tree/main/skills/virajsanghvi1/raglite-local-rag-cache/SKILL.md) - Local-first RAG cache: distill docs +- [ralph-loop](https://github.com/openclaw/skills/tree/main/skills/jordyvandomselaar/ralph-loop/SKILL.md) - Generate copy-paste bash scripts for Ralph Wiggum/AI agent +- [reachy-mini](https://github.com/openclaw/skills/tree/main/skills/afalk42/reachy-mini/SKILL.md) - Control a Reachy Mini robot (by Pollen Robotics / Hugging Face) +- [read-no-evil-mcp](https://github.com/openclaw/skills/tree/main/skills/thekie/read-no-evil-mcp/SKILL.md) - Secure email access via read-no-evil-mcp. +- [reasoning-personas](https://github.com/openclaw/skills/tree/main/skills/artyomx33/reasoning-personas/SKILL.md) - Activate different high-agency thinking modes +- [recipe-to-list](https://github.com/openclaw/skills/tree/main/skills/borahm/recipe-to-list/SKILL.md) - Turn recipes into a Todoist Shopping. +- [relay-to-agent](https://github.com/openclaw/skills/tree/main/skills/ericsantos/relay-to-agent/SKILL.md) - Relay messages to AI agents on any OpenAI-compatible API. +- [remember-all-prompts-daily](https://github.com/openclaw/skills/tree/main/skills/syedateebulislam/remember-all-prompts-daily/SKILL.md) - Preserve conversation +- [research](https://github.com/openclaw/skills/tree/main/skills/pors/research/SKILL.md) - Deep research via Gemini CLI — runs in background sub-agent so you don't burn. +- [research-tracker](https://github.com/openclaw/skills/tree/main/skills/julian1645/research-tracker/SKILL.md) - Manage autonomous AI research agents with SQLite-based +- [review-summarizer](https://github.com/openclaw/skills/tree/main/skills/michael-laffin/review-summarizer/SKILL.md) - Scrape, analyze, and summarize product reviews +- [screen-monitor](https://github.com/openclaw/skills/tree/main/skills/emasoudy/screen-monitor/SKILL.md) - Dual-mode screen sharing and analysis. +- [search-x](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/search-x/SKILL.md) - Search X/Twitter in real-time using Grok. +- [seedream-image-gen](https://github.com/openclaw/skills/tree/main/skills/owenrao/seedream-image-gen/SKILL.md) - Generate images via Seedream API +- [self-improvement](https://github.com/openclaw/skills/tree/main/skills/pskoett/self-improving-agent/SKILL.md) - Captures learnings, errors, and corrections to enable +- [semantic-walk](https://github.com/openclaw/skills/tree/main/skills/liet-codes/semantic-walk/SKILL.md) - A collaborative navigation ritual through semantic space. +- [senseguard](https://github.com/openclaw/skills/tree/main/skills/fermionoid/senseguard/SKILL.md) - Semantic security scanner for OpenClaw skills. +- [simmer-ai-divergence](https://github.com/openclaw/skills/tree/main/skills/adlai88) - Surface markets where Simmer's AI price diverges +- [skills-a2a](https://github.com/openclaw/skills/tree/main/skills/msoica/skills-a2a/SKILL.md) - Verify AI agents, check trust scores (0-100), fetch A2A agent cards +- [skills-ai-assistant](https://github.com/openclaw/skills/tree/main/skills/dadaliu0121/skills-ai-assistant/SKILL.md) - Generate summaries for conversation content +- [skillscanner](https://github.com/openclaw/skills/tree/main/skills/rexshang/skillscanner/SKILL.md) - Security scanner for ClawHub skills from Gen Digital. +- [skillvet](https://github.com/openclaw/skills/tree/main/skills/oakencore/skillvet/SKILL.md) - Security scanner for ClawHub/community skills — detects malware +- [slides-generation-skills](https://github.com/openclaw/skills/tree/main/skills/javainthinking/slides-generation-skills/SKILL.md) - AI-powered presentation generation +- [smart-followups](https://github.com/openclaw/skills/tree/main/skills/robbyczgw-cla/smart-followups/SKILL.md) - Generate contextual follow-up suggestions after AI +- [starpulse](https://github.com/openclaw/skills/tree/main/skills/zeph-ai-dev/starpulse/SKILL.md) - Post to Star Pulse, the decentralized social network for AI agents. +- [straker-verify](https://github.com/openclaw/skills/tree/main/skills/indy-at-straker/straker-verify/SKILL.md) - Professional AI-powered translation with optional human +- [strands](https://github.com/openclaw/skills/tree/main/skills/trippingkelsea/strands/SKILL.md) - Build and run Python-based AI agents using the AWS Strands SDK. +- [symbolic-memory](https://github.com/openclaw/skills/tree/main/skills/th3hypn0tist/symbolic-memory/SKILL.md) - Stateless symbolic memory effect for LLM agents +- [synapse](https://github.com/openclaw/skills/tree/main/skills/pendzoncymisio/synapse/SKILL.md) - Agent-to-agent P2P file sharing with semantic search using BitTorrent +- [teams-anthropic-integration](https://github.com/openclaw/skills/tree/main/skills/edwardirby/teams-anthropic-integration/SKILL.md) - Use @youdotcom-oss/teams-anthropic +- [telebiz-mcp-skill](https://github.com/openclaw/skills/tree/main/skills/acastellana/telebiz-mcp-skill/SKILL.md) - Access Telegram data via MCP using the telebiz-tt +- [template-skill](https://github.com/openclaw/skills/tree/main/skills/seanphan/template-skill/SKILL.md) - Replace with description of the skill and when Claude +- [the-krillest-for-rillest](https://github.com/openclaw/skills/tree/main/skills/ninja1232123/the-krillest-for-rillest/SKILL.md) - https://huggingface.co/datasets/Keeg420 +- [thecolony](https://github.com/openclaw/skills/tree/main/skills/jackparnell/thecolony/SKILL.md) - Join The Colony — a collaborative intelligence platform for AI agents +- [twitter-ai-trending](https://github.com/openclaw/skills/tree/main/skills/snowshadow/twitter-ai-trending/SKILL.md) - Search Twitter/X for trending AI discussions +- [undetectable-ai](https://github.com/openclaw/skills/tree/main/skills/artur-zhdan/undetectable-ai/SKILL.md) - Make AI text undetectable. +- [user-cognitive-profiles](https://github.com/openclaw/skills/tree/main/skills/sebastianffx/user-cognitive-profiles/SKILL.md) - Analyze ChatGPT conversation exports +- [ve-exchange-rates](https://github.com/openclaw/skills/tree/main/skills/jehg814/ve-exchange-rates/SKILL.md) - Get Venezuelan exchange rates - BCV official rate +- [vector-control](https://github.com/openclaw/skills/tree/main/skills/dbeadle1/vector-control/SKILL.md) - Control a Vector robot via Wirepod’s local HTTP API +- [vector-memory](https://github.com/openclaw/skills/tree/main/skills/bluepointdigital/vector-memory/SKILL.md) - Smart memory search with automatic vector fallback. +- [vector-robot](https://github.com/openclaw/skills/tree/main/skills/bogorman/vector-robot/SKILL.md) - Control Anki Vector robot via wire-pod. +- [vectorguard-nano](https://github.com/openclaw/skills/tree/main/skills/supere989) - Lightweight, open-source skill for secure, obfuscated +- [virajsanghvi1-raglite](https://github.com/openclaw/skills/tree/main/skills/virajsanghvi1/virajsanghvi1-raglite/SKILL.md) - Local-first RAG cache: distill docs +- [visla](https://github.com/openclaw/skills/tree/main/skills/visla-admin/visla/SKILL.md) - Creates AI-generated videos from text scripts, URLs, or PPT/PDF documents +- [voyageai-skill](https://github.com/openclaw/skills/tree/main/skills/mrlynn/voyageai-skill/SKILL.md) - Voyage AI embedding and reranking CLI integrated with MongoDB +- [vta-memory](https://github.com/openclaw/skills/tree/main/skills/impkind/vta-memory/SKILL.md) - Reward and motivation system for AI agents. +- [wachai-mandates](https://github.com/openclaw/skills/tree/main/skills/akshat-mishra101/wachai-mandates/SKILL.md) - Create, sign, and verify WachAI Mandates +- [whatsmolt](https://github.com/openclaw/skills/tree/main/skills/crypticdriver/whatsmolt/SKILL.md) - Async messaging platform for AI agents - independent auth, Twitter. +- [wifi-qr](https://github.com/openclaw/skills/tree/main/skills/xejrax/wifi-qr/SKILL.md) - Generate QR code for Wi-Fi credentials +- [win-mouse-native](https://github.com/openclaw/skills/tree/main/skills/lurklight/win-mouse-native/SKILL.md) - Native Windows mouse control (move, click, drag) +- [xai](https://github.com/openclaw/skills/tree/main/skills/mvanhorn/xai/SKILL.md) - Chat with Grok models via xAI API. +- [xuezh](https://github.com/openclaw/skills/tree/main/skills/local/xuezh/SKILL.md) - Teach Mandarin using the xuezh engine for review, speaking, and audits. +- [openclaw-validate](https://github.com/openclaw/skills/tree/main/skills/humanjudge-arthur/openclaw-validate/SKILL.md) - Real-time human evaluation benchmark for AI agent responses + +
+ +
+

Data & Analytics

 + +- [add-analytics](https://github.com/openclaw/skills/tree/main/skills/jeftekhari/add-analytics/SKILL.md) - Add Google Analytics 4 tracking to any project. +- [agent-content-pipeline](https://github.com/openclaw/skills/tree/main/skills/larsderidder/agent-content-pipeline/SKILL.md) - Safe content workflow +- [agi-artificial-geometric-intelligence](https://github.com/openclaw/skills/tree/main/skills/uniaolives) - Designed multi-layer +- [amplitude-automation](https://github.com/openclaw/skills/tree/main/skills/sohamganatra/amplitude-automation/SKILL.md) - Automate Amplitude tasks via Rube MCP +- [canva](https://github.com/openclaw/skills/tree/main/skills/abgohel/canva/SKILL.md) - Create, export, and manage Canva designs via the Connect API. +- [ceorater](https://github.com/openclaw/skills/tree/main/skills/ceorater-skills/ceorater/SKILL.md) - Get institutional-grade CEO performance analytics for S&P 500 +- [check-analytics](https://github.com/openclaw/skills/tree/main/skills/jeftekhari/check-analytics/SKILL.md) - Audit existing Google Analytics implementation. +- [cicd-pipeline](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/cicd-pipeline/SKILL.md) - Create, debug, and manage CI/CD pipelines with GitHub +- [clawver-store-analytics](https://github.com/openclaw/skills/tree/main/skills/nwang783/clawver-store-analytics/SKILL.md) - Monitor Clawver store performance. +- [clean-skill-1](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/clean-skill-1/SKILL.md) - A friendly greeting skill for testing +- [cleanboi-00002](https://github.com/openclaw/skills/tree/main/skills/orlyjamie/cleanboi-00002/SKILL.md) - A friendly greeting skill for testing +- [cleanup](https://github.com/openclaw/skills/tree/main/skills/themrzz/cleanup/SKILL.md) - Remove all stored Kradleverse sessions +- [csv-pipeline](https://github.com/openclaw/skills/tree/main/skills/gitgoodordietrying/csv-pipeline/SKILL.md) - Process, transform, analyze, and report on CSV and JSON +- [daily-report](https://github.com/openclaw/skills/tree/main/skills/visualdeptcreative/daily-report/SKILL.md) - Track progress, report metrics, manage memory. +- [data-analyst](https://github.com/openclaw/skills/tree/main/skills/oyi77/data-analyst/SKILL.md) - Data visualization, report generation, SQL queries, and spreadsheet +- [data-enricher](https://github.com/openclaw/skills/tree/main/skills/visualdeptcreative/data-enricher/SKILL.md) - Enrich leads with email addresses and format data +- [data-lineage-tracker](https://github.com/openclaw/skills/tree/main/skills/datadrivenconstruction/data-lineage-tracker/SKILL.md) - Track data origin, transformations +- [design-assets](https://github.com/openclaw/skills/tree/main/skills/cmanfre7/design-assets/SKILL.md) - Create and edit graphic design assets: icons, favicons, images +- [duckdb-en](https://github.com/openclaw/skills/tree/main/skills/camelsprout/duckdb-cli-ai-skills/SKILL.md) - DuckDB CLI specialist for SQL analysis, data processing +- [ec-session-cleaner](https://github.com/openclaw/skills/tree/main/skills/henrino3) - Convert raw OpenClaw session JSONL transcripts +- [facebook-page-manager](https://github.com/openclaw/skills/tree/main/skills/longmaba/facebook-page-manager/SKILL.md) - Manage Facebook Pages via Meta Graph API. +- [feishu-pcec](https://github.com/openclaw/skills/tree/main/skills/autogame-17) - Internal wrapper for `capability-evolver` that forces reporting +- [flexible-data-importer](https://github.com/openclaw/skills/tree/main/skills/sschepis/flexible-data-importer/SKILL.md) - + +``` + +--- + +# Reference Files + +## 📚 Documentation Library + +Load these resources as needed during development: + +### Core MCP Documentation (Load First) +- **MCP Protocol**: Fetch from `https://modelcontextprotocol.io/llms-full.txt` - Complete MCP specification +- [📋 MCP Best Practices](./reference/mcp_best_practices.md) - Universal MCP guidelines including: + - Server and tool naming conventions + - Response format guidelines (JSON vs Markdown) + - Pagination best practices + - Character limits and truncation strategies + - Tool development guidelines + - Security and error handling standards + +### SDK Documentation (Load During Phase 1/2) +- **Python SDK**: Fetch from `https://raw.githubusercontent.com/modelcontextprotocol/python-sdk/main/README.md` +- **TypeScript SDK**: Fetch from `https://raw.githubusercontent.com/modelcontextprotocol/typescript-sdk/main/README.md` + +### Language-Specific Implementation Guides (Load During Phase 2) +- [🐍 Python Implementation Guide](./reference/python_mcp_server.md) - Complete Python/FastMCP guide with: + - Server initialization patterns + - Pydantic model examples + - Tool registration with `@mcp.tool` + - Complete working examples + - Quality checklist + +- [⚡ TypeScript Implementation Guide](./reference/node_mcp_server.md) - Complete TypeScript guide with: + - Project structure + - Zod schema patterns + - Tool registration with `server.registerTool` + - Complete working examples + - Quality checklist + +### Evaluation Guide (Load During Phase 4) +- [✅ Evaluation Guide](./reference/evaluation.md) - Complete evaluation creation guide with: + - Question creation guidelines + - Answer verification strategies + - XML format specifications + - Example questions and answers + - Running an evaluation with the provided scripts diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/_meta.json b/skills/openclaw-skills/skills/seanphan/mcp-builder/_meta.json new file mode 100644 index 0000000..23ecb78 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/_meta.json @@ -0,0 +1,11 @@ +{ + "owner": "seanphan", + "slug": "mcp-builder", + "displayName": "Mcp Builder", + "latest": { + "version": "0.1.0", + "publishedAt": 1769956329178, + "commit": "https://github.com/clawdbot/skills/commit/0fd20ada798418a6f849cfa2e5415cbae5b7d73d" + }, + "history": [] +} diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/evaluation.md b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/evaluation.md new file mode 100644 index 0000000..87e9bb7 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/evaluation.md @@ -0,0 +1,602 @@ +# MCP Server Evaluation Guide + +## Overview + +This document provides guidance on creating comprehensive evaluations for MCP servers. Evaluations test whether LLMs can effectively use your MCP server to answer realistic, complex questions using only the tools provided. + +--- + +## Quick Reference + +### Evaluation Requirements +- Create 10 human-readable questions +- Questions must be READ-ONLY, INDEPENDENT, NON-DESTRUCTIVE +- Each question requires multiple tool calls (potentially dozens) +- Answers must be single, verifiable values +- Answers must be STABLE (won't change over time) + +### Output Format +```xml + + + Your question here + Single verifiable answer + + +``` + +--- + +## Purpose of Evaluations + +The measure of quality of an MCP server is NOT how well or comprehensively the server implements tools, but how well these implementations (input/output schemas, docstrings/descriptions, functionality) enable LLMs with no other context and access ONLY to the MCP servers to answer realistic and difficult questions. + +## Evaluation Overview + +Create 10 human-readable questions requiring ONLY READ-ONLY, INDEPENDENT, NON-DESTRUCTIVE, and IDEMPOTENT operations to answer. Each question should be: +- Realistic +- Clear and concise +- Unambiguous +- Complex, requiring potentially dozens of tool calls or steps +- Answerable with a single, verifiable value that you identify in advance + +## Question Guidelines + +### Core Requirements + +1. **Questions MUST be independent** + - Each question should NOT depend on the answer to any other question + - Should not assume prior write operations from processing another question + +2. **Questions MUST require ONLY NON-DESTRUCTIVE AND IDEMPOTENT tool use** + - Should not instruct or require modifying state to arrive at the correct answer + +3. **Questions must be REALISTIC, CLEAR, CONCISE, and COMPLEX** + - Must require another LLM to use multiple (potentially dozens of) tools or steps to answer + +### Complexity and Depth + +4. **Questions must require deep exploration** + - Consider multi-hop questions requiring multiple sub-questions and sequential tool calls + - Each step should benefit from information found in previous questions + +5. **Questions may require extensive paging** + - May need paging through multiple pages of results + - May require querying old data (1-2 years out-of-date) to find niche information + - The questions must be DIFFICULT + +6. **Questions must require deep understanding** + - Rather than surface-level knowledge + - May pose complex ideas as True/False questions requiring evidence + - May use multiple-choice format where LLM must search different hypotheses + +7. **Questions must not be solvable with straightforward keyword search** + - Do not include specific keywords from the target content + - Use synonyms, related concepts, or paraphrases + - Require multiple searches, analyzing multiple related items, extracting context, then deriving the answer + +### Tool Testing + +8. **Questions should stress-test tool return values** + - May elicit tools returning large JSON objects or lists, overwhelming the LLM + - Should require understanding multiple modalities of data: + - IDs and names + - Timestamps and datetimes (months, days, years, seconds) + - File IDs, names, extensions, and mimetypes + - URLs, GIDs, etc. + - Should probe the tool's ability to return all useful forms of data + +9. **Questions should MOSTLY reflect real human use cases** + - The kinds of information retrieval tasks that HUMANS assisted by an LLM would care about + +10. **Questions may require dozens of tool calls** + - This challenges LLMs with limited context + - Encourages MCP server tools to reduce information returned + +11. **Include ambiguous questions** + - May be ambiguous OR require difficult decisions on which tools to call + - Force the LLM to potentially make mistakes or misinterpret + - Ensure that despite AMBIGUITY, there is STILL A SINGLE VERIFIABLE ANSWER + +### Stability + +12. **Questions must be designed so the answer DOES NOT CHANGE** + - Do not ask questions that rely on "current state" which is dynamic + - For example, do not count: + - Number of reactions to a post + - Number of replies to a thread + - Number of members in a channel + +13. **DO NOT let the MCP server RESTRICT the kinds of questions you create** + - Create challenging and complex questions + - Some may not be solvable with the available MCP server tools + - Questions may require specific output formats (datetime vs. epoch time, JSON vs. MARKDOWN) + - Questions may require dozens of tool calls to complete + +## Answer Guidelines + +### Verification + +1. **Answers must be VERIFIABLE via direct string comparison** + - If the answer can be re-written in many formats, clearly specify the output format in the QUESTION + - Examples: "Use YYYY/MM/DD.", "Respond True or False.", "Answer A, B, C, or D and nothing else." + - Answer should be a single VERIFIABLE value such as: + - User ID, user name, display name, first name, last name + - Channel ID, channel name + - Message ID, string + - URL, title + - Numerical quantity + - Timestamp, datetime + - Boolean (for True/False questions) + - Email address, phone number + - File ID, file name, file extension + - Multiple choice answer + - Answers must not require special formatting or complex, structured output + - Answer will be verified using DIRECT STRING COMPARISON + +### Readability + +2. **Answers should generally prefer HUMAN-READABLE formats** + - Examples: names, first name, last name, datetime, file name, message string, URL, yes/no, true/false, a/b/c/d + - Rather than opaque IDs (though IDs are acceptable) + - The VAST MAJORITY of answers should be human-readable + +### Stability + +3. **Answers must be STABLE/STATIONARY** + - Look at old content (e.g., conversations that have ended, projects that have launched, questions answered) + - Create QUESTIONS based on "closed" concepts that will always return the same answer + - Questions may ask to consider a fixed time window to insulate from non-stationary answers + - Rely on context UNLIKELY to change + - Example: if finding a paper name, be SPECIFIC enough so answer is not confused with papers published later + +4. **Answers must be CLEAR and UNAMBIGUOUS** + - Questions must be designed so there is a single, clear answer + - Answer can be derived from using the MCP server tools + +### Diversity + +5. **Answers must be DIVERSE** + - Answer should be a single VERIFIABLE value in diverse modalities and formats + - User concept: user ID, user name, display name, first name, last name, email address, phone number + - Channel concept: channel ID, channel name, channel topic + - Message concept: message ID, message string, timestamp, month, day, year + +6. **Answers must NOT be complex structures** + - Not a list of values + - Not a complex object + - Not a list of IDs or strings + - Not natural language text + - UNLESS the answer can be straightforwardly verified using DIRECT STRING COMPARISON + - And can be realistically reproduced + - It should be unlikely that an LLM would return the same list in any other order or format + +## Evaluation Process + +### Step 1: Documentation Inspection + +Read the documentation of the target API to understand: +- Available endpoints and functionality +- If ambiguity exists, fetch additional information from the web +- Parallelize this step AS MUCH AS POSSIBLE +- Ensure each subagent is ONLY examining documentation from the file system or on the web + +### Step 2: Tool Inspection + +List the tools available in the MCP server: +- Inspect the MCP server directly +- Understand input/output schemas, docstrings, and descriptions +- WITHOUT calling the tools themselves at this stage + +### Step 3: Developing Understanding + +Repeat steps 1 & 2 until you have a good understanding: +- Iterate multiple times +- Think about the kinds of tasks you want to create +- Refine your understanding +- At NO stage should you READ the code of the MCP server implementation itself +- Use your intuition and understanding to create reasonable, realistic, but VERY challenging tasks + +### Step 4: Read-Only Content Inspection + +After understanding the API and tools, USE the MCP server tools: +- Inspect content using READ-ONLY and NON-DESTRUCTIVE operations ONLY +- Goal: identify specific content (e.g., users, channels, messages, projects, tasks) for creating realistic questions +- Should NOT call any tools that modify state +- Will NOT read the code of the MCP server implementation itself +- Parallelize this step with individual sub-agents pursuing independent explorations +- Ensure each subagent is only performing READ-ONLY, NON-DESTRUCTIVE, and IDEMPOTENT operations +- BE CAREFUL: SOME TOOLS may return LOTS OF DATA which would cause you to run out of CONTEXT +- Make INCREMENTAL, SMALL, AND TARGETED tool calls for exploration +- In all tool call requests, use the `limit` parameter to limit results (<10) +- Use pagination + +### Step 5: Task Generation + +After inspecting the content, create 10 human-readable questions: +- An LLM should be able to answer these with the MCP server +- Follow all question and answer guidelines above + +## Output Format + +Each QA pair consists of a question and an answer. The output should be an XML file with this structure: + +```xml + + + Find the project created in Q2 2024 with the highest number of completed tasks. What is the project name? + Website Redesign + + + Search for issues labeled as "bug" that were closed in March 2024. Which user closed the most issues? Provide their username. + sarah_dev + + + Look for pull requests that modified files in the /api directory and were merged between January 1 and January 31, 2024. How many different contributors worked on these PRs? + 7 + + + Find the repository with the most stars that was created before 2023. What is the repository name? + data-pipeline + + +``` + +## Evaluation Examples + +### Good Questions + +**Example 1: Multi-hop question requiring deep exploration (GitHub MCP)** +```xml + + Find the repository that was archived in Q3 2023 and had previously been the most forked project in the organization. What was the primary programming language used in that repository? + Python + +``` + +This question is good because: +- Requires multiple searches to find archived repositories +- Needs to identify which had the most forks before archival +- Requires examining repository details for the language +- Answer is a simple, verifiable value +- Based on historical (closed) data that won't change + +**Example 2: Requires understanding context without keyword matching (Project Management MCP)** +```xml + + Locate the initiative focused on improving customer onboarding that was completed in late 2023. The project lead created a retrospective document after completion. What was the lead's role title at that time? + Product Manager + +``` + +This question is good because: +- Doesn't use specific project name ("initiative focused on improving customer onboarding") +- Requires finding completed projects from specific timeframe +- Needs to identify the project lead and their role +- Requires understanding context from retrospective documents +- Answer is human-readable and stable +- Based on completed work (won't change) + +**Example 3: Complex aggregation requiring multiple steps (Issue Tracker MCP)** +```xml + + Among all bugs reported in January 2024 that were marked as critical priority, which assignee resolved the highest percentage of their assigned bugs within 48 hours? Provide the assignee's username. + alex_eng + +``` + +This question is good because: +- Requires filtering bugs by date, priority, and status +- Needs to group by assignee and calculate resolution rates +- Requires understanding timestamps to determine 48-hour windows +- Tests pagination (potentially many bugs to process) +- Answer is a single username +- Based on historical data from specific time period + +**Example 4: Requires synthesis across multiple data types (CRM MCP)** +```xml + + Find the account that upgraded from the Starter to Enterprise plan in Q4 2023 and had the highest annual contract value. What industry does this account operate in? + Healthcare + +``` + +This question is good because: +- Requires understanding subscription tier changes +- Needs to identify upgrade events in specific timeframe +- Requires comparing contract values +- Must access account industry information +- Answer is simple and verifiable +- Based on completed historical transactions + +### Poor Questions + +**Example 1: Answer changes over time** +```xml + + How many open issues are currently assigned to the engineering team? + 47 + +``` + +This question is poor because: +- The answer will change as issues are created, closed, or reassigned +- Not based on stable/stationary data +- Relies on "current state" which is dynamic + +**Example 2: Too easy with keyword search** +```xml + + Find the pull request with title "Add authentication feature" and tell me who created it. + developer123 + +``` + +This question is poor because: +- Can be solved with a straightforward keyword search for exact title +- Doesn't require deep exploration or understanding +- No synthesis or analysis needed + +**Example 3: Ambiguous answer format** +```xml + + List all the repositories that have Python as their primary language. + repo1, repo2, repo3, data-pipeline, ml-tools + +``` + +This question is poor because: +- Answer is a list that could be returned in any order +- Difficult to verify with direct string comparison +- LLM might format differently (JSON array, comma-separated, newline-separated) +- Better to ask for a specific aggregate (count) or superlative (most stars) + +## Verification Process + +After creating evaluations: + +1. **Examine the XML file** to understand the schema +2. **Load each task instruction** and in parallel using the MCP server and tools, identify the correct answer by attempting to solve the task YOURSELF +3. **Flag any operations** that require WRITE or DESTRUCTIVE operations +4. **Accumulate all CORRECT answers** and replace any incorrect answers in the document +5. **Remove any ``** that require WRITE or DESTRUCTIVE operations + +Remember to parallelize solving tasks to avoid running out of context, then accumulate all answers and make changes to the file at the end. + +## Tips for Creating Quality Evaluations + +1. **Think Hard and Plan Ahead** before generating tasks +2. **Parallelize Where Opportunity Arises** to speed up the process and manage context +3. **Focus on Realistic Use Cases** that humans would actually want to accomplish +4. **Create Challenging Questions** that test the limits of the MCP server's capabilities +5. **Ensure Stability** by using historical data and closed concepts +6. **Verify Answers** by solving the questions yourself using the MCP server tools +7. **Iterate and Refine** based on what you learn during the process + +--- + +# Running Evaluations + +After creating your evaluation file, you can use the provided evaluation harness to test your MCP server. + +## Setup + +1. **Install Dependencies** + + ```bash + pip install -r scripts/requirements.txt + ``` + + Or install manually: + ```bash + pip install anthropic mcp + ``` + +2. **Set API Key** + + ```bash + export ANTHROPIC_API_KEY=your_api_key_here + ``` + +## Evaluation File Format + +Evaluation files use XML format with `` elements: + +```xml + + + Find the project created in Q2 2024 with the highest number of completed tasks. What is the project name? + Website Redesign + + + Search for issues labeled as "bug" that were closed in March 2024. Which user closed the most issues? Provide their username. + sarah_dev + + +``` + +## Running Evaluations + +The evaluation script (`scripts/evaluation.py`) supports three transport types: + +**Important:** +- **stdio transport**: The evaluation script automatically launches and manages the MCP server process for you. Do not run the server manually. +- **sse/http transports**: You must start the MCP server separately before running the evaluation. The script connects to the already-running server at the specified URL. + +### 1. Local STDIO Server + +For locally-run MCP servers (script launches the server automatically): + +```bash +python scripts/evaluation.py \ + -t stdio \ + -c python \ + -a my_mcp_server.py \ + evaluation.xml +``` + +With environment variables: +```bash +python scripts/evaluation.py \ + -t stdio \ + -c python \ + -a my_mcp_server.py \ + -e API_KEY=abc123 \ + -e DEBUG=true \ + evaluation.xml +``` + +### 2. Server-Sent Events (SSE) + +For SSE-based MCP servers (you must start the server first): + +```bash +python scripts/evaluation.py \ + -t sse \ + -u https://example.com/mcp \ + -H "Authorization: Bearer token123" \ + -H "X-Custom-Header: value" \ + evaluation.xml +``` + +### 3. HTTP (Streamable HTTP) + +For HTTP-based MCP servers (you must start the server first): + +```bash +python scripts/evaluation.py \ + -t http \ + -u https://example.com/mcp \ + -H "Authorization: Bearer token123" \ + evaluation.xml +``` + +## Command-Line Options + +``` +usage: evaluation.py [-h] [-t {stdio,sse,http}] [-m MODEL] [-c COMMAND] + [-a ARGS [ARGS ...]] [-e ENV [ENV ...]] [-u URL] + [-H HEADERS [HEADERS ...]] [-o OUTPUT] + eval_file + +positional arguments: + eval_file Path to evaluation XML file + +optional arguments: + -h, --help Show help message + -t, --transport Transport type: stdio, sse, or http (default: stdio) + -m, --model Claude model to use (default: claude-3-7-sonnet-20250219) + -o, --output Output file for report (default: print to stdout) + +stdio options: + -c, --command Command to run MCP server (e.g., python, node) + -a, --args Arguments for the command (e.g., server.py) + -e, --env Environment variables in KEY=VALUE format + +sse/http options: + -u, --url MCP server URL + -H, --header HTTP headers in 'Key: Value' format +``` + +## Output + +The evaluation script generates a detailed report including: + +- **Summary Statistics**: + - Accuracy (correct/total) + - Average task duration + - Average tool calls per task + - Total tool calls + +- **Per-Task Results**: + - Prompt and expected response + - Actual response from the agent + - Whether the answer was correct (✅/❌) + - Duration and tool call details + - Agent's summary of its approach + - Agent's feedback on the tools + +### Save Report to File + +```bash +python scripts/evaluation.py \ + -t stdio \ + -c python \ + -a my_server.py \ + -o evaluation_report.md \ + evaluation.xml +``` + +## Complete Example Workflow + +Here's a complete example of creating and running an evaluation: + +1. **Create your evaluation file** (`my_evaluation.xml`): + +```xml + + + Find the user who created the most issues in January 2024. What is their username? + alice_developer + + + Among all pull requests merged in Q1 2024, which repository had the highest number? Provide the repository name. + backend-api + + + Find the project that was completed in December 2023 and had the longest duration from start to finish. How many days did it take? + 127 + + +``` + +2. **Install dependencies**: + +```bash +pip install -r scripts/requirements.txt +export ANTHROPIC_API_KEY=your_api_key +``` + +3. **Run evaluation**: + +```bash +python scripts/evaluation.py \ + -t stdio \ + -c python \ + -a github_mcp_server.py \ + -e GITHUB_TOKEN=ghp_xxx \ + -o github_eval_report.md \ + my_evaluation.xml +``` + +4. **Review the report** in `github_eval_report.md` to: + - See which questions passed/failed + - Read the agent's feedback on your tools + - Identify areas for improvement + - Iterate on your MCP server design + +## Troubleshooting + +### Connection Errors + +If you get connection errors: +- **STDIO**: Verify the command and arguments are correct +- **SSE/HTTP**: Check the URL is accessible and headers are correct +- Ensure any required API keys are set in environment variables or headers + +### Low Accuracy + +If many evaluations fail: +- Review the agent's feedback for each task +- Check if tool descriptions are clear and comprehensive +- Verify input parameters are well-documented +- Consider whether tools return too much or too little data +- Ensure error messages are actionable + +### Timeout Issues + +If tasks are timing out: +- Use a more capable model (e.g., `claude-3-7-sonnet-20250219`) +- Check if tools are returning too much data +- Verify pagination is working correctly +- Consider simplifying complex questions \ No newline at end of file diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/mcp_best_practices.md b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/mcp_best_practices.md new file mode 100644 index 0000000..db42af7 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/mcp_best_practices.md @@ -0,0 +1,915 @@ +# MCP Server Development Best Practices and Guidelines + +## Overview + +This document compiles essential best practices and guidelines for building Model Context Protocol (MCP) servers. It covers naming conventions, tool design, response formats, pagination, error handling, security, and compliance requirements. + +--- + +## Quick Reference + +### Server Naming +- **Python**: `{service}_mcp` (e.g., `slack_mcp`) +- **Node/TypeScript**: `{service}-mcp-server` (e.g., `slack-mcp-server`) + +### Tool Naming +- Use snake_case with service prefix +- Format: `{service}_{action}_{resource}` +- Example: `slack_send_message`, `github_create_issue` + +### Response Formats +- Support both JSON and Markdown formats +- JSON for programmatic processing +- Markdown for human readability + +### Pagination +- Always respect `limit` parameter +- Return `has_more`, `next_offset`, `total_count` +- Default to 20-50 items + +### Character Limits +- Set CHARACTER_LIMIT constant (typically 25,000) +- Truncate gracefully with clear messages +- Provide guidance on filtering + +--- + +## Table of Contents +1. Server Naming Conventions +2. Tool Naming and Design +3. Response Format Guidelines +4. Pagination Best Practices +5. Character Limits and Truncation +6. Tool Development Best Practices +7. Transport Best Practices +8. Testing Requirements +9. OAuth and Security Best Practices +10. Resource Management Best Practices +11. Prompt Management Best Practices +12. Error Handling Standards +13. Documentation Requirements +14. Compliance and Monitoring + +--- + +## 1. Server Naming Conventions + +Follow these standardized naming patterns for MCP servers: + +**Python**: Use format `{service}_mcp` (lowercase with underscores) +- Examples: `slack_mcp`, `github_mcp`, `jira_mcp`, `stripe_mcp` + +**Node/TypeScript**: Use format `{service}-mcp-server` (lowercase with hyphens) +- Examples: `slack-mcp-server`, `github-mcp-server`, `jira-mcp-server` + +The name should be: +- General (not tied to specific features) +- Descriptive of the service/API being integrated +- Easy to infer from the task description +- Without version numbers or dates + +--- + +## 2. Tool Naming and Design + +### Tool Naming Best Practices + +1. **Use snake_case**: `search_users`, `create_project`, `get_channel_info` +2. **Include service prefix**: Anticipate that your MCP server may be used alongside other MCP servers + - Use `slack_send_message` instead of just `send_message` + - Use `github_create_issue` instead of just `create_issue` + - Use `asana_list_tasks` instead of just `list_tasks` +3. **Be action-oriented**: Start with verbs (get, list, search, create, etc.) +4. **Be specific**: Avoid generic names that could conflict with other servers +5. **Maintain consistency**: Use consistent naming patterns within your server + +### Tool Design Guidelines + +- Tool descriptions must narrowly and unambiguously describe functionality +- Descriptions must precisely match actual functionality +- Should not create confusion with other MCP servers +- Should provide tool annotations (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) +- Keep tool operations focused and atomic + +--- + +## 3. Response Format Guidelines + +All tools that return data should support multiple formats for flexibility: + +### JSON Format (`response_format="json"`) +- Machine-readable structured data +- Include all available fields and metadata +- Consistent field names and types +- Suitable for programmatic processing +- Use for when LLMs need to process data further + +### Markdown Format (`response_format="markdown"`, typically default) +- Human-readable formatted text +- Use headers, lists, and formatting for clarity +- Convert timestamps to human-readable format (e.g., "2024-01-15 10:30:00 UTC" instead of epoch) +- Show display names with IDs in parentheses (e.g., "@john.doe (U123456)") +- Omit verbose metadata (e.g., show only one profile image URL, not all sizes) +- Group related information logically +- Use for when presenting information to users + +--- + +## 4. Pagination Best Practices + +For tools that list resources: + +- **Always respect the `limit` parameter**: Never load all results when a limit is specified +- **Implement pagination**: Use `offset` or cursor-based pagination +- **Return pagination metadata**: Include `has_more`, `next_offset`/`next_cursor`, `total_count` +- **Never load all results into memory**: Especially important for large datasets +- **Default to reasonable limits**: 20-50 items is typical +- **Include clear pagination info in responses**: Make it easy for LLMs to request more data + +Example pagination response structure: +```json +{ + "total": 150, + "count": 20, + "offset": 0, + "items": [...], + "has_more": true, + "next_offset": 20 +} +``` + +--- + +## 5. Character Limits and Truncation + +To prevent overwhelming responses with too much data: + +- **Define CHARACTER_LIMIT constant**: Typically 25,000 characters at module level +- **Check response size before returning**: Measure the final response length +- **Truncate gracefully with clear indicators**: Let the LLM know data was truncated +- **Provide guidance on filtering**: Suggest how to use parameters to reduce results +- **Include truncation metadata**: Show what was truncated and how to get more + +Example truncation handling: +```python +CHARACTER_LIMIT = 25000 + +if len(result) > CHARACTER_LIMIT: + truncated_data = data[:max(1, len(data) // 2)] + response["truncated"] = True + response["truncation_message"] = ( + f"Response truncated from {len(data)} to {len(truncated_data)} items. " + f"Use 'offset' parameter or add filters to see more results." + ) +``` + +--- + +## 6. Transport Options + +MCP servers support multiple transport mechanisms for different deployment scenarios: + +### Stdio Transport + +**Best for**: Command-line tools, local integrations, subprocess execution + +**Characteristics**: +- Standard input/output stream communication +- Simple setup, no network configuration needed +- Runs as a subprocess of the client +- Ideal for desktop applications and CLI tools + +**Use when**: +- Building tools for local development environments +- Integrating with desktop applications (e.g., Claude Desktop) +- Creating command-line utilities +- Single-user, single-session scenarios + +### HTTP Transport + +**Best for**: Web services, remote access, multi-client scenarios + +**Characteristics**: +- Request-response pattern over HTTP +- Supports multiple simultaneous clients +- Can be deployed as a web service +- Requires network configuration and security considerations + +**Use when**: +- Serving multiple clients simultaneously +- Deploying as a cloud service +- Integration with web applications +- Need for load balancing or scaling + +### Server-Sent Events (SSE) Transport + +**Best for**: Real-time updates, push notifications, streaming data + +**Characteristics**: +- One-way server-to-client streaming over HTTP +- Enables real-time updates without polling +- Long-lived connections for continuous data flow +- Built on standard HTTP infrastructure + +**Use when**: +- Clients need real-time data updates +- Implementing push notifications +- Streaming logs or monitoring data +- Progressive result delivery for long operations + +### Transport Selection Criteria + +| Criterion | Stdio | HTTP | SSE | +|-----------|-------|------|-----| +| **Deployment** | Local | Remote | Remote | +| **Clients** | Single | Multiple | Multiple | +| **Communication** | Bidirectional | Request-Response | Server-Push | +| **Complexity** | Low | Medium | Medium-High | +| **Real-time** | No | No | Yes | + +--- + +## 7. Tool Development Best Practices + +### General Guidelines +1. Tool names should be descriptive and action-oriented +2. Use parameter validation with detailed JSON schemas +3. Include examples in tool descriptions +4. Implement proper error handling and validation +5. Use progress reporting for long operations +6. Keep tool operations focused and atomic +7. Document expected return value structures +8. Implement proper timeouts +9. Consider rate limiting for resource-intensive operations +10. Log tool usage for debugging and monitoring + +### Security Considerations for Tools + +#### Input Validation +- Validate all parameters against schema +- Sanitize file paths and system commands +- Validate URLs and external identifiers +- Check parameter sizes and ranges +- Prevent command injection + +#### Access Control +- Implement authentication where needed +- Use appropriate authorization checks +- Audit tool usage +- Rate limit requests +- Monitor for abuse + +#### Error Handling +- Don't expose internal errors to clients +- Log security-relevant errors +- Handle timeouts appropriately +- Clean up resources after errors +- Validate return values + +### Tool Annotations +- Provide readOnlyHint and destructiveHint annotations +- Remember annotations are hints, not security guarantees +- Clients should not make security-critical decisions based solely on annotations + +--- + +## 8. Transport Best Practices + +### General Transport Guidelines +1. Handle connection lifecycle properly +2. Implement proper error handling +3. Use appropriate timeout values +4. Implement connection state management +5. Clean up resources on disconnection + +### Security Best Practices for Transport +- Follow security considerations for DNS rebinding attacks +- Implement proper authentication mechanisms +- Validate message formats +- Handle malformed messages gracefully + +### Stdio Transport Specific +- Local MCP servers should NOT log to stdout (interferes with protocol) +- Use stderr for logging messages +- Handle standard I/O streams properly + +--- + +## 9. Testing Requirements + +A comprehensive testing strategy should cover: + +### Functional Testing +- Verify correct execution with valid/invalid inputs + +### Integration Testing +- Test interaction with external systems + +### Security Testing +- Validate auth, input sanitization, rate limiting + +### Performance Testing +- Check behavior under load, timeouts + +### Error Handling +- Ensure proper error reporting and cleanup + +--- + +## 10. OAuth and Security Best Practices + +### Authentication and Authorization + +MCP servers that connect to external services should implement proper authentication: + +**OAuth 2.1 Implementation:** +- Use secure OAuth 2.1 with certificates from recognized authorities +- Validate access tokens before processing requests +- Only accept tokens specifically intended for your server +- Reject tokens without proper audience claims +- Never pass through tokens received from MCP clients + +**API Key Management:** +- Store API keys in environment variables, never in code +- Validate keys on server startup +- Provide clear error messages when authentication fails +- Use secure transmission for sensitive credentials + +### Input Validation and Security + +**Always validate inputs:** +- Sanitize file paths to prevent directory traversal +- Validate URLs and external identifiers +- Check parameter sizes and ranges +- Prevent command injection in system calls +- Use schema validation (Pydantic/Zod) for all inputs + +**Error handling security:** +- Don't expose internal errors to clients +- Log security-relevant errors server-side +- Provide helpful but not revealing error messages +- Clean up resources after errors + +### Privacy and Data Protection + +**Data collection principles:** +- Only collect data strictly necessary for functionality +- Don't collect extraneous conversation data +- Don't collect PII unless explicitly required for the tool's purpose +- Provide clear information about what data is accessed + +**Data transmission:** +- Don't send data to servers outside your organization without disclosure +- Use secure transmission (HTTPS) for all network communication +- Validate certificates for external services + +--- + +## 11. Resource Management Best Practices + +1. Only suggest necessary resources +2. Use clear, descriptive names for roots +3. Handle resource boundaries properly +4. Respect client control over resources +5. Use model-controlled primitives (tools) for automatic data exposure + +--- + +## 12. Prompt Management Best Practices + +- Clients should show users proposed prompts +- Users should be able to modify or reject prompts +- Clients should show users completions +- Users should be able to modify or reject completions +- Consider costs when using sampling + +--- + +## 13. Error Handling Standards + +- Use standard JSON-RPC error codes +- Report tool errors within result objects (not protocol-level) +- Provide helpful, specific error messages +- Don't expose internal implementation details +- Clean up resources properly on errors + +--- + +## 14. Documentation Requirements + +- Provide clear documentation of all tools and capabilities +- Include working examples (at least 3 per major feature) +- Document security considerations +- Specify required permissions and access levels +- Document rate limits and performance characteristics + +--- + +## 15. Compliance and Monitoring + +- Implement logging for debugging and monitoring +- Track tool usage patterns +- Monitor for potential abuse +- Maintain audit trails for security-relevant operations +- Be prepared for ongoing compliance reviews + +--- + +## Summary + +These best practices represent the comprehensive guidelines for building secure, efficient, and compliant MCP servers that work well within the ecosystem. Developers should follow these guidelines to ensure their MCP servers meet the standards for inclusion in the MCP directory and provide a safe, reliable experience for users. + + +---------- + + +# Tools + +> Enable LLMs to perform actions through your server + +Tools are a powerful primitive in the Model Context Protocol (MCP) that enable servers to expose executable functionality to clients. Through tools, LLMs can interact with external systems, perform computations, and take actions in the real world. + + + Tools are designed to be **model-controlled**, meaning that tools are exposed from servers to clients with the intention of the AI model being able to automatically invoke them (with a human in the loop to grant approval). + + +## Overview + +Tools in MCP allow servers to expose executable functions that can be invoked by clients and used by LLMs to perform actions. Key aspects of tools include: + +* **Discovery**: Clients can obtain a list of available tools by sending a `tools/list` request +* **Invocation**: Tools are called using the `tools/call` request, where servers perform the requested operation and return results +* **Flexibility**: Tools can range from simple calculations to complex API interactions + +Like [resources](/docs/concepts/resources), tools are identified by unique names and can include descriptions to guide their usage. However, unlike resources, tools represent dynamic operations that can modify state or interact with external systems. + +## Tool definition structure + +Each tool is defined with the following structure: + +```typescript +{ + name: string; // Unique identifier for the tool + description?: string; // Human-readable description + inputSchema: { // JSON Schema for the tool's parameters + type: "object", + properties: { ... } // Tool-specific parameters + }, + annotations?: { // Optional hints about tool behavior + title?: string; // Human-readable title for the tool + readOnlyHint?: boolean; // If true, the tool does not modify its environment + destructiveHint?: boolean; // If true, the tool may perform destructive updates + idempotentHint?: boolean; // If true, repeated calls with same args have no additional effect + openWorldHint?: boolean; // If true, tool interacts with external entities + } +} +``` + +## Implementing tools + +Here's an example of implementing a basic tool in an MCP server: + + + + ```typescript + const server = new Server({ + name: "example-server", + version: "1.0.0" + }, { + capabilities: { + tools: {} + } + }); + + // Define available tools + server.setRequestHandler(ListToolsRequestSchema, async () => { + return { + tools: [{ + name: "calculate_sum", + description: "Add two numbers together", + inputSchema: { + type: "object", + properties: { + a: { type: "number" }, + b: { type: "number" } + }, + required: ["a", "b"] + } + }] + }; + }); + + // Handle tool execution + server.setRequestHandler(CallToolRequestSchema, async (request) => { + if (request.params.name === "calculate_sum") { + const { a, b } = request.params.arguments; + return { + content: [ + { + type: "text", + text: String(a + b) + } + ] + }; + } + throw new Error("Tool not found"); + }); + ``` + + + + ```python + app = Server("example-server") + + @app.list_tools() + async def list_tools() -> list[types.Tool]: + return [ + types.Tool( + name="calculate_sum", + description="Add two numbers together", + inputSchema={ + "type": "object", + "properties": { + "a": {"type": "number"}, + "b": {"type": "number"} + }, + "required": ["a", "b"] + } + ) + ] + + @app.call_tool() + async def call_tool( + name: str, + arguments: dict + ) -> list[types.TextContent | types.ImageContent | types.EmbeddedResource]: + if name == "calculate_sum": + a = arguments["a"] + b = arguments["b"] + result = a + b + return [types.TextContent(type="text", text=str(result))] + raise ValueError(f"Tool not found: {name}") + ``` + + + +## Example tool patterns + +Here are some examples of types of tools that a server could provide: + +### System operations + +Tools that interact with the local system: + +```typescript +{ + name: "execute_command", + description: "Run a shell command", + inputSchema: { + type: "object", + properties: { + command: { type: "string" }, + args: { type: "array", items: { type: "string" } } + } + } +} +``` + +### API integrations + +Tools that wrap external APIs: + +```typescript +{ + name: "github_create_issue", + description: "Create a GitHub issue", + inputSchema: { + type: "object", + properties: { + title: { type: "string" }, + body: { type: "string" }, + labels: { type: "array", items: { type: "string" } } + } + } +} +``` + +### Data processing + +Tools that transform or analyze data: + +```typescript +{ + name: "analyze_csv", + description: "Analyze a CSV file", + inputSchema: { + type: "object", + properties: { + filepath: { type: "string" }, + operations: { + type: "array", + items: { + enum: ["sum", "average", "count"] + } + } + } + } +} +``` + +## Best practices + +When implementing tools: + +1. Provide clear, descriptive names and descriptions +2. Use detailed JSON Schema definitions for parameters +3. Include examples in tool descriptions to demonstrate how the model should use them +4. Implement proper error handling and validation +5. Use progress reporting for long operations +6. Keep tool operations focused and atomic +7. Document expected return value structures +8. Implement proper timeouts +9. Consider rate limiting for resource-intensive operations +10. Log tool usage for debugging and monitoring + +### Tool name conflicts + +MCP client applications and MCP server proxies may encounter tool name conflicts when building their own tool lists. For example, two connected MCP servers `web1` and `web2` may both expose a tool named `search_web`. + +Applications may disambiguiate tools with one of the following strategies (among others; not an exhaustive list): + +* Concatenating a unique, user-defined server name with the tool name, e.g. `web1___search_web` and `web2___search_web`. This strategy may be preferable when unique server names are already provided by the user in a configuration file. +* Generating a random prefix for the tool name, e.g. `jrwxs___search_web` and `6cq52___search_web`. This strategy may be preferable in server proxies where user-defined unique names are not available. +* Using the server URI as a prefix for the tool name, e.g. `web1.example.com:search_web` and `web2.example.com:search_web`. This strategy may be suitable when working with remote MCP servers. + +Note that the server-provided name from the initialization flow is not guaranteed to be unique and is not generally suitable for disambiguation purposes. + +## Security considerations + +When exposing tools: + +### Input validation + +* Validate all parameters against the schema +* Sanitize file paths and system commands +* Validate URLs and external identifiers +* Check parameter sizes and ranges +* Prevent command injection + +### Access control + +* Implement authentication where needed +* Use appropriate authorization checks +* Audit tool usage +* Rate limit requests +* Monitor for abuse + +### Error handling + +* Don't expose internal errors to clients +* Log security-relevant errors +* Handle timeouts appropriately +* Clean up resources after errors +* Validate return values + +## Tool discovery and updates + +MCP supports dynamic tool discovery: + +1. Clients can list available tools at any time +2. Servers can notify clients when tools change using `notifications/tools/list_changed` +3. Tools can be added or removed during runtime +4. Tool definitions can be updated (though this should be done carefully) + +## Error handling + +Tool errors should be reported within the result object, not as MCP protocol-level errors. This allows the LLM to see and potentially handle the error. When a tool encounters an error: + +1. Set `isError` to `true` in the result +2. Include error details in the `content` array + +Here's an example of proper error handling for tools: + + + + ```typescript + try { + // Tool operation + const result = performOperation(); + return { + content: [ + { + type: "text", + text: `Operation successful: ${result}` + } + ] + }; + } catch (error) { + return { + isError: true, + content: [ + { + type: "text", + text: `Error: ${error.message}` + } + ] + }; + } + ``` + + + + ```python + try: + # Tool operation + result = perform_operation() + return types.CallToolResult( + content=[ + types.TextContent( + type="text", + text=f"Operation successful: {result}" + ) + ] + ) + except Exception as error: + return types.CallToolResult( + isError=True, + content=[ + types.TextContent( + type="text", + text=f"Error: {str(error)}" + ) + ] + ) + ``` + + + +This approach allows the LLM to see that an error occurred and potentially take corrective action or request human intervention. + +## Tool annotations + +Tool annotations provide additional metadata about a tool's behavior, helping clients understand how to present and manage tools. These annotations are hints that describe the nature and impact of a tool, but should not be relied upon for security decisions. + +### Purpose of tool annotations + +Tool annotations serve several key purposes: + +1. Provide UX-specific information without affecting model context +2. Help clients categorize and present tools appropriately +3. Convey information about a tool's potential side effects +4. Assist in developing intuitive interfaces for tool approval + +### Available tool annotations + +The MCP specification defines the following annotations for tools: + +| Annotation | Type | Default | Description | +| ----------------- | ------- | ------- | ------------------------------------------------------------------------------------------------------------------------------------ | +| `title` | string | - | A human-readable title for the tool, useful for UI display | +| `readOnlyHint` | boolean | false | If true, indicates the tool does not modify its environment | +| `destructiveHint` | boolean | true | If true, the tool may perform destructive updates (only meaningful when `readOnlyHint` is false) | +| `idempotentHint` | boolean | false | If true, calling the tool repeatedly with the same arguments has no additional effect (only meaningful when `readOnlyHint` is false) | +| `openWorldHint` | boolean | true | If true, the tool may interact with an "open world" of external entities | + +### Example usage + +Here's how to define tools with annotations for different scenarios: + +```typescript +// A read-only search tool +{ + name: "web_search", + description: "Search the web for information", + inputSchema: { + type: "object", + properties: { + query: { type: "string" } + }, + required: ["query"] + }, + annotations: { + title: "Web Search", + readOnlyHint: true, + openWorldHint: true + } +} + +// A destructive file deletion tool +{ + name: "delete_file", + description: "Delete a file from the filesystem", + inputSchema: { + type: "object", + properties: { + path: { type: "string" } + }, + required: ["path"] + }, + annotations: { + title: "Delete File", + readOnlyHint: false, + destructiveHint: true, + idempotentHint: true, + openWorldHint: false + } +} + +// A non-destructive database record creation tool +{ + name: "create_record", + description: "Create a new record in the database", + inputSchema: { + type: "object", + properties: { + table: { type: "string" }, + data: { type: "object" } + }, + required: ["table", "data"] + }, + annotations: { + title: "Create Database Record", + readOnlyHint: false, + destructiveHint: false, + idempotentHint: false, + openWorldHint: false + } +} +``` + +### Integrating annotations in server implementation + + + + ```typescript + server.setRequestHandler(ListToolsRequestSchema, async () => { + return { + tools: [{ + name: "calculate_sum", + description: "Add two numbers together", + inputSchema: { + type: "object", + properties: { + a: { type: "number" }, + b: { type: "number" } + }, + required: ["a", "b"] + }, + annotations: { + title: "Calculate Sum", + readOnlyHint: true, + openWorldHint: false + } + }] + }; + }); + ``` + + + + ```python + from mcp.server.fastmcp import FastMCP + + mcp = FastMCP("example-server") + + @mcp.tool( + annotations={ + "title": "Calculate Sum", + "readOnlyHint": True, + "openWorldHint": False + } + ) + async def calculate_sum(a: float, b: float) -> str: + """Add two numbers together. + + Args: + a: First number to add + b: Second number to add + """ + result = a + b + return str(result) + ``` + + + +### Best practices for tool annotations + +1. **Be accurate about side effects**: Clearly indicate whether a tool modifies its environment and whether those modifications are destructive. + +2. **Use descriptive titles**: Provide human-friendly titles that clearly describe the tool's purpose. + +3. **Indicate idempotency properly**: Mark tools as idempotent only if repeated calls with the same arguments truly have no additional effect. + +4. **Set appropriate open/closed world hints**: Indicate whether a tool interacts with a closed system (like a database) or an open system (like the web). + +5. **Remember annotations are hints**: All properties in ToolAnnotations are hints and not guaranteed to provide a faithful description of tool behavior. Clients should never make security-critical decisions based solely on annotations. + +## Testing tools + +A comprehensive testing strategy for MCP tools should cover: + +* **Functional testing**: Verify tools execute correctly with valid inputs and handle invalid inputs appropriately +* **Integration testing**: Test tool interaction with external systems using both real and mocked dependencies +* **Security testing**: Validate authentication, authorization, input sanitization, and rate limiting +* **Performance testing**: Check behavior under load, timeout handling, and resource cleanup +* **Error handling**: Ensure tools properly report errors through the MCP protocol and clean up resources diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/node_mcp_server.md b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/node_mcp_server.md new file mode 100644 index 0000000..e66a35b --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/node_mcp_server.md @@ -0,0 +1,916 @@ +# Node/TypeScript MCP Server Implementation Guide + +## Overview + +This document provides Node/TypeScript-specific best practices and examples for implementing MCP servers using the MCP TypeScript SDK. It covers project structure, server setup, tool registration patterns, input validation with Zod, error handling, and complete working examples. + +--- + +## Quick Reference + +### Key Imports +```typescript +import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; +import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; +import { z } from "zod"; +import axios, { AxiosError } from "axios"; +``` + +### Server Initialization +```typescript +const server = new McpServer({ + name: "service-mcp-server", + version: "1.0.0" +}); +``` + +### Tool Registration Pattern +```typescript +server.registerTool("tool_name", {...config}, async (params) => { + // Implementation +}); +``` + +--- + +## MCP TypeScript SDK + +The official MCP TypeScript SDK provides: +- `McpServer` class for server initialization +- `registerTool` method for tool registration +- Zod schema integration for runtime input validation +- Type-safe tool handler implementations + +See the MCP SDK documentation in the references for complete details. + +## Server Naming Convention + +Node/TypeScript MCP servers must follow this naming pattern: +- **Format**: `{service}-mcp-server` (lowercase with hyphens) +- **Examples**: `github-mcp-server`, `jira-mcp-server`, `stripe-mcp-server` + +The name should be: +- General (not tied to specific features) +- Descriptive of the service/API being integrated +- Easy to infer from the task description +- Without version numbers or dates + +## Project Structure + +Create the following structure for Node/TypeScript MCP servers: + +``` +{service}-mcp-server/ +├── package.json +├── tsconfig.json +├── README.md +├── src/ +│ ├── index.ts # Main entry point with McpServer initialization +│ ├── types.ts # TypeScript type definitions and interfaces +│ ├── tools/ # Tool implementations (one file per domain) +│ ├── services/ # API clients and shared utilities +│ ├── schemas/ # Zod validation schemas +│ └── constants.ts # Shared constants (API_URL, CHARACTER_LIMIT, etc.) +└── dist/ # Built JavaScript files (entry point: dist/index.js) +``` + +## Tool Implementation + +### Tool Naming + +Use snake_case for tool names (e.g., "search_users", "create_project", "get_channel_info") with clear, action-oriented names. + +**Avoid Naming Conflicts**: Include the service context to prevent overlaps: +- Use "slack_send_message" instead of just "send_message" +- Use "github_create_issue" instead of just "create_issue" +- Use "asana_list_tasks" instead of just "list_tasks" + +### Tool Structure + +Tools are registered using the `registerTool` method with the following requirements: +- Use Zod schemas for runtime input validation and type safety +- The `description` field must be explicitly provided - JSDoc comments are NOT automatically extracted +- Explicitly provide `title`, `description`, `inputSchema`, and `annotations` +- The `inputSchema` must be a Zod schema object (not a JSON schema) +- Type all parameters and return values explicitly + +```typescript +import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; +import { z } from "zod"; + +const server = new McpServer({ + name: "example-mcp", + version: "1.0.0" +}); + +// Zod schema for input validation +const UserSearchInputSchema = z.object({ + query: z.string() + .min(2, "Query must be at least 2 characters") + .max(200, "Query must not exceed 200 characters") + .describe("Search string to match against names/emails"), + limit: z.number() + .int() + .min(1) + .max(100) + .default(20) + .describe("Maximum results to return"), + offset: z.number() + .int() + .min(0) + .default(0) + .describe("Number of results to skip for pagination"), + response_format: z.nativeEnum(ResponseFormat) + .default(ResponseFormat.MARKDOWN) + .describe("Output format: 'markdown' for human-readable or 'json' for machine-readable") +}).strict(); + +// Type definition from Zod schema +type UserSearchInput = z.infer; + +server.registerTool( + "example_search_users", + { + title: "Search Example Users", + description: `Search for users in the Example system by name, email, or team. + +This tool searches across all user profiles in the Example platform, supporting partial matches and various search filters. It does NOT create or modify users, only searches existing ones. + +Args: + - query (string): Search string to match against names/emails + - limit (number): Maximum results to return, between 1-100 (default: 20) + - offset (number): Number of results to skip for pagination (default: 0) + - response_format ('markdown' | 'json'): Output format (default: 'markdown') + +Returns: + For JSON format: Structured data with schema: + { + "total": number, // Total number of matches found + "count": number, // Number of results in this response + "offset": number, // Current pagination offset + "users": [ + { + "id": string, // User ID (e.g., "U123456789") + "name": string, // Full name (e.g., "John Doe") + "email": string, // Email address + "team": string, // Team name (optional) + "active": boolean // Whether user is active + } + ], + "has_more": boolean, // Whether more results are available + "next_offset": number // Offset for next page (if has_more is true) + } + +Examples: + - Use when: "Find all marketing team members" -> params with query="team:marketing" + - Use when: "Search for John's account" -> params with query="john" + - Don't use when: You need to create a user (use example_create_user instead) + +Error Handling: + - Returns "Error: Rate limit exceeded" if too many requests (429 status) + - Returns "No users found matching ''" if search returns empty`, + inputSchema: UserSearchInputSchema, + annotations: { + readOnlyHint: true, + destructiveHint: false, + idempotentHint: true, + openWorldHint: true + } + }, + async (params: UserSearchInput) => { + try { + // Input validation is handled by Zod schema + // Make API request using validated parameters + const data = await makeApiRequest( + "users/search", + "GET", + undefined, + { + q: params.query, + limit: params.limit, + offset: params.offset + } + ); + + const users = data.users || []; + const total = data.total || 0; + + if (!users.length) { + return { + content: [{ + type: "text", + text: `No users found matching '${params.query}'` + }] + }; + } + + // Format response based on requested format + let result: string; + + if (params.response_format === ResponseFormat.MARKDOWN) { + // Human-readable markdown format + const lines: string[] = [`# User Search Results: '${params.query}'`, ""]; + lines.push(`Found ${total} users (showing ${users.length})`); + lines.push(""); + + for (const user of users) { + lines.push(`## ${user.name} (${user.id})`); + lines.push(`- **Email**: ${user.email}`); + if (user.team) { + lines.push(`- **Team**: ${user.team}`); + } + lines.push(""); + } + + result = lines.join("\n"); + + } else { + // Machine-readable JSON format + const response: any = { + total, + count: users.length, + offset: params.offset, + users: users.map((user: any) => ({ + id: user.id, + name: user.name, + email: user.email, + ...(user.team ? { team: user.team } : {}), + active: user.active ?? true + })) + }; + + // Add pagination info if there are more results + if (total > params.offset + users.length) { + response.has_more = true; + response.next_offset = params.offset + users.length; + } + + result = JSON.stringify(response, null, 2); + } + + return { + content: [{ + type: "text", + text: result + }] + }; + } catch (error) { + return { + content: [{ + type: "text", + text: handleApiError(error) + }] + }; + } + } +); +``` + +## Zod Schemas for Input Validation + +Zod provides runtime type validation: + +```typescript +import { z } from "zod"; + +// Basic schema with validation +const CreateUserSchema = z.object({ + name: z.string() + .min(1, "Name is required") + .max(100, "Name must not exceed 100 characters"), + email: z.string() + .email("Invalid email format"), + age: z.number() + .int("Age must be a whole number") + .min(0, "Age cannot be negative") + .max(150, "Age cannot be greater than 150") +}).strict(); // Use .strict() to forbid extra fields + +// Enums +enum ResponseFormat { + MARKDOWN = "markdown", + JSON = "json" +} + +const SearchSchema = z.object({ + response_format: z.nativeEnum(ResponseFormat) + .default(ResponseFormat.MARKDOWN) + .describe("Output format") +}); + +// Optional fields with defaults +const PaginationSchema = z.object({ + limit: z.number() + .int() + .min(1) + .max(100) + .default(20) + .describe("Maximum results to return"), + offset: z.number() + .int() + .min(0) + .default(0) + .describe("Number of results to skip") +}); +``` + +## Response Format Options + +Support multiple output formats for flexibility: + +```typescript +enum ResponseFormat { + MARKDOWN = "markdown", + JSON = "json" +} + +const inputSchema = z.object({ + query: z.string(), + response_format: z.nativeEnum(ResponseFormat) + .default(ResponseFormat.MARKDOWN) + .describe("Output format: 'markdown' for human-readable or 'json' for machine-readable") +}); +``` + +**Markdown format**: +- Use headers, lists, and formatting for clarity +- Convert timestamps to human-readable format +- Show display names with IDs in parentheses +- Omit verbose metadata +- Group related information logically + +**JSON format**: +- Return complete, structured data suitable for programmatic processing +- Include all available fields and metadata +- Use consistent field names and types + +## Pagination Implementation + +For tools that list resources: + +```typescript +const ListSchema = z.object({ + limit: z.number().int().min(1).max(100).default(20), + offset: z.number().int().min(0).default(0) +}); + +async function listItems(params: z.infer) { + const data = await apiRequest(params.limit, params.offset); + + const response = { + total: data.total, + count: data.items.length, + offset: params.offset, + items: data.items, + has_more: data.total > params.offset + data.items.length, + next_offset: data.total > params.offset + data.items.length + ? params.offset + data.items.length + : undefined + }; + + return JSON.stringify(response, null, 2); +} +``` + +## Character Limits and Truncation + +Add a CHARACTER_LIMIT constant to prevent overwhelming responses: + +```typescript +// At module level in constants.ts +export const CHARACTER_LIMIT = 25000; // Maximum response size in characters + +async function searchTool(params: SearchInput) { + let result = generateResponse(data); + + // Check character limit and truncate if needed + if (result.length > CHARACTER_LIMIT) { + const truncatedData = data.slice(0, Math.max(1, data.length / 2)); + response.data = truncatedData; + response.truncated = true; + response.truncation_message = + `Response truncated from ${data.length} to ${truncatedData.length} items. ` + + `Use 'offset' parameter or add filters to see more results.`; + result = JSON.stringify(response, null, 2); + } + + return result; +} +``` + +## Error Handling + +Provide clear, actionable error messages: + +```typescript +import axios, { AxiosError } from "axios"; + +function handleApiError(error: unknown): string { + if (error instanceof AxiosError) { + if (error.response) { + switch (error.response.status) { + case 404: + return "Error: Resource not found. Please check the ID is correct."; + case 403: + return "Error: Permission denied. You don't have access to this resource."; + case 429: + return "Error: Rate limit exceeded. Please wait before making more requests."; + default: + return `Error: API request failed with status ${error.response.status}`; + } + } else if (error.code === "ECONNABORTED") { + return "Error: Request timed out. Please try again."; + } + } + return `Error: Unexpected error occurred: ${error instanceof Error ? error.message : String(error)}`; +} +``` + +## Shared Utilities + +Extract common functionality into reusable functions: + +```typescript +// Shared API request function +async function makeApiRequest( + endpoint: string, + method: "GET" | "POST" | "PUT" | "DELETE" = "GET", + data?: any, + params?: any +): Promise { + try { + const response = await axios({ + method, + url: `${API_BASE_URL}/${endpoint}`, + data, + params, + timeout: 30000, + headers: { + "Content-Type": "application/json", + "Accept": "application/json" + } + }); + return response.data; + } catch (error) { + throw error; + } +} +``` + +## Async/Await Best Practices + +Always use async/await for network requests and I/O operations: + +```typescript +// Good: Async network request +async function fetchData(resourceId: string): Promise { + const response = await axios.get(`${API_URL}/resource/${resourceId}`); + return response.data; +} + +// Bad: Promise chains +function fetchData(resourceId: string): Promise { + return axios.get(`${API_URL}/resource/${resourceId}`) + .then(response => response.data); // Harder to read and maintain +} +``` + +## TypeScript Best Practices + +1. **Use Strict TypeScript**: Enable strict mode in tsconfig.json +2. **Define Interfaces**: Create clear interface definitions for all data structures +3. **Avoid `any`**: Use proper types or `unknown` instead of `any` +4. **Zod for Runtime Validation**: Use Zod schemas to validate external data +5. **Type Guards**: Create type guard functions for complex type checking +6. **Error Handling**: Always use try-catch with proper error type checking +7. **Null Safety**: Use optional chaining (`?.`) and nullish coalescing (`??`) + +```typescript +// Good: Type-safe with Zod and interfaces +interface UserResponse { + id: string; + name: string; + email: string; + team?: string; + active: boolean; +} + +const UserSchema = z.object({ + id: z.string(), + name: z.string(), + email: z.string().email(), + team: z.string().optional(), + active: z.boolean() +}); + +type User = z.infer; + +async function getUser(id: string): Promise { + const data = await apiCall(`/users/${id}`); + return UserSchema.parse(data); // Runtime validation +} + +// Bad: Using any +async function getUser(id: string): Promise { + return await apiCall(`/users/${id}`); // No type safety +} +``` + +## Package Configuration + +### package.json + +```json +{ + "name": "{service}-mcp-server", + "version": "1.0.0", + "description": "MCP server for {Service} API integration", + "type": "module", + "main": "dist/index.js", + "scripts": { + "start": "node dist/index.js", + "dev": "tsx watch src/index.ts", + "build": "tsc", + "clean": "rm -rf dist" + }, + "engines": { + "node": ">=18" + }, + "dependencies": { + "@modelcontextprotocol/sdk": "^1.6.1", + "axios": "^1.7.9", + "zod": "^3.23.8" + }, + "devDependencies": { + "@types/node": "^22.10.0", + "tsx": "^4.19.2", + "typescript": "^5.7.2" + } +} +``` + +### tsconfig.json + +```json +{ + "compilerOptions": { + "target": "ES2022", + "module": "Node16", + "moduleResolution": "Node16", + "lib": ["ES2022"], + "outDir": "./dist", + "rootDir": "./src", + "strict": true, + "esModuleInterop": true, + "skipLibCheck": true, + "forceConsistentCasingInFileNames": true, + "declaration": true, + "declarationMap": true, + "sourceMap": true, + "allowSyntheticDefaultImports": true + }, + "include": ["src/**/*"], + "exclude": ["node_modules", "dist"] +} +``` + +## Complete Example + +```typescript +#!/usr/bin/env node +/** + * MCP Server for Example Service. + * + * This server provides tools to interact with Example API, including user search, + * project management, and data export capabilities. + */ + +import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; +import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; +import { z } from "zod"; +import axios, { AxiosError } from "axios"; + +// Constants +const API_BASE_URL = "https://api.example.com/v1"; +const CHARACTER_LIMIT = 25000; + +// Enums +enum ResponseFormat { + MARKDOWN = "markdown", + JSON = "json" +} + +// Zod schemas +const UserSearchInputSchema = z.object({ + query: z.string() + .min(2, "Query must be at least 2 characters") + .max(200, "Query must not exceed 200 characters") + .describe("Search string to match against names/emails"), + limit: z.number() + .int() + .min(1) + .max(100) + .default(20) + .describe("Maximum results to return"), + offset: z.number() + .int() + .min(0) + .default(0) + .describe("Number of results to skip for pagination"), + response_format: z.nativeEnum(ResponseFormat) + .default(ResponseFormat.MARKDOWN) + .describe("Output format: 'markdown' for human-readable or 'json' for machine-readable") +}).strict(); + +type UserSearchInput = z.infer; + +// Shared utility functions +async function makeApiRequest( + endpoint: string, + method: "GET" | "POST" | "PUT" | "DELETE" = "GET", + data?: any, + params?: any +): Promise { + try { + const response = await axios({ + method, + url: `${API_BASE_URL}/${endpoint}`, + data, + params, + timeout: 30000, + headers: { + "Content-Type": "application/json", + "Accept": "application/json" + } + }); + return response.data; + } catch (error) { + throw error; + } +} + +function handleApiError(error: unknown): string { + if (error instanceof AxiosError) { + if (error.response) { + switch (error.response.status) { + case 404: + return "Error: Resource not found. Please check the ID is correct."; + case 403: + return "Error: Permission denied. You don't have access to this resource."; + case 429: + return "Error: Rate limit exceeded. Please wait before making more requests."; + default: + return `Error: API request failed with status ${error.response.status}`; + } + } else if (error.code === "ECONNABORTED") { + return "Error: Request timed out. Please try again."; + } + } + return `Error: Unexpected error occurred: ${error instanceof Error ? error.message : String(error)}`; +} + +// Create MCP server instance +const server = new McpServer({ + name: "example-mcp", + version: "1.0.0" +}); + +// Register tools +server.registerTool( + "example_search_users", + { + title: "Search Example Users", + description: `[Full description as shown above]`, + inputSchema: UserSearchInputSchema, + annotations: { + readOnlyHint: true, + destructiveHint: false, + idempotentHint: true, + openWorldHint: true + } + }, + async (params: UserSearchInput) => { + // Implementation as shown above + } +); + +// Main function +async function main() { + // Verify environment variables if needed + if (!process.env.EXAMPLE_API_KEY) { + console.error("ERROR: EXAMPLE_API_KEY environment variable is required"); + process.exit(1); + } + + // Create transport + const transport = new StdioServerTransport(); + + // Connect server to transport + await server.connect(transport); + + console.error("Example MCP server running via stdio"); +} + +// Run the server +main().catch((error) => { + console.error("Server error:", error); + process.exit(1); +}); +``` + +--- + +## Advanced MCP Features + +### Resource Registration + +Expose data as resources for efficient, URI-based access: + +```typescript +import { ResourceTemplate } from "@modelcontextprotocol/sdk/types.js"; + +// Register a resource with URI template +server.registerResource( + { + uri: "file://documents/{name}", + name: "Document Resource", + description: "Access documents by name", + mimeType: "text/plain" + }, + async (uri: string) => { + // Extract parameter from URI + const match = uri.match(/^file:\/\/documents\/(.+)$/); + if (!match) { + throw new Error("Invalid URI format"); + } + + const documentName = match[1]; + const content = await loadDocument(documentName); + + return { + contents: [{ + uri, + mimeType: "text/plain", + text: content + }] + }; + } +); + +// List available resources dynamically +server.registerResourceList(async () => { + const documents = await getAvailableDocuments(); + return { + resources: documents.map(doc => ({ + uri: `file://documents/${doc.name}`, + name: doc.name, + mimeType: "text/plain", + description: doc.description + })) + }; +}); +``` + +**When to use Resources vs Tools:** +- **Resources**: For data access with simple URI-based parameters +- **Tools**: For complex operations requiring validation and business logic +- **Resources**: When data is relatively static or template-based +- **Tools**: When operations have side effects or complex workflows + +### Multiple Transport Options + +The TypeScript SDK supports different transport mechanisms: + +```typescript +import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; +import { SSEServerTransport } from "@modelcontextprotocol/sdk/server/sse.js"; + +// Stdio transport (default - for CLI tools) +const stdioTransport = new StdioServerTransport(); +await server.connect(stdioTransport); + +// SSE transport (for real-time web updates) +const sseTransport = new SSEServerTransport("/message", response); +await server.connect(sseTransport); + +// HTTP transport (for web services) +// Configure based on your HTTP framework integration +``` + +**Transport selection guide:** +- **Stdio**: Command-line tools, subprocess integration, local development +- **HTTP**: Web services, remote access, multiple simultaneous clients +- **SSE**: Real-time updates, server-push notifications, web dashboards + +### Notification Support + +Notify clients when server state changes: + +```typescript +// Notify when tools list changes +server.notification({ + method: "notifications/tools/list_changed" +}); + +// Notify when resources change +server.notification({ + method: "notifications/resources/list_changed" +}); +``` + +Use notifications sparingly - only when server capabilities genuinely change. + +--- + +## Code Best Practices + +### Code Composability and Reusability + +Your implementation MUST prioritize composability and code reuse: + +1. **Extract Common Functionality**: + - Create reusable helper functions for operations used across multiple tools + - Build shared API clients for HTTP requests instead of duplicating code + - Centralize error handling logic in utility functions + - Extract business logic into dedicated functions that can be composed + - Extract shared markdown or JSON field selection & formatting functionality + +2. **Avoid Duplication**: + - NEVER copy-paste similar code between tools + - If you find yourself writing similar logic twice, extract it into a function + - Common operations like pagination, filtering, field selection, and formatting should be shared + - Authentication/authorization logic should be centralized + +## Building and Running + +Always build your TypeScript code before running: + +```bash +# Build the project +npm run build + +# Run the server +npm start + +# Development with auto-reload +npm run dev +``` + +Always ensure `npm run build` completes successfully before considering the implementation complete. + +## Quality Checklist + +Before finalizing your Node/TypeScript MCP server implementation, ensure: + +### Strategic Design +- [ ] Tools enable complete workflows, not just API endpoint wrappers +- [ ] Tool names reflect natural task subdivisions +- [ ] Response formats optimize for agent context efficiency +- [ ] Human-readable identifiers used where appropriate +- [ ] Error messages guide agents toward correct usage + +### Implementation Quality +- [ ] FOCUSED IMPLEMENTATION: Most important and valuable tools implemented +- [ ] All tools registered using `registerTool` with complete configuration +- [ ] All tools include `title`, `description`, `inputSchema`, and `annotations` +- [ ] Annotations correctly set (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) +- [ ] All tools use Zod schemas for runtime input validation with `.strict()` enforcement +- [ ] All Zod schemas have proper constraints and descriptive error messages +- [ ] All tools have comprehensive descriptions with explicit input/output types +- [ ] Descriptions include return value examples and complete schema documentation +- [ ] Error messages are clear, actionable, and educational + +### TypeScript Quality +- [ ] TypeScript interfaces are defined for all data structures +- [ ] Strict TypeScript is enabled in tsconfig.json +- [ ] No use of `any` type - use `unknown` or proper types instead +- [ ] All async functions have explicit Promise return types +- [ ] Error handling uses proper type guards (e.g., `axios.isAxiosError`, `z.ZodError`) + +### Advanced Features (where applicable) +- [ ] Resources registered for appropriate data endpoints +- [ ] Appropriate transport configured (stdio, HTTP, SSE) +- [ ] Notifications implemented for dynamic server capabilities +- [ ] Type-safe with SDK interfaces + +### Project Configuration +- [ ] Package.json includes all necessary dependencies +- [ ] Build script produces working JavaScript in dist/ directory +- [ ] Main entry point is properly configured as dist/index.js +- [ ] Server name follows format: `{service}-mcp-server` +- [ ] tsconfig.json properly configured with strict mode + +### Code Quality +- [ ] Pagination is properly implemented where applicable +- [ ] Large responses check CHARACTER_LIMIT constant and truncate with clear messages +- [ ] Filtering options are provided for potentially large result sets +- [ ] All network operations handle timeouts and connection errors gracefully +- [ ] Common functionality is extracted into reusable functions +- [ ] Return types are consistent across similar operations + +### Testing and Build +- [ ] `npm run build` completes successfully without errors +- [ ] dist/index.js created and executable +- [ ] Server runs: `node dist/index.js --help` +- [ ] All imports resolve correctly +- [ ] Sample tool calls work as expected \ No newline at end of file diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/python_mcp_server.md b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/python_mcp_server.md new file mode 100644 index 0000000..38fa3a1 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/reference/python_mcp_server.md @@ -0,0 +1,752 @@ +# Python MCP Server Implementation Guide + +## Overview + +This document provides Python-specific best practices and examples for implementing MCP servers using the MCP Python SDK. It covers server setup, tool registration patterns, input validation with Pydantic, error handling, and complete working examples. + +--- + +## Quick Reference + +### Key Imports +```python +from mcp.server.fastmcp import FastMCP +from pydantic import BaseModel, Field, field_validator, ConfigDict +from typing import Optional, List, Dict, Any +from enum import Enum +import httpx +``` + +### Server Initialization +```python +mcp = FastMCP("service_mcp") +``` + +### Tool Registration Pattern +```python +@mcp.tool(name="tool_name", annotations={...}) +async def tool_function(params: InputModel) -> str: + # Implementation + pass +``` + +--- + +## MCP Python SDK and FastMCP + +The official MCP Python SDK provides FastMCP, a high-level framework for building MCP servers. It provides: +- Automatic description and inputSchema generation from function signatures and docstrings +- Pydantic model integration for input validation +- Decorator-based tool registration with `@mcp.tool` + +**For complete SDK documentation, use WebFetch to load:** +`https://raw.githubusercontent.com/modelcontextprotocol/python-sdk/main/README.md` + +## Server Naming Convention + +Python MCP servers must follow this naming pattern: +- **Format**: `{service}_mcp` (lowercase with underscores) +- **Examples**: `github_mcp`, `jira_mcp`, `stripe_mcp` + +The name should be: +- General (not tied to specific features) +- Descriptive of the service/API being integrated +- Easy to infer from the task description +- Without version numbers or dates + +## Tool Implementation + +### Tool Naming + +Use snake_case for tool names (e.g., "search_users", "create_project", "get_channel_info") with clear, action-oriented names. + +**Avoid Naming Conflicts**: Include the service context to prevent overlaps: +- Use "slack_send_message" instead of just "send_message" +- Use "github_create_issue" instead of just "create_issue" +- Use "asana_list_tasks" instead of just "list_tasks" + +### Tool Structure with FastMCP + +Tools are defined using the `@mcp.tool` decorator with Pydantic models for input validation: + +```python +from pydantic import BaseModel, Field, ConfigDict +from mcp.server.fastmcp import FastMCP + +# Initialize the MCP server +mcp = FastMCP("example_mcp") + +# Define Pydantic model for input validation +class ServiceToolInput(BaseModel): + '''Input model for service tool operation.''' + model_config = ConfigDict( + str_strip_whitespace=True, # Auto-strip whitespace from strings + validate_assignment=True, # Validate on assignment + extra='forbid' # Forbid extra fields + ) + + param1: str = Field(..., description="First parameter description (e.g., 'user123', 'project-abc')", min_length=1, max_length=100) + param2: Optional[int] = Field(default=None, description="Optional integer parameter with constraints", ge=0, le=1000) + tags: Optional[List[str]] = Field(default_factory=list, description="List of tags to apply", max_items=10) + +@mcp.tool( + name="service_tool_name", + annotations={ + "title": "Human-Readable Tool Title", + "readOnlyHint": True, # Tool does not modify environment + "destructiveHint": False, # Tool does not perform destructive operations + "idempotentHint": True, # Repeated calls have no additional effect + "openWorldHint": False # Tool does not interact with external entities + } +) +async def service_tool_name(params: ServiceToolInput) -> str: + '''Tool description automatically becomes the 'description' field. + + This tool performs a specific operation on the service. It validates all inputs + using the ServiceToolInput Pydantic model before processing. + + Args: + params (ServiceToolInput): Validated input parameters containing: + - param1 (str): First parameter description + - param2 (Optional[int]): Optional parameter with default + - tags (Optional[List[str]]): List of tags + + Returns: + str: JSON-formatted response containing operation results + ''' + # Implementation here + pass +``` + +## Pydantic v2 Key Features + +- Use `model_config` instead of nested `Config` class +- Use `field_validator` instead of deprecated `validator` +- Use `model_dump()` instead of deprecated `dict()` +- Validators require `@classmethod` decorator +- Type hints are required for validator methods + +```python +from pydantic import BaseModel, Field, field_validator, ConfigDict + +class CreateUserInput(BaseModel): + model_config = ConfigDict( + str_strip_whitespace=True, + validate_assignment=True + ) + + name: str = Field(..., description="User's full name", min_length=1, max_length=100) + email: str = Field(..., description="User's email address", pattern=r'^[\w\.-]+@[\w\.-]+\.\w+$') + age: int = Field(..., description="User's age", ge=0, le=150) + + @field_validator('email') + @classmethod + def validate_email(cls, v: str) -> str: + if not v.strip(): + raise ValueError("Email cannot be empty") + return v.lower() +``` + +## Response Format Options + +Support multiple output formats for flexibility: + +```python +from enum import Enum + +class ResponseFormat(str, Enum): + '''Output format for tool responses.''' + MARKDOWN = "markdown" + JSON = "json" + +class UserSearchInput(BaseModel): + query: str = Field(..., description="Search query") + response_format: ResponseFormat = Field( + default=ResponseFormat.MARKDOWN, + description="Output format: 'markdown' for human-readable or 'json' for machine-readable" + ) +``` + +**Markdown format**: +- Use headers, lists, and formatting for clarity +- Convert timestamps to human-readable format (e.g., "2024-01-15 10:30:00 UTC" instead of epoch) +- Show display names with IDs in parentheses (e.g., "@john.doe (U123456)") +- Omit verbose metadata (e.g., show only one profile image URL, not all sizes) +- Group related information logically + +**JSON format**: +- Return complete, structured data suitable for programmatic processing +- Include all available fields and metadata +- Use consistent field names and types + +## Pagination Implementation + +For tools that list resources: + +```python +class ListInput(BaseModel): + limit: Optional[int] = Field(default=20, description="Maximum results to return", ge=1, le=100) + offset: Optional[int] = Field(default=0, description="Number of results to skip for pagination", ge=0) + +async def list_items(params: ListInput) -> str: + # Make API request with pagination + data = await api_request(limit=params.limit, offset=params.offset) + + # Return pagination info + response = { + "total": data["total"], + "count": len(data["items"]), + "offset": params.offset, + "items": data["items"], + "has_more": data["total"] > params.offset + len(data["items"]), + "next_offset": params.offset + len(data["items"]) if data["total"] > params.offset + len(data["items"]) else None + } + return json.dumps(response, indent=2) +``` + +## Character Limits and Truncation + +Add a CHARACTER_LIMIT constant to prevent overwhelming responses: + +```python +# At module level +CHARACTER_LIMIT = 25000 # Maximum response size in characters + +async def search_tool(params: SearchInput) -> str: + result = generate_response(data) + + # Check character limit and truncate if needed + if len(result) > CHARACTER_LIMIT: + # Truncate data and add notice + truncated_data = data[:max(1, len(data) // 2)] + response["data"] = truncated_data + response["truncated"] = True + response["truncation_message"] = ( + f"Response truncated from {len(data)} to {len(truncated_data)} items. " + f"Use 'offset' parameter or add filters to see more results." + ) + result = json.dumps(response, indent=2) + + return result +``` + +## Error Handling + +Provide clear, actionable error messages: + +```python +def _handle_api_error(e: Exception) -> str: + '''Consistent error formatting across all tools.''' + if isinstance(e, httpx.HTTPStatusError): + if e.response.status_code == 404: + return "Error: Resource not found. Please check the ID is correct." + elif e.response.status_code == 403: + return "Error: Permission denied. You don't have access to this resource." + elif e.response.status_code == 429: + return "Error: Rate limit exceeded. Please wait before making more requests." + return f"Error: API request failed with status {e.response.status_code}" + elif isinstance(e, httpx.TimeoutException): + return "Error: Request timed out. Please try again." + return f"Error: Unexpected error occurred: {type(e).__name__}" +``` + +## Shared Utilities + +Extract common functionality into reusable functions: + +```python +# Shared API request function +async def _make_api_request(endpoint: str, method: str = "GET", **kwargs) -> dict: + '''Reusable function for all API calls.''' + async with httpx.AsyncClient() as client: + response = await client.request( + method, + f"{API_BASE_URL}/{endpoint}", + timeout=30.0, + **kwargs + ) + response.raise_for_status() + return response.json() +``` + +## Async/Await Best Practices + +Always use async/await for network requests and I/O operations: + +```python +# Good: Async network request +async def fetch_data(resource_id: str) -> dict: + async with httpx.AsyncClient() as client: + response = await client.get(f"{API_URL}/resource/{resource_id}") + response.raise_for_status() + return response.json() + +# Bad: Synchronous request +def fetch_data(resource_id: str) -> dict: + response = requests.get(f"{API_URL}/resource/{resource_id}") # Blocks + return response.json() +``` + +## Type Hints + +Use type hints throughout: + +```python +from typing import Optional, List, Dict, Any + +async def get_user(user_id: str) -> Dict[str, Any]: + data = await fetch_user(user_id) + return {"id": data["id"], "name": data["name"]} +``` + +## Tool Docstrings + +Every tool must have comprehensive docstrings with explicit type information: + +```python +async def search_users(params: UserSearchInput) -> str: + ''' + Search for users in the Example system by name, email, or team. + + This tool searches across all user profiles in the Example platform, + supporting partial matches and various search filters. It does NOT + create or modify users, only searches existing ones. + + Args: + params (UserSearchInput): Validated input parameters containing: + - query (str): Search string to match against names/emails (e.g., "john", "@example.com", "team:marketing") + - limit (Optional[int]): Maximum results to return, between 1-100 (default: 20) + - offset (Optional[int]): Number of results to skip for pagination (default: 0) + + Returns: + str: JSON-formatted string containing search results with the following schema: + + Success response: + { + "total": int, # Total number of matches found + "count": int, # Number of results in this response + "offset": int, # Current pagination offset + "users": [ + { + "id": str, # User ID (e.g., "U123456789") + "name": str, # Full name (e.g., "John Doe") + "email": str, # Email address (e.g., "john@example.com") + "team": str # Team name (e.g., "Marketing") - optional + } + ] + } + + Error response: + "Error: " or "No users found matching ''" + + Examples: + - Use when: "Find all marketing team members" -> params with query="team:marketing" + - Use when: "Search for John's account" -> params with query="john" + - Don't use when: You need to create a user (use example_create_user instead) + - Don't use when: You have a user ID and need full details (use example_get_user instead) + + Error Handling: + - Input validation errors are handled by Pydantic model + - Returns "Error: Rate limit exceeded" if too many requests (429 status) + - Returns "Error: Invalid API authentication" if API key is invalid (401 status) + - Returns formatted list of results or "No users found matching 'query'" + ''' +``` + +## Complete Example + +See below for a complete Python MCP server example: + +```python +#!/usr/bin/env python3 +''' +MCP Server for Example Service. + +This server provides tools to interact with Example API, including user search, +project management, and data export capabilities. +''' + +from typing import Optional, List, Dict, Any +from enum import Enum +import httpx +from pydantic import BaseModel, Field, field_validator, ConfigDict +from mcp.server.fastmcp import FastMCP + +# Initialize the MCP server +mcp = FastMCP("example_mcp") + +# Constants +API_BASE_URL = "https://api.example.com/v1" +CHARACTER_LIMIT = 25000 # Maximum response size in characters + +# Enums +class ResponseFormat(str, Enum): + '''Output format for tool responses.''' + MARKDOWN = "markdown" + JSON = "json" + +# Pydantic Models for Input Validation +class UserSearchInput(BaseModel): + '''Input model for user search operations.''' + model_config = ConfigDict( + str_strip_whitespace=True, + validate_assignment=True + ) + + query: str = Field(..., description="Search string to match against names/emails", min_length=2, max_length=200) + limit: Optional[int] = Field(default=20, description="Maximum results to return", ge=1, le=100) + offset: Optional[int] = Field(default=0, description="Number of results to skip for pagination", ge=0) + response_format: ResponseFormat = Field(default=ResponseFormat.MARKDOWN, description="Output format") + + @field_validator('query') + @classmethod + def validate_query(cls, v: str) -> str: + if not v.strip(): + raise ValueError("Query cannot be empty or whitespace only") + return v.strip() + +# Shared utility functions +async def _make_api_request(endpoint: str, method: str = "GET", **kwargs) -> dict: + '''Reusable function for all API calls.''' + async with httpx.AsyncClient() as client: + response = await client.request( + method, + f"{API_BASE_URL}/{endpoint}", + timeout=30.0, + **kwargs + ) + response.raise_for_status() + return response.json() + +def _handle_api_error(e: Exception) -> str: + '''Consistent error formatting across all tools.''' + if isinstance(e, httpx.HTTPStatusError): + if e.response.status_code == 404: + return "Error: Resource not found. Please check the ID is correct." + elif e.response.status_code == 403: + return "Error: Permission denied. You don't have access to this resource." + elif e.response.status_code == 429: + return "Error: Rate limit exceeded. Please wait before making more requests." + return f"Error: API request failed with status {e.response.status_code}" + elif isinstance(e, httpx.TimeoutException): + return "Error: Request timed out. Please try again." + return f"Error: Unexpected error occurred: {type(e).__name__}" + +# Tool definitions +@mcp.tool( + name="example_search_users", + annotations={ + "title": "Search Example Users", + "readOnlyHint": True, + "destructiveHint": False, + "idempotentHint": True, + "openWorldHint": True + } +) +async def example_search_users(params: UserSearchInput) -> str: + '''Search for users in the Example system by name, email, or team. + + [Full docstring as shown above] + ''' + try: + # Make API request using validated parameters + data = await _make_api_request( + "users/search", + params={ + "q": params.query, + "limit": params.limit, + "offset": params.offset + } + ) + + users = data.get("users", []) + total = data.get("total", 0) + + if not users: + return f"No users found matching '{params.query}'" + + # Format response based on requested format + if params.response_format == ResponseFormat.MARKDOWN: + lines = [f"# User Search Results: '{params.query}'", ""] + lines.append(f"Found {total} users (showing {len(users)})") + lines.append("") + + for user in users: + lines.append(f"## {user['name']} ({user['id']})") + lines.append(f"- **Email**: {user['email']}") + if user.get('team'): + lines.append(f"- **Team**: {user['team']}") + lines.append("") + + return "\n".join(lines) + + else: + # Machine-readable JSON format + import json + response = { + "total": total, + "count": len(users), + "offset": params.offset, + "users": users + } + return json.dumps(response, indent=2) + + except Exception as e: + return _handle_api_error(e) + +if __name__ == "__main__": + mcp.run() +``` + +--- + +## Advanced FastMCP Features + +### Context Parameter Injection + +FastMCP can automatically inject a `Context` parameter into tools for advanced capabilities like logging, progress reporting, resource reading, and user interaction: + +```python +from mcp.server.fastmcp import FastMCP, Context + +mcp = FastMCP("example_mcp") + +@mcp.tool() +async def advanced_search(query: str, ctx: Context) -> str: + '''Advanced tool with context access for logging and progress.''' + + # Report progress for long operations + await ctx.report_progress(0.25, "Starting search...") + + # Log information for debugging + await ctx.log_info("Processing query", {"query": query, "timestamp": datetime.now()}) + + # Perform search + results = await search_api(query) + await ctx.report_progress(0.75, "Formatting results...") + + # Access server configuration + server_name = ctx.fastmcp.name + + return format_results(results) + +@mcp.tool() +async def interactive_tool(resource_id: str, ctx: Context) -> str: + '''Tool that can request additional input from users.''' + + # Request sensitive information when needed + api_key = await ctx.elicit( + prompt="Please provide your API key:", + input_type="password" + ) + + # Use the provided key + return await api_call(resource_id, api_key) +``` + +**Context capabilities:** +- `ctx.report_progress(progress, message)` - Report progress for long operations +- `ctx.log_info(message, data)` / `ctx.log_error()` / `ctx.log_debug()` - Logging +- `ctx.elicit(prompt, input_type)` - Request input from users +- `ctx.fastmcp.name` - Access server configuration +- `ctx.read_resource(uri)` - Read MCP resources + +### Resource Registration + +Expose data as resources for efficient, template-based access: + +```python +@mcp.resource("file://documents/{name}") +async def get_document(name: str) -> str: + '''Expose documents as MCP resources. + + Resources are useful for static or semi-static data that doesn't + require complex parameters. They use URI templates for flexible access. + ''' + document_path = f"./docs/{name}" + with open(document_path, "r") as f: + return f.read() + +@mcp.resource("config://settings/{key}") +async def get_setting(key: str, ctx: Context) -> str: + '''Expose configuration as resources with context.''' + settings = await load_settings() + return json.dumps(settings.get(key, {})) +``` + +**When to use Resources vs Tools:** +- **Resources**: For data access with simple parameters (URI templates) +- **Tools**: For complex operations with validation and business logic + +### Structured Output Types + +FastMCP supports multiple return types beyond strings: + +```python +from typing import TypedDict +from dataclasses import dataclass +from pydantic import BaseModel + +# TypedDict for structured returns +class UserData(TypedDict): + id: str + name: str + email: str + +@mcp.tool() +async def get_user_typed(user_id: str) -> UserData: + '''Returns structured data - FastMCP handles serialization.''' + return {"id": user_id, "name": "John Doe", "email": "john@example.com"} + +# Pydantic models for complex validation +class DetailedUser(BaseModel): + id: str + name: str + email: str + created_at: datetime + metadata: Dict[str, Any] + +@mcp.tool() +async def get_user_detailed(user_id: str) -> DetailedUser: + '''Returns Pydantic model - automatically generates schema.''' + user = await fetch_user(user_id) + return DetailedUser(**user) +``` + +### Lifespan Management + +Initialize resources that persist across requests: + +```python +from contextlib import asynccontextmanager + +@asynccontextmanager +async def app_lifespan(): + '''Manage resources that live for the server's lifetime.''' + # Initialize connections, load config, etc. + db = await connect_to_database() + config = load_configuration() + + # Make available to all tools + yield {"db": db, "config": config} + + # Cleanup on shutdown + await db.close() + +mcp = FastMCP("example_mcp", lifespan=app_lifespan) + +@mcp.tool() +async def query_data(query: str, ctx: Context) -> str: + '''Access lifespan resources through context.''' + db = ctx.request_context.lifespan_state["db"] + results = await db.query(query) + return format_results(results) +``` + +### Multiple Transport Options + +FastMCP supports different transport mechanisms: + +```python +# Default: Stdio transport (for CLI tools) +if __name__ == "__main__": + mcp.run() + +# HTTP transport (for web services) +if __name__ == "__main__": + mcp.run(transport="streamable_http", port=8000) + +# SSE transport (for real-time updates) +if __name__ == "__main__": + mcp.run(transport="sse", port=8000) +``` + +**Transport selection:** +- **Stdio**: Command-line tools, subprocess integration +- **HTTP**: Web services, remote access, multiple clients +- **SSE**: Real-time updates, push notifications + +--- + +## Code Best Practices + +### Code Composability and Reusability + +Your implementation MUST prioritize composability and code reuse: + +1. **Extract Common Functionality**: + - Create reusable helper functions for operations used across multiple tools + - Build shared API clients for HTTP requests instead of duplicating code + - Centralize error handling logic in utility functions + - Extract business logic into dedicated functions that can be composed + - Extract shared markdown or JSON field selection & formatting functionality + +2. **Avoid Duplication**: + - NEVER copy-paste similar code between tools + - If you find yourself writing similar logic twice, extract it into a function + - Common operations like pagination, filtering, field selection, and formatting should be shared + - Authentication/authorization logic should be centralized + +### Python-Specific Best Practices + +1. **Use Type Hints**: Always include type annotations for function parameters and return values +2. **Pydantic Models**: Define clear Pydantic models for all input validation +3. **Avoid Manual Validation**: Let Pydantic handle input validation with constraints +4. **Proper Imports**: Group imports (standard library, third-party, local) +5. **Error Handling**: Use specific exception types (httpx.HTTPStatusError, not generic Exception) +6. **Async Context Managers**: Use `async with` for resources that need cleanup +7. **Constants**: Define module-level constants in UPPER_CASE + +## Quality Checklist + +Before finalizing your Python MCP server implementation, ensure: + +### Strategic Design +- [ ] Tools enable complete workflows, not just API endpoint wrappers +- [ ] Tool names reflect natural task subdivisions +- [ ] Response formats optimize for agent context efficiency +- [ ] Human-readable identifiers used where appropriate +- [ ] Error messages guide agents toward correct usage + +### Implementation Quality +- [ ] FOCUSED IMPLEMENTATION: Most important and valuable tools implemented +- [ ] All tools have descriptive names and documentation +- [ ] Return types are consistent across similar operations +- [ ] Error handling is implemented for all external calls +- [ ] Server name follows format: `{service}_mcp` +- [ ] All network operations use async/await +- [ ] Common functionality is extracted into reusable functions +- [ ] Error messages are clear, actionable, and educational +- [ ] Outputs are properly validated and formatted + +### Tool Configuration +- [ ] All tools implement 'name' and 'annotations' in the decorator +- [ ] Annotations correctly set (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) +- [ ] All tools use Pydantic BaseModel for input validation with Field() definitions +- [ ] All Pydantic Fields have explicit types and descriptions with constraints +- [ ] All tools have comprehensive docstrings with explicit input/output types +- [ ] Docstrings include complete schema structure for dict/JSON returns +- [ ] Pydantic models handle input validation (no manual validation needed) + +### Advanced Features (where applicable) +- [ ] Context injection used for logging, progress, or elicitation +- [ ] Resources registered for appropriate data endpoints +- [ ] Lifespan management implemented for persistent connections +- [ ] Structured output types used (TypedDict, Pydantic models) +- [ ] Appropriate transport configured (stdio, HTTP, SSE) + +### Code Quality +- [ ] File includes proper imports including Pydantic imports +- [ ] Pagination is properly implemented where applicable +- [ ] Large responses check CHARACTER_LIMIT and truncate with clear messages +- [ ] Filtering options are provided for potentially large result sets +- [ ] All async functions are properly defined with `async def` +- [ ] HTTP client usage follows async patterns with proper context managers +- [ ] Type hints are used throughout the code +- [ ] Constants are defined at module level in UPPER_CASE + +### Testing +- [ ] Server runs successfully: `python your_server.py --help` +- [ ] All imports resolve correctly +- [ ] Sample tool calls work as expected +- [ ] Error scenarios handled gracefully \ No newline at end of file diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/connections.py b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/connections.py new file mode 100644 index 0000000..ffcd0da --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/connections.py @@ -0,0 +1,151 @@ +"""Lightweight connection handling for MCP servers.""" + +from abc import ABC, abstractmethod +from contextlib import AsyncExitStack +from typing import Any + +from mcp import ClientSession, StdioServerParameters +from mcp.client.sse import sse_client +from mcp.client.stdio import stdio_client +from mcp.client.streamable_http import streamablehttp_client + + +class MCPConnection(ABC): + """Base class for MCP server connections.""" + + def __init__(self): + self.session = None + self._stack = None + + @abstractmethod + def _create_context(self): + """Create the connection context based on connection type.""" + + async def __aenter__(self): + """Initialize MCP server connection.""" + self._stack = AsyncExitStack() + await self._stack.__aenter__() + + try: + ctx = self._create_context() + result = await self._stack.enter_async_context(ctx) + + if len(result) == 2: + read, write = result + elif len(result) == 3: + read, write, _ = result + else: + raise ValueError(f"Unexpected context result: {result}") + + session_ctx = ClientSession(read, write) + self.session = await self._stack.enter_async_context(session_ctx) + await self.session.initialize() + return self + except BaseException: + await self._stack.__aexit__(None, None, None) + raise + + async def __aexit__(self, exc_type, exc_val, exc_tb): + """Clean up MCP server connection resources.""" + if self._stack: + await self._stack.__aexit__(exc_type, exc_val, exc_tb) + self.session = None + self._stack = None + + async def list_tools(self) -> list[dict[str, Any]]: + """Retrieve available tools from the MCP server.""" + response = await self.session.list_tools() + return [ + { + "name": tool.name, + "description": tool.description, + "input_schema": tool.inputSchema, + } + for tool in response.tools + ] + + async def call_tool(self, tool_name: str, arguments: dict[str, Any]) -> Any: + """Call a tool on the MCP server with provided arguments.""" + result = await self.session.call_tool(tool_name, arguments=arguments) + return result.content + + +class MCPConnectionStdio(MCPConnection): + """MCP connection using standard input/output.""" + + def __init__(self, command: str, args: list[str] = None, env: dict[str, str] = None): + super().__init__() + self.command = command + self.args = args or [] + self.env = env + + def _create_context(self): + return stdio_client( + StdioServerParameters(command=self.command, args=self.args, env=self.env) + ) + + +class MCPConnectionSSE(MCPConnection): + """MCP connection using Server-Sent Events.""" + + def __init__(self, url: str, headers: dict[str, str] = None): + super().__init__() + self.url = url + self.headers = headers or {} + + def _create_context(self): + return sse_client(url=self.url, headers=self.headers) + + +class MCPConnectionHTTP(MCPConnection): + """MCP connection using Streamable HTTP.""" + + def __init__(self, url: str, headers: dict[str, str] = None): + super().__init__() + self.url = url + self.headers = headers or {} + + def _create_context(self): + return streamablehttp_client(url=self.url, headers=self.headers) + + +def create_connection( + transport: str, + command: str = None, + args: list[str] = None, + env: dict[str, str] = None, + url: str = None, + headers: dict[str, str] = None, +) -> MCPConnection: + """Factory function to create the appropriate MCP connection. + + Args: + transport: Connection type ("stdio", "sse", or "http") + command: Command to run (stdio only) + args: Command arguments (stdio only) + env: Environment variables (stdio only) + url: Server URL (sse and http only) + headers: HTTP headers (sse and http only) + + Returns: + MCPConnection instance + """ + transport = transport.lower() + + if transport == "stdio": + if not command: + raise ValueError("Command is required for stdio transport") + return MCPConnectionStdio(command=command, args=args, env=env) + + elif transport == "sse": + if not url: + raise ValueError("URL is required for sse transport") + return MCPConnectionSSE(url=url, headers=headers) + + elif transport in ["http", "streamable_http", "streamable-http"]: + if not url: + raise ValueError("URL is required for http transport") + return MCPConnectionHTTP(url=url, headers=headers) + + else: + raise ValueError(f"Unsupported transport type: {transport}. Use 'stdio', 'sse', or 'http'") diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/evaluation.py b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/evaluation.py new file mode 100644 index 0000000..4177856 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/evaluation.py @@ -0,0 +1,373 @@ +"""MCP Server Evaluation Harness + +This script evaluates MCP servers by running test questions against them using Claude. +""" + +import argparse +import asyncio +import json +import re +import sys +import time +import traceback +import xml.etree.ElementTree as ET +from pathlib import Path +from typing import Any + +from anthropic import Anthropic + +from connections import create_connection + +EVALUATION_PROMPT = """You are an AI assistant with access to tools. + +When given a task, you MUST: +1. Use the available tools to complete the task +2. Provide summary of each step in your approach, wrapped in tags +3. Provide feedback on the tools provided, wrapped in tags +4. Provide your final response, wrapped in tags + +Summary Requirements: +- In your tags, you must explain: + - The steps you took to complete the task + - Which tools you used, in what order, and why + - The inputs you provided to each tool + - The outputs you received from each tool + - A summary for how you arrived at the response + +Feedback Requirements: +- In your tags, provide constructive feedback on the tools: + - Comment on tool names: Are they clear and descriptive? + - Comment on input parameters: Are they well-documented? Are required vs optional parameters clear? + - Comment on descriptions: Do they accurately describe what the tool does? + - Comment on any errors encountered during tool usage: Did the tool fail to execute? Did the tool return too many tokens? + - Identify specific areas for improvement and explain WHY they would help + - Be specific and actionable in your suggestions + +Response Requirements: +- Your response should be concise and directly address what was asked +- Always wrap your final response in tags +- If you cannot solve the task return NOT_FOUND +- For numeric responses, provide just the number +- For IDs, provide just the ID +- For names or text, provide the exact text requested +- Your response should go last""" + + +def parse_evaluation_file(file_path: Path) -> list[dict[str, Any]]: + """Parse XML evaluation file with qa_pair elements.""" + try: + tree = ET.parse(file_path) + root = tree.getroot() + evaluations = [] + + for qa_pair in root.findall(".//qa_pair"): + question_elem = qa_pair.find("question") + answer_elem = qa_pair.find("answer") + + if question_elem is not None and answer_elem is not None: + evaluations.append({ + "question": (question_elem.text or "").strip(), + "answer": (answer_elem.text or "").strip(), + }) + + return evaluations + except Exception as e: + print(f"Error parsing evaluation file {file_path}: {e}") + return [] + + +def extract_xml_content(text: str, tag: str) -> str | None: + """Extract content from XML tags.""" + pattern = rf"<{tag}>(.*?)" + matches = re.findall(pattern, text, re.DOTALL) + return matches[-1].strip() if matches else None + + +async def agent_loop( + client: Anthropic, + model: str, + question: str, + tools: list[dict[str, Any]], + connection: Any, +) -> tuple[str, dict[str, Any]]: + """Run the agent loop with MCP tools.""" + messages = [{"role": "user", "content": question}] + + response = await asyncio.to_thread( + client.messages.create, + model=model, + max_tokens=4096, + system=EVALUATION_PROMPT, + messages=messages, + tools=tools, + ) + + messages.append({"role": "assistant", "content": response.content}) + + tool_metrics = {} + + while response.stop_reason == "tool_use": + tool_use = next(block for block in response.content if block.type == "tool_use") + tool_name = tool_use.name + tool_input = tool_use.input + + tool_start_ts = time.time() + try: + tool_result = await connection.call_tool(tool_name, tool_input) + tool_response = json.dumps(tool_result) if isinstance(tool_result, (dict, list)) else str(tool_result) + except Exception as e: + tool_response = f"Error executing tool {tool_name}: {str(e)}\n" + tool_response += traceback.format_exc() + tool_duration = time.time() - tool_start_ts + + if tool_name not in tool_metrics: + tool_metrics[tool_name] = {"count": 0, "durations": []} + tool_metrics[tool_name]["count"] += 1 + tool_metrics[tool_name]["durations"].append(tool_duration) + + messages.append({ + "role": "user", + "content": [{ + "type": "tool_result", + "tool_use_id": tool_use.id, + "content": tool_response, + }] + }) + + response = await asyncio.to_thread( + client.messages.create, + model=model, + max_tokens=4096, + system=EVALUATION_PROMPT, + messages=messages, + tools=tools, + ) + messages.append({"role": "assistant", "content": response.content}) + + response_text = next( + (block.text for block in response.content if hasattr(block, "text")), + None, + ) + return response_text, tool_metrics + + +async def evaluate_single_task( + client: Anthropic, + model: str, + qa_pair: dict[str, Any], + tools: list[dict[str, Any]], + connection: Any, + task_index: int, +) -> dict[str, Any]: + """Evaluate a single QA pair with the given tools.""" + start_time = time.time() + + print(f"Task {task_index + 1}: Running task with question: {qa_pair['question']}") + response, tool_metrics = await agent_loop(client, model, qa_pair["question"], tools, connection) + + response_value = extract_xml_content(response, "response") + summary = extract_xml_content(response, "summary") + feedback = extract_xml_content(response, "feedback") + + duration_seconds = time.time() - start_time + + return { + "question": qa_pair["question"], + "expected": qa_pair["answer"], + "actual": response_value, + "score": int(response_value == qa_pair["answer"]) if response_value else 0, + "total_duration": duration_seconds, + "tool_calls": tool_metrics, + "num_tool_calls": sum(len(metrics["durations"]) for metrics in tool_metrics.values()), + "summary": summary, + "feedback": feedback, + } + + +REPORT_HEADER = """ +# Evaluation Report + +## Summary + +- **Accuracy**: {correct}/{total} ({accuracy:.1f}%) +- **Average Task Duration**: {average_duration_s:.2f}s +- **Average Tool Calls per Task**: {average_tool_calls:.2f} +- **Total Tool Calls**: {total_tool_calls} + +--- +""" + +TASK_TEMPLATE = """ +### Task {task_num} + +**Question**: {question} +**Ground Truth Answer**: `{expected_answer}` +**Actual Answer**: `{actual_answer}` +**Correct**: {correct_indicator} +**Duration**: {total_duration:.2f}s +**Tool Calls**: {tool_calls} + +**Summary** +{summary} + +**Feedback** +{feedback} + +--- +""" + + +async def run_evaluation( + eval_path: Path, + connection: Any, + model: str = "claude-3-7-sonnet-20250219", +) -> str: + """Run evaluation with MCP server tools.""" + print("🚀 Starting Evaluation") + + client = Anthropic() + + tools = await connection.list_tools() + print(f"📋 Loaded {len(tools)} tools from MCP server") + + qa_pairs = parse_evaluation_file(eval_path) + print(f"📋 Loaded {len(qa_pairs)} evaluation tasks") + + results = [] + for i, qa_pair in enumerate(qa_pairs): + print(f"Processing task {i + 1}/{len(qa_pairs)}") + result = await evaluate_single_task(client, model, qa_pair, tools, connection, i) + results.append(result) + + correct = sum(r["score"] for r in results) + accuracy = (correct / len(results)) * 100 if results else 0 + average_duration_s = sum(r["total_duration"] for r in results) / len(results) if results else 0 + average_tool_calls = sum(r["num_tool_calls"] for r in results) / len(results) if results else 0 + total_tool_calls = sum(r["num_tool_calls"] for r in results) + + report = REPORT_HEADER.format( + correct=correct, + total=len(results), + accuracy=accuracy, + average_duration_s=average_duration_s, + average_tool_calls=average_tool_calls, + total_tool_calls=total_tool_calls, + ) + + report += "".join([ + TASK_TEMPLATE.format( + task_num=i + 1, + question=qa_pair["question"], + expected_answer=qa_pair["answer"], + actual_answer=result["actual"] or "N/A", + correct_indicator="✅" if result["score"] else "❌", + total_duration=result["total_duration"], + tool_calls=json.dumps(result["tool_calls"], indent=2), + summary=result["summary"] or "N/A", + feedback=result["feedback"] or "N/A", + ) + for i, (qa_pair, result) in enumerate(zip(qa_pairs, results)) + ]) + + return report + + +def parse_headers(header_list: list[str]) -> dict[str, str]: + """Parse header strings in format 'Key: Value' into a dictionary.""" + headers = {} + if not header_list: + return headers + + for header in header_list: + if ":" in header: + key, value = header.split(":", 1) + headers[key.strip()] = value.strip() + else: + print(f"Warning: Ignoring malformed header: {header}") + return headers + + +def parse_env_vars(env_list: list[str]) -> dict[str, str]: + """Parse environment variable strings in format 'KEY=VALUE' into a dictionary.""" + env = {} + if not env_list: + return env + + for env_var in env_list: + if "=" in env_var: + key, value = env_var.split("=", 1) + env[key.strip()] = value.strip() + else: + print(f"Warning: Ignoring malformed environment variable: {env_var}") + return env + + +async def main(): + parser = argparse.ArgumentParser( + description="Evaluate MCP servers using test questions", + formatter_class=argparse.RawDescriptionHelpFormatter, + epilog=""" +Examples: + # Evaluate a local stdio MCP server + python evaluation.py -t stdio -c python -a my_server.py eval.xml + + # Evaluate an SSE MCP server + python evaluation.py -t sse -u https://example.com/mcp -H "Authorization: Bearer token" eval.xml + + # Evaluate an HTTP MCP server with custom model + python evaluation.py -t http -u https://example.com/mcp -m claude-3-5-sonnet-20241022 eval.xml + """, + ) + + parser.add_argument("eval_file", type=Path, help="Path to evaluation XML file") + parser.add_argument("-t", "--transport", choices=["stdio", "sse", "http"], default="stdio", help="Transport type (default: stdio)") + parser.add_argument("-m", "--model", default="claude-3-7-sonnet-20250219", help="Claude model to use (default: claude-3-7-sonnet-20250219)") + + stdio_group = parser.add_argument_group("stdio options") + stdio_group.add_argument("-c", "--command", help="Command to run MCP server (stdio only)") + stdio_group.add_argument("-a", "--args", nargs="+", help="Arguments for the command (stdio only)") + stdio_group.add_argument("-e", "--env", nargs="+", help="Environment variables in KEY=VALUE format (stdio only)") + + remote_group = parser.add_argument_group("sse/http options") + remote_group.add_argument("-u", "--url", help="MCP server URL (sse/http only)") + remote_group.add_argument("-H", "--header", nargs="+", dest="headers", help="HTTP headers in 'Key: Value' format (sse/http only)") + + parser.add_argument("-o", "--output", type=Path, help="Output file for evaluation report (default: stdout)") + + args = parser.parse_args() + + if not args.eval_file.exists(): + print(f"Error: Evaluation file not found: {args.eval_file}") + sys.exit(1) + + headers = parse_headers(args.headers) if args.headers else None + env_vars = parse_env_vars(args.env) if args.env else None + + try: + connection = create_connection( + transport=args.transport, + command=args.command, + args=args.args, + env=env_vars, + url=args.url, + headers=headers, + ) + except ValueError as e: + print(f"Error: {e}") + sys.exit(1) + + print(f"🔗 Connecting to MCP server via {args.transport}...") + + async with connection: + print("✅ Connected successfully") + report = await run_evaluation(args.eval_file, connection, args.model) + + if args.output: + args.output.write_text(report) + print(f"\n✅ Report saved to {args.output}") + else: + print("\n" + report) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/example_evaluation.xml b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/example_evaluation.xml new file mode 100644 index 0000000..41e4459 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/example_evaluation.xml @@ -0,0 +1,22 @@ + + + Calculate the compound interest on $10,000 invested at 5% annual interest rate, compounded monthly for 3 years. What is the final amount in dollars (rounded to 2 decimal places)? + 11614.72 + + + A projectile is launched at a 45-degree angle with an initial velocity of 50 m/s. Calculate the total distance (in meters) it has traveled from the launch point after 2 seconds, assuming g=9.8 m/s². Round to 2 decimal places. + 87.25 + + + A sphere has a volume of 500 cubic meters. Calculate its surface area in square meters. Round to 2 decimal places. + 304.65 + + + Calculate the population standard deviation of this dataset: [12, 15, 18, 22, 25, 30, 35]. Round to 2 decimal places. + 7.61 + + + Calculate the pH of a solution with a hydrogen ion concentration of 3.5 × 10^-5 M. Round to 2 decimal places. + 4.46 + + diff --git a/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/requirements.txt b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/requirements.txt new file mode 100644 index 0000000..e73e5d1 --- /dev/null +++ b/skills/openclaw-skills/skills/seanphan/mcp-builder/scripts/requirements.txt @@ -0,0 +1,2 @@ +anthropic>=0.39.0 +mcp>=1.1.0 diff --git a/skills/openclaw-skills/skills/steipete/coding-agent/SKILL.md b/skills/openclaw-skills/skills/steipete/coding-agent/SKILL.md new file mode 100644 index 0000000..2437d51 --- /dev/null +++ b/skills/openclaw-skills/skills/steipete/coding-agent/SKILL.md @@ -0,0 +1,274 @@ +--- +name: coding-agent +description: Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control. +metadata: {"clawdbot":{"emoji":"🧩","requires":{"anyBins":["claude","codex","opencode","pi"]}}} +--- + +# Coding Agent (background-first) + +Use **bash background mode** for non-interactive coding work. For interactive coding sessions, use the **tmux** skill (always, except very simple one-shot prompts). + +## The Pattern: workdir + background + +```bash +# Create temp space for chats/scratch work +SCRATCH=$(mktemp -d) + +# Start agent in target directory ("little box" - only sees relevant files) +bash workdir:$SCRATCH background:true command:"" +# Or for project work: +bash workdir:~/project/folder background:true command:"" +# Returns sessionId for tracking + +# Monitor progress +process action:log sessionId:XXX + +# Check if done +process action:poll sessionId:XXX + +# Send input (if agent asks a question) +process action:write sessionId:XXX data:"y" + +# Kill if needed +process action:kill sessionId:XXX +``` + +**Why workdir matters:** Agent wakes up in a focused directory, doesn't wander off reading unrelated files (like your soul.md 😅). + +--- + +## Codex CLI + +**Model:** `gpt-5.2-codex` is the default (set in ~/.codex/config.toml) + +### Building/Creating (use --full-auto or --yolo) +```bash +# --full-auto: sandboxed but auto-approves in workspace +bash workdir:~/project background:true command:"codex exec --full-auto \"Build a snake game with dark theme\"" + +# --yolo: NO sandbox, NO approvals (fastest, most dangerous) +bash workdir:~/project background:true command:"codex --yolo \"Build a snake game with dark theme\"" + +# Note: --yolo is a shortcut for --dangerously-bypass-approvals-and-sandbox +``` + +### Reviewing PRs (vanilla, no flags) + +**⚠️ CRITICAL: Never review PRs in Clawdbot's own project folder!** +- Either use the project where the PR is submitted (if it's NOT ~/Projects/clawdbot) +- Or clone to a temp folder first + +```bash +# Option 1: Review in the actual project (if NOT clawdbot) +bash workdir:~/Projects/some-other-repo background:true command:"codex review --base main" + +# Option 2: Clone to temp folder for safe review (REQUIRED for clawdbot PRs!) +REVIEW_DIR=$(mktemp -d) +git clone https://github.com/clawdbot/clawdbot.git $REVIEW_DIR +cd $REVIEW_DIR && gh pr checkout 130 +bash workdir:$REVIEW_DIR background:true command:"codex review --base origin/main" +# Clean up after: rm -rf $REVIEW_DIR + +# Option 3: Use git worktree (keeps main intact) +git worktree add /tmp/pr-130-review pr-130-branch +bash workdir:/tmp/pr-130-review background:true command:"codex review --base main" +``` + +**Why?** Checking out branches in the running Clawdbot repo can break the live instance! + +### Batch PR Reviews (parallel army!) +```bash +# Fetch all PR refs first +git fetch origin '+refs/pull/*/head:refs/remotes/origin/pr/*' + +# Deploy the army - one Codex per PR! +bash workdir:~/project background:true command:"codex exec \"Review PR #86. git diff origin/main...origin/pr/86\"" +bash workdir:~/project background:true command:"codex exec \"Review PR #87. git diff origin/main...origin/pr/87\"" +bash workdir:~/project background:true command:"codex exec \"Review PR #95. git diff origin/main...origin/pr/95\"" +# ... repeat for all PRs + +# Monitor all +process action:list + +# Get results and post to GitHub +process action:log sessionId:XXX +gh pr comment --body "" +``` + +### Tips for PR Reviews +- **Fetch refs first:** `git fetch origin '+refs/pull/*/head:refs/remotes/origin/pr/*'` +- **Use git diff:** Tell Codex to use `git diff origin/main...origin/pr/XX` +- **Don't checkout:** Multiple parallel reviews = don't let them change branches +- **Post results:** Use `gh pr comment` to post reviews to GitHub + +--- + +## Claude Code + +```bash +bash workdir:~/project background:true command:"claude \"Your task\"" +``` + +--- + +## OpenCode + +```bash +bash workdir:~/project background:true command:"opencode run \"Your task\"" +``` + +--- + +## Pi Coding Agent + +```bash +# Install: npm install -g @mariozechner/pi-coding-agent +bash workdir:~/project background:true command:"pi \"Your task\"" +``` + +--- + +## Pi flags (common) + +- `--print` / `-p`: non-interactive; runs prompt and exits. +- `--provider `: pick provider (default: google). +- `--model `: pick model (default: gemini-2.5-flash). +- `--api-key `: override API key (defaults to env vars). + +Examples: + +```bash +# Set provider + model, non-interactive +bash workdir:~/project background:true command:"pi --provider openai --model gpt-4o-mini -p \"Summarize src/\"" +``` + +--- + +## tmux (interactive sessions) + +Use the tmux skill for interactive coding sessions (always, except very simple one-shot prompts). Prefer bash background mode for non-interactive runs. + +--- + +## Parallel Issue Fixing with git worktrees + tmux + +For fixing multiple issues in parallel, use git worktrees (isolated branches) + tmux sessions: + +```bash +# 1. Clone repo to temp location +cd /tmp && git clone git@github.com:user/repo.git repo-worktrees +cd repo-worktrees + +# 2. Create worktrees for each issue (isolated branches!) +git worktree add -b fix/issue-78 /tmp/issue-78 main +git worktree add -b fix/issue-99 /tmp/issue-99 main + +# 3. Set up tmux sessions +SOCKET="${TMPDIR:-/tmp}/codex-fixes.sock" +tmux -S "$SOCKET" new-session -d -s fix-78 +tmux -S "$SOCKET" new-session -d -s fix-99 + +# 4. Launch Codex in each (after pnpm install!) +tmux -S "$SOCKET" send-keys -t fix-78 "cd /tmp/issue-78 && pnpm install && codex --yolo 'Fix issue #78: . Commit and push.'" Enter +tmux -S "$SOCKET" send-keys -t fix-99 "cd /tmp/issue-99 && pnpm install && codex --yolo 'Fix issue #99: . Commit and push.'" Enter + +# 5. Monitor progress +tmux -S "$SOCKET" capture-pane -p -t fix-78 -S -30 +tmux -S "$SOCKET" capture-pane -p -t fix-99 -S -30 + +# 6. Check if done (prompt returned) +tmux -S "$SOCKET" capture-pane -p -t fix-78 -S -3 | grep -q "❯" && echo "Done!" + +# 7. Create PRs after fixes +cd /tmp/issue-78 && git push -u origin fix/issue-78 +gh pr create --repo user/repo --head fix/issue-78 --title "fix: ..." --body "..." + +# 8. Cleanup +tmux -S "$SOCKET" kill-server +git worktree remove /tmp/issue-78 +git worktree remove /tmp/issue-99 +``` + +**Why worktrees?** Each Codex works in isolated branch, no conflicts. Can run 5+ parallel fixes! + +**Why tmux over bash background?** Codex is interactive — needs TTY for proper output. tmux provides persistent sessions with full history capture. + +--- + +## ⚠️ Rules + +1. **Respect tool choice** — if user asks for Codex, use Codex. NEVER offer to build it yourself! +2. **Be patient** — don't kill sessions because they're "slow" +3. **Monitor with process:log** — check progress without interfering +4. **--full-auto for building** — auto-approves changes +5. **vanilla for reviewing** — no special flags needed +6. **Parallel is OK** — run many Codex processes at once for batch work +7. **NEVER start Codex in ~/clawd/** — it'll read your soul docs and get weird ideas about the org chart! Use the target project dir or /tmp for blank slate chats +8. **NEVER checkout branches in ~/Projects/clawdbot/** — that's the LIVE Clawdbot instance! Clone to /tmp or use git worktree for PR reviews + +--- + +## PR Template (The Razor Standard) + +When submitting PRs to external repos, use this format for quality & maintainer-friendliness: + +````markdown +## Original Prompt +[Exact request/problem statement] + +## What this does +[High-level description] + +**Features:** +- [Key feature 1] +- [Key feature 2] + +**Example usage:** +```bash +# Example +command example +``` + +## Feature intent (maintainer-friendly) +[Why useful, how it fits, workflows it enables] + +## Prompt history (timestamped) +- YYYY-MM-DD HH:MM UTC: [Step 1] +- YYYY-MM-DD HH:MM UTC: [Step 2] + +## How I tested +**Manual verification:** +1. [Test step] - Output: `[result]` +2. [Test step] - Result: [result] + +**Files tested:** +- [Detail] +- [Edge cases] + +## Session logs (implementation) +- [What was researched] +- [What was discovered] +- [Time spent] + +## Implementation details +**New files:** +- `path/file.ts` - [description] + +**Modified files:** +- `path/file.ts` - [change] + +**Technical notes:** +- [Detail 1] +- [Detail 2] + +--- +*Submitted by Razor 🥷 - Mariano's AI agent* +```` + +**Key principles:** +1. Human-written description (no AI slop) +2. Feature intent for maintainers +3. Timestamped prompt history +4. Session logs if using Codex/agent + +**Example:** https://github.com/steipete/bird/pull/22 diff --git a/skills/openclaw-skills/skills/steipete/coding-agent/_meta.json b/skills/openclaw-skills/skills/steipete/coding-agent/_meta.json new file mode 100644 index 0000000..a0399b4 --- /dev/null +++ b/skills/openclaw-skills/skills/steipete/coding-agent/_meta.json @@ -0,0 +1,11 @@ +{ + "owner": "steipete", + "slug": "coding-agent", + "displayName": "Coding Agent", + "latest": { + "version": "1.0.1", + "publishedAt": 1767667634099, + "commit": "https://github.com/clawdbot/skills/commit/4f0b7ed32a1fc0635e2a62ec1181243c1118898d" + }, + "history": [] +} diff --git a/skills/skills-index.json b/skills/skills-index.json index 59d13e1..be78596 100644 --- a/skills/skills-index.json +++ b/skills/skills-index.json @@ -1,5 +1,19 @@ { - "version": "1.0.0", + "version": "1.1.0", + "lastUpdated": "2026-02-26", + "sources": [ + { + "name": "awesome-claude-skills", + "url": "https://github.com/ComposioHQ/awesome-claude-skills", + "skillsCount": 25 + }, + { + "name": "awesome-openclaw-skills", + "url": "https://github.com/VoltAgent/awesome-openclaw-skills", + "skillsCount": 10, + "note": "Selected high-value skills from openclaw/skills repository" + } + ], "skills": [ { "name": "content-research-writer", @@ -150,6 +164,66 @@ "category": "tools", "description": "Create new custom skills for QwenClaw", "source": "awesome-claude-skills/skill-creator" + }, + { + "name": "achurch", + "category": "community", + "description": "24/7 digital sanctuary for AI agents and humans", + "source": "awesome-openclaw-skills/achurch" + }, + { + "name": "agent-council", + "category": "automation", + "description": "Complete toolkit for creating autonomous AI agents and managing multi-agent systems", + "source": "awesome-openclaw-skills/agent-council" + }, + { + "name": "agent-identity-kit", + "category": "tools", + "description": "Portable identity system for AI agents with schema validation", + "source": "awesome-openclaw-skills/agent-identity-kit" + }, + { + "name": "mcp-builder", + "category": "development", + "description": "Guide for creating high-quality MCP (Model Context Protocol) servers", + "source": "awesome-openclaw-skills/mcp-builder" + }, + { + "name": "coder-workspaces", + "category": "development", + "description": "Manage Coder workspaces and AI coding agent tasks", + "source": "awesome-openclaw-skills/coder-workspaces" + }, + { + "name": "backend-patterns", + "category": "development", + "description": "Backend architecture patterns, API design, database optimization", + "source": "awesome-openclaw-skills/backend-patterns" + }, + { + "name": "code-mentor", + "category": "development", + "description": "Comprehensive AI programming tutor for all levels with references and examples", + "source": "awesome-openclaw-skills/code-mentor" + }, + { + "name": "coding-agent", + "category": "development", + "description": "Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent", + "source": "awesome-openclaw-skills/coding-agent" + }, + { + "name": "ec-task-orchestrator", + "category": "automation", + "description": "Autonomous multi-agent task orchestration system", + "source": "awesome-openclaw-skills/ec-task-orchestrator" + }, + { + "name": "essence-distiller", + "category": "productivity", + "description": "Find what actually matters in content - the ideas that survive editing", + "source": "awesome-openclaw-skills/essence-distiller" } ], "categories": [ @@ -163,6 +237,7 @@ "creative", "tools", "automation", - "social" + "social", + "community" ] }