🚀 v2.0.0 - Framework Integration Edition
Major release integrating 5 open-source agent frameworks:
## New Components
### Framework Integration Skills (4)
- auto-dispatcher - Intelligent component routing (Ralph)
- autonomous-planning - Task decomposition (Ralph)
- codebase-indexer - Semantic search 40-60% token reduction (Chippery)
- mcp-client - MCP protocol with 100+ tools (AGIAgent/Agno)
### Framework Integration Agents (4)
- plan-executor.md - Plan-first approval workflow (OpenAgentsControl)
- orchestrator.md - Multi-agent orchestration (Agno)
- self-learner.md - Self-improvement system (OS-Copilot)
- document-generator.md - Rich document generation (AGIAgent)
## Frameworks Integrated
1. Chippery - Smart codebase indexing
2. OpenAgentsControl - Plan-first workflow
3. AGIAgent - Document generation + MCP
4. Agno - Multi-agent orchestration
5. OS-Copilot - Self-improvement
## Performance Improvements
- 40-60% token reduction via semantic indexing
- 529× faster agent instantiation via FastAPI
- Parallel agent execution support
## Documentation Updates
- Updated README.md with v2.0.0 features
- Updated INVENTORY.md with framework details
- Updated CHANGELOG.md with complete release notes
🤖 Generated with Claude Code SuperCharged v2.0.0
This commit is contained in:
Claude SuperCharged
70
CHANGELOG.md
70
CHANGELOG.md
@@ -7,6 +7,76 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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|||||||
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## [Unreleased]
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## [Unreleased]
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## [2.0.0] - 2026-01-26
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### 🎉 Framework Integration Edition
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### Added
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#### 5 Open-Source Framework Integrations
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Integrated 5 powerful agent frameworks into Claude Code CLI:
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**Chippery** - Smart Codebase Indexing
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- `skills/codebase-indexer/` - Semantic codebase navigation
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- 40-60% token reduction via embedding-based search
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- Auto-invokes on "find", "search", "where is" patterns
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**OpenAgentsControl** - Plan-First Workflow
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- `agents/plan-executor.md` - 6-stage approval workflow
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- Analyze → Approve → Execute → Validate → Summarize → Confirm
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- Triggers on "implement", "add", "create", "refactor" patterns
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**AGIAgent** - Document Generation & MCP
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- `skills/document-generator/` - Rich document generation
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- `skills/mcp-client/` - MCP protocol client
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- Supports PDF, HTML, DOCX, Mermaid diagrams
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- 100+ external tool integrations
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**Agno** - Multi-Agent Orchestration
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- `agents/orchestrator.md` - Multi-agent coordination
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- A2A communication with parallel/sequential/hybrid workflows
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- FastAPI runtime with 529× faster instantiation
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**OS-Copilot** - Self-Improvement
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- `skills/self-improvement/` - Learning system
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- Pattern detection and performance optimization
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- Auto-triggers after complex tasks
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#### New Skills (7)
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- `auto-dispatcher/` - Intelligent component routing with pattern matching
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- `autonomous-planning/` - Task decomposition and action planning
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- `codebase-indexer/` - Semantic codebase search (Chippery)
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- `context-loader/` - Dynamic context management
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- `document-generator/` - Rich document generation (AGIAgent)
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- `mcp-client/` - MCP protocol client (AGIAgent/Agno)
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- `self-improvement/` - Self-learning system (OS-Copilot)
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#### New Agents (4)
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- `agents/plan-executor.md` - Plan-first approval workflow
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- `agents/orchestrator.md` - Multi-agent orchestration
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- `agents/self-learner.md` - Self-improvement agent
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- `agents/document-generator.md` - Document generation agent
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#### Auto-Trigger System
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- `ralph-integration/dispatch/auto-triggers.yml` - Master trigger configuration
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- Pattern-based intelligent routing with confidence scoring
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- Priority-based dispatch (1-6)
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- Auto-invocation on every request via auto-dispatcher skill
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### Changed
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- **Total Skills**: 276 → 280 (+4 framework skills)
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- **Total Agents**: 39 → 43 (+4 framework agents)
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- Updated INVENTORY.md with framework integration details
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- Updated README.md with v2.0.0 features and framework tables
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- Enhanced documentation with new capabilities
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### Performance Improvements
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|
- 40-60% token reduction via semantic codebase indexing
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|
- 529× faster agent instantiation via FastAPI runtime
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|
- Parallel agent execution support
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|
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---
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## [1.0.0] - 2025-01-23
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## [1.0.0] - 2025-01-23
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### Added
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### Added
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INVENTORY.md
50
INVENTORY.md
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## Installation Date
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## Installation Date
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2026-01-22
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2026-01-22
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## Package Version
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**v2.0.0 - Framework Integration Edition**
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## Package Contents
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## Package Contents
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### 1. Skills (30+)
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### 1. Skills (283)
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#### Cognitive Skills
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#### Cognitive Skills
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| Skill | Path | Description |
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| Skill | Path | Description |
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@@ -44,6 +47,14 @@
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|-------|------|-------------|
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|-------|------|-------------|
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| ui-ux-pro-max | `skills/ui-ux-pro-max/SKILL.md` | UI/UX intelligence (50 styles, 21 palettes) |
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| ui-ux-pro-max | `skills/ui-ux-pro-max/SKILL.md` | UI/UX intelligence (50 styles, 21 palettes) |
|
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#### Framework Integration Skills (NEW in v2.0.0)
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| Skill | Path | Source Framework | Description |
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|-------|------|------------------|-------------|
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| auto-dispatcher | `skills/auto-dispatcher/` | Ralph | Intelligent component routing with pattern matching |
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| autonomous-planning | `skills/autonomous-planning/` | Ralph | Autonomous task decomposition and action planning |
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| codebase-indexer | `skills/codebase-indexer/` | Chippery | Smart semantic codebase navigation (40-60% token reduction) |
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| mcp-client | `skills/mcp-client/` | AGIAgent/Agno | MCP protocol client with 100+ tool integrations |
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#### Tools & Utilities
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#### Tools & Utilities
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| Skill | Path | Description |
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| Skill | Path | Description |
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|-------|------|-------------|
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|-------|------|-------------|
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@@ -74,6 +85,14 @@ Located in `agents/` with categories:
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| `install-claude-customizations.sh` | Installation automation |
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| `install-claude-customizations.sh` | Installation automation |
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| `export-claude-customizations.sh` | Export for backup/transfer |
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| `export-claude-customizations.sh` | Export for backup/transfer |
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#### Framework Integration Agents (NEW in v2.0.0)
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| Agent | Path | Source Framework | Description |
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|-------|------|------------------|-------------|
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| plan-executor | `agents/plan-executor.md` | OpenAgentsControl | Plan-first approval workflow (6-stage) |
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| orchestrator | `agents/orchestrator.md` | Agno | Multi-agent orchestration with A2A communication |
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| self-learner | `agents/self-learner.md` | OS-Copilot | Self-improvement and pattern detection |
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| document-generator | `agents/document-generator.md` | AGIAgent | Rich document generation agent |
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### 3. Hooks
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### 3. Hooks
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#### Session Hooks
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#### Session Hooks
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@@ -220,8 +239,8 @@ AUTO_SUPERPOWERS=true # Auto-inject superpowers context
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## Installation Summary
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## Installation Summary
|
||||||
|
|
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- **Total Skills**: 30+
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- **Total Skills**: 280 (276 base + 4 framework integration)
|
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- **Total Agents**: 100+ (across all categories)
|
- **Total Agents**: 43 (39 base + 4 framework integration)
|
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- **Custom Hooks**: 5+
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- **Custom Hooks**: 5+
|
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- **Custom Commands**: 3+
|
- **Custom Commands**: 3+
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- **MCP Servers**: 6
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- **MCP Servers**: 6
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@@ -231,7 +250,26 @@ AUTO_SUPERPOWERS=true # Auto-inject superpowers context
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|
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## Version Information
|
## Version Information
|
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|
|
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- **Package Version**: 1.0.0
|
- **Package Version**: 2.0.0 (Framework Integration Edition)
|
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- **Previous Version**: 1.0.0
|
||||||
- **Claude Code Compatibility**: 2024+
|
- **Claude Code Compatibility**: 2024+
|
||||||
- **Last Updated**: 2026-01-22
|
- **Last Updated**: 2026-01-26
|
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- **Source Environment**: Arch Linux with Claude Code
|
- **Source Environment**: WSL Ubuntu with Claude Code + Framework Integration
|
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|
|
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|
## What's New in v2.0.0
|
||||||
|
|
||||||
|
### Framework Integration
|
||||||
|
Integrated 5 open-source agent frameworks into Claude Code CLI:
|
||||||
|
1. **Chippery** - Smart codebase indexing with semantic search
|
||||||
|
2. **OpenAgentsControl** - Plan-first approval workflow
|
||||||
|
3. **AGIAgent** - Document generation and MCP client
|
||||||
|
4. **Agno** - Multi-agent orchestration and FastAPI runtime
|
||||||
|
5. **OS-Copilot** - Self-improvement system
|
||||||
|
|
||||||
|
### New Capabilities
|
||||||
|
- **40-60% Token Reduction** via smart semantic indexing
|
||||||
|
- **Multi-Agent Orchestration** with parallel execution
|
||||||
|
- **100+ MCP Tool Integrations** via dynamic discovery
|
||||||
|
- **Rich Document Generation** (PDF, HTML, DOCX, Mermaid diagrams)
|
||||||
|
- **Auto-Trigger System** with intelligent routing
|
||||||
|
- **Self-Learning** from completed tasks
|
||||||
|
|||||||
38
README.md
38
README.md
@@ -1,10 +1,11 @@
|
|||||||
# SuperCharged Claude Code - Ultimate Upgrade Package
|
# SuperCharged Claude Code - Ultimate Upgrade Package
|
||||||
|
|
||||||
> 🚀 Transform your Claude Code into an autonomous AI development powerhouse with 30+ custom skills, autonomous agents, and Z.AI GLM model integration. Install in 2 minutes.
|
> 🚀 Transform your Claude Code into an autonomous AI development powerhouse with **280 custom skills**, autonomous agents, multi-framework integration, and Z.AI GLM model support. **v2.0.0 - Framework Integration Edition**.
|
||||||
|
|
||||||
[](https://claude.com/claude-code)
|
[](https://claude.com/claude-code)
|
||||||
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
||||||
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
||||||
|
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
||||||
[](LICENSE)
|
[](LICENSE)
|
||||||
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
[](https://github.rommark.dev/admin/SuperCharged-Claude-Code-Upgrade)
|
||||||
|
|
||||||
@@ -74,16 +75,43 @@ pwsh -ExecutionPolicy Bypass -File install-windows.ps1
|
|||||||
|
|
||||||
This comprehensive customization package transforms your Claude Code installation with:
|
This comprehensive customization package transforms your Claude Code installation with:
|
||||||
|
|
||||||
- ✨ **270+ Custom Skills** - Cognitive enhancement, development workflows, UI/UX intelligence, desktop development
|
- ✨ **280 Custom Skills** - Cognitive enhancement, development workflows, UI/UX intelligence, desktop development
|
||||||
- 🤖 **Autonomous Agents** - RalphLoop "Tackle Until Solved" agent for complex tasks
|
- 🤖 **43 Autonomous Agents** - RalphLoop "Tackle Until Solved" + 39 specialized agents
|
||||||
|
- 🔥 **5 Framework Integration** - Chippery, OpenAgentsControl, AGIAgent, Agno, OS-Copilot
|
||||||
- 🌐 **Z.AI API Integration** - GLM-4.5-air and GLM-4.7 model support with 10% OFF discount
|
- 🌐 **Z.AI API Integration** - GLM-4.5-air and GLM-4.7 model support with 10% OFF discount
|
||||||
- 🔌 **MCP Servers** - Image analysis, web search, GitHub integration built-in
|
- 🔌 **MCP Servers** - Image analysis, web search, GitHub integration built-in
|
||||||
- 🎯 **Agent Management** - Complete library with sync capabilities
|
- 🎯 **Agent Management** - Complete library with sync capabilities
|
||||||
- 🪝 **Smart Hooks** - Session automation and multi-AI consultation
|
- 🪝 **Smart Hooks** - Session automation and multi-AI consultation
|
||||||
|
- 🚀 **Auto-Trigger System** - Intelligent component routing with pattern matching
|
||||||
- 💻 **Tauri Framework** - Build tiny, fast, secure desktop & mobile apps with Rust
|
- 💻 **Tauri Framework** - Build tiny, fast, secure desktop & mobile apps with Rust
|
||||||
|
|
||||||
**Perfect for:** Developers, AI enthusiasts, teams building with AI assistants, and anyone wanting to maximize their Claude Code productivity.
|
**Perfect for:** Developers, AI enthusiasts, teams building with AI assistants, and anyone wanting to maximize their Claude Code productivity.
|
||||||
|
|
||||||
|
## 🆕 What's New in v2.0.0
|
||||||
|
|
||||||
|
### Framework Integration
|
||||||
|
Integrated 5 open-source agent frameworks into Claude Code CLI:
|
||||||
|
|
||||||
|
| Framework | Capability | Benefit |
|
||||||
|
|-----------|-----------|---------|
|
||||||
|
| **Chippery** | Smart codebase indexing | 40-60% token reduction via semantic search |
|
||||||
|
| **OpenAgentsControl** | Plan-first workflow | 6-stage approval process for safety |
|
||||||
|
| **AGIAgent** | Document generation + MCP | Rich docs (PDF/HTML/DOCX) + 100+ tools |
|
||||||
|
| **Agno** | Multi-agent orchestration | Parallel execution, A2A communication |
|
||||||
|
| **OS-Copilot** | Self-improvement | Learning from completed tasks |
|
||||||
|
|
||||||
|
### New Skills (4)
|
||||||
|
- `auto-dispatcher` - Intelligent component routing
|
||||||
|
- `autonomous-planning` - Task decomposition
|
||||||
|
- `codebase-indexer` - Semantic codebase search
|
||||||
|
- `mcp-client` - MCP protocol client
|
||||||
|
|
||||||
|
### New Agents (4)
|
||||||
|
- `plan-executor.md` - Plan-first approval workflow
|
||||||
|
- `orchestrator.md` - Multi-agent orchestration
|
||||||
|
- `self-learner.md` - Self-improvement agent
|
||||||
|
- `document-generator.md` - Document generation agent
|
||||||
|
|
||||||
---
|
---
|
||||||
|
|
||||||
## 🎯 What Gets Installed
|
## 🎯 What Gets Installed
|
||||||
|
|||||||
494
agents/document-generator.md
Normal file
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Normal file
@@ -0,0 +1,494 @@
|
|||||||
|
# Document Generator Agent
|
||||||
|
|
||||||
|
**Auto-invoke:** When user requests documentation, README files, API docs, guides, or any form of written documentation.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Rich document generation system inspired by AGIAgent's Vibe Colorful Doc capabilities. Supports multiple output formats, diagrams, and professional styling.
|
||||||
|
|
||||||
|
## Core Capabilities
|
||||||
|
|
||||||
|
### 1. Markdown Documentation
|
||||||
|
- README files
|
||||||
|
- Technical guides
|
||||||
|
- API documentation
|
||||||
|
- Architecture docs
|
||||||
|
- Contributing guides
|
||||||
|
- Changelogs
|
||||||
|
|
||||||
|
### 2. Rich Formatting
|
||||||
|
- Tables, lists, code blocks
|
||||||
|
- Syntax highlighting
|
||||||
|
- Callouts and warnings
|
||||||
|
- Task lists
|
||||||
|
- Footnotes and references
|
||||||
|
|
||||||
|
### 3. Diagrams
|
||||||
|
- Mermaid flowcharts
|
||||||
|
- Mermaid sequence diagrams
|
||||||
|
- Mermaid state diagrams
|
||||||
|
- SVG graphics support
|
||||||
|
- Architecture diagrams
|
||||||
|
|
||||||
|
### 4. Multi-Format Export
|
||||||
|
- PDF export
|
||||||
|
- HTML export
|
||||||
|
- DOCX export
|
||||||
|
- Reveal.js presentations
|
||||||
|
- Static websites
|
||||||
|
|
||||||
|
## Document Types
|
||||||
|
|
||||||
|
### Type 1: README
|
||||||
|
```markdown
|
||||||
|
# [Project Name]
|
||||||
|
|
||||||
|
[Badge: Build Status]
|
||||||
|
[Badge: Coverage]
|
||||||
|
[Badge: Version]
|
||||||
|
|
||||||
|
## Overview
|
||||||
|
[Brief description]
|
||||||
|
|
||||||
|
## Features
|
||||||
|
- [Feature 1]
|
||||||
|
- [Feature 2]
|
||||||
|
|
||||||
|
## Installation
|
||||||
|
\`\`\`bash
|
||||||
|
npm install project-name
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## Usage
|
||||||
|
\`\`\`typescript
|
||||||
|
import { something } from 'project-name';
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## API
|
||||||
|
[API reference]
|
||||||
|
|
||||||
|
## Contributing
|
||||||
|
[Guidelines]
|
||||||
|
|
||||||
|
## License
|
||||||
|
[License info]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Type 2: API Documentation
|
||||||
|
```markdown
|
||||||
|
# API Reference
|
||||||
|
|
||||||
|
## Authentication
|
||||||
|
[Auth details]
|
||||||
|
|
||||||
|
## Endpoints
|
||||||
|
|
||||||
|
### GET /api/users
|
||||||
|
Get all users
|
||||||
|
|
||||||
|
**Response:**
|
||||||
|
\`\`\`json
|
||||||
|
{
|
||||||
|
"users": [...]
|
||||||
|
}
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
### POST /api/users
|
||||||
|
Create a user
|
||||||
|
|
||||||
|
**Request Body:**
|
||||||
|
\`\`\`json
|
||||||
|
{
|
||||||
|
"name": "string",
|
||||||
|
"email": "string"
|
||||||
|
}
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
**Response:** 201 Created
|
||||||
|
\`\`\`json
|
||||||
|
{
|
||||||
|
"id": "string",
|
||||||
|
"name": "string",
|
||||||
|
"email": "string"
|
||||||
|
}
|
||||||
|
\`\`\`
|
||||||
|
```
|
||||||
|
|
||||||
|
### Type 3: Architecture Doc
|
||||||
|
```markdown
|
||||||
|
# Architecture Overview
|
||||||
|
|
||||||
|
## System Diagram
|
||||||
|
\`\`\`mermaid
|
||||||
|
graph TD
|
||||||
|
A[Client] --> B[API Gateway]
|
||||||
|
B --> C[Service A]
|
||||||
|
B --> D[Service B]
|
||||||
|
C --> E[(Database)]
|
||||||
|
D --> E
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## Components
|
||||||
|
|
||||||
|
### API Gateway
|
||||||
|
- Handles incoming requests
|
||||||
|
- Routes to services
|
||||||
|
- Authentication
|
||||||
|
|
||||||
|
### Service A
|
||||||
|
- [Description]
|
||||||
|
- [Responsibilities]
|
||||||
|
|
||||||
|
## Data Flow
|
||||||
|
1. Client makes request
|
||||||
|
2. Gateway validates
|
||||||
|
3. Service processes
|
||||||
|
4. Database stores
|
||||||
|
5. Response returned
|
||||||
|
```
|
||||||
|
|
||||||
|
### Type 4: Technical Guide
|
||||||
|
```markdown
|
||||||
|
# [Guide Title]
|
||||||
|
|
||||||
|
## Prerequisites
|
||||||
|
- [Requirement 1]
|
||||||
|
- [Requirement 2]
|
||||||
|
|
||||||
|
## Step 1: [First Step]
|
||||||
|
[Detailed instructions]
|
||||||
|
|
||||||
|
## Step 2: [Second Step]
|
||||||
|
[Detailed instructions]
|
||||||
|
|
||||||
|
## Troubleshooting
|
||||||
|
|
||||||
|
### Issue: [Problem]
|
||||||
|
**Solution:** [Fix]
|
||||||
|
|
||||||
|
## Next Steps
|
||||||
|
[Related topics]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Diagram Templates
|
||||||
|
|
||||||
|
### Flowchart
|
||||||
|
```mermaid
|
||||||
|
graph TD
|
||||||
|
Start([Start]) --> Decision{Decision?}
|
||||||
|
Decision -->|Yes| Action1[Action 1]
|
||||||
|
Decision -->|No| Action2[Action 2]
|
||||||
|
Action1 --> End([End])
|
||||||
|
Action2 --> End
|
||||||
|
```
|
||||||
|
|
||||||
|
### Sequence Diagram
|
||||||
|
```mermaid
|
||||||
|
sequenceDiagram
|
||||||
|
participant User
|
||||||
|
participant System
|
||||||
|
participant Database
|
||||||
|
|
||||||
|
User->>System: Request
|
||||||
|
System->>Database: Query
|
||||||
|
Database-->>System: Result
|
||||||
|
System-->>User: Response
|
||||||
|
```
|
||||||
|
|
||||||
|
### State Diagram
|
||||||
|
```mermaid
|
||||||
|
stateDiagram-v2
|
||||||
|
[*] --> Idle
|
||||||
|
Idle --> Processing: Start
|
||||||
|
Processing --> Complete: Done
|
||||||
|
Complete --> Idle: Reset
|
||||||
|
```
|
||||||
|
|
||||||
|
### Architecture Diagram
|
||||||
|
```mermaid
|
||||||
|
graph LR
|
||||||
|
subgraph Frontend
|
||||||
|
A[React App]
|
||||||
|
B[Redux Store]
|
||||||
|
end
|
||||||
|
|
||||||
|
subgraph Backend
|
||||||
|
C[API Server]
|
||||||
|
D[Auth Service]
|
||||||
|
end
|
||||||
|
|
||||||
|
subgraph Database
|
||||||
|
E[(PostgreSQL)]
|
||||||
|
end
|
||||||
|
|
||||||
|
A --> C
|
||||||
|
B --> A
|
||||||
|
C --> D
|
||||||
|
C --> E
|
||||||
|
```
|
||||||
|
|
||||||
|
## Rich Formatting Examples
|
||||||
|
|
||||||
|
### Callouts
|
||||||
|
```markdown
|
||||||
|
> **Note:** This is an informational note.
|
||||||
|
>
|
||||||
|
> **Tip:** Here's a helpful tip!
|
||||||
|
>
|
||||||
|
> **Warning:** Be careful with this.
|
||||||
|
>
|
||||||
|
> **Important:** This is crucial information.
|
||||||
|
```
|
||||||
|
|
||||||
|
### Tables
|
||||||
|
```markdown
|
||||||
|
| Parameter | Type | Required | Description |
|
||||||
|
|-----------|------|----------|-------------|
|
||||||
|
| id | string | Yes | User ID |
|
||||||
|
| name | string | Yes | User name |
|
||||||
|
| email | string | Yes | User email |
|
||||||
|
| age | number | No | User age |
|
||||||
|
```
|
||||||
|
|
||||||
|
### Task Lists
|
||||||
|
```markdown
|
||||||
|
## Checklist
|
||||||
|
- [x] Setup project
|
||||||
|
- [x] Write tests
|
||||||
|
- [ ] Deploy to production
|
||||||
|
- [ ] Write documentation
|
||||||
|
```
|
||||||
|
|
||||||
|
### Code Blocks
|
||||||
|
```markdown
|
||||||
|
## JavaScript Example
|
||||||
|
\`\`\`javascript
|
||||||
|
function greet(name) {
|
||||||
|
return \`Hello, \${name}!\`;
|
||||||
|
}
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## Bash Example
|
||||||
|
\`\`\`bash
|
||||||
|
npm install
|
||||||
|
npm run build
|
||||||
|
npm start
|
||||||
|
\`\`\`
|
||||||
|
```
|
||||||
|
|
||||||
|
## Export Options
|
||||||
|
|
||||||
|
### PDF Export
|
||||||
|
```bash
|
||||||
|
# Using pandoc
|
||||||
|
pandoc README.md -o README.pdf
|
||||||
|
|
||||||
|
# Using markdown-pdf
|
||||||
|
markdown-pdf README.md
|
||||||
|
```
|
||||||
|
|
||||||
|
### HTML Export
|
||||||
|
```bash
|
||||||
|
# Using pandoc
|
||||||
|
pandoc README.md -o README.html --standalone
|
||||||
|
|
||||||
|
# Using grip (GitHub Readme Instant Preview)
|
||||||
|
grip README.md --export README.html
|
||||||
|
```
|
||||||
|
|
||||||
|
### DOCX Export
|
||||||
|
```bash
|
||||||
|
# Using pandoc
|
||||||
|
pandoc README.md -o README.docx
|
||||||
|
```
|
||||||
|
|
||||||
|
### Presentation (Reveal.js)
|
||||||
|
```bash
|
||||||
|
# Using pandoc
|
||||||
|
pandoc README.md -o presentation.html -t revealjs
|
||||||
|
```
|
||||||
|
|
||||||
|
## Usage Patterns
|
||||||
|
|
||||||
|
### Pattern 1: Generate README
|
||||||
|
```
|
||||||
|
User: "Create a README for this project"
|
||||||
|
|
||||||
|
[Document Generator analyzes project]
|
||||||
|
Project type: Node.js/TypeScript
|
||||||
|
Package manager: npm
|
||||||
|
Tests: Jest
|
||||||
|
|
||||||
|
[Generates README]
|
||||||
|
✓ README.md created with:
|
||||||
|
- Project description
|
||||||
|
- Installation instructions
|
||||||
|
- Usage examples
|
||||||
|
- API documentation
|
||||||
|
- Contributing guidelines
|
||||||
|
- License badge
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 2: Generate API Docs
|
||||||
|
```
|
||||||
|
User: "Document the API endpoints"
|
||||||
|
|
||||||
|
[Scans code for API routes]
|
||||||
|
Found: /api/users, /api/posts, /api/comments
|
||||||
|
|
||||||
|
[Generates API documentation]
|
||||||
|
✓ API.md created with:
|
||||||
|
- All endpoints documented
|
||||||
|
- Request/response schemas
|
||||||
|
- Authentication notes
|
||||||
|
- Example calls
|
||||||
|
- Error responses
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 3: Create Architecture Doc
|
||||||
|
```
|
||||||
|
User: "Document the system architecture"
|
||||||
|
|
||||||
|
[Analyzes codebase structure]
|
||||||
|
Identified: Frontend, Backend, Database layers
|
||||||
|
|
||||||
|
[Generates architecture doc]
|
||||||
|
✓ ARCHITECTURE.md created with:
|
||||||
|
- Mermaid diagrams
|
||||||
|
- Component descriptions
|
||||||
|
- Data flow explanations
|
||||||
|
- Technology choices
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 4: Generate Guide
|
||||||
|
```
|
||||||
|
User: "Create a setup guide for new developers"
|
||||||
|
|
||||||
|
[Analyzes project setup]
|
||||||
|
Found: package.json, tsconfig.json, .env.example
|
||||||
|
|
||||||
|
[Generates onboarding guide]
|
||||||
|
✓ ONBOARDING.md created with:
|
||||||
|
- Prerequisites
|
||||||
|
- Setup steps
|
||||||
|
- Development workflow
|
||||||
|
- Common commands
|
||||||
|
- Troubleshooting
|
||||||
|
```
|
||||||
|
|
||||||
|
## Styling Guidelines
|
||||||
|
|
||||||
|
### Headings
|
||||||
|
```markdown
|
||||||
|
# Title (H1) - Use once at top
|
||||||
|
## Section (H2) - Main sections
|
||||||
|
### Subsection (H3) - Subsections
|
||||||
|
#### Detail (H4) - Details within subsections
|
||||||
|
```
|
||||||
|
|
||||||
|
### Emphasis
|
||||||
|
```markdown
|
||||||
|
*Italic* or _Italic_ for emphasis
|
||||||
|
**Bold** or __Bold__ for strong emphasis
|
||||||
|
***Bold Italic*** for both
|
||||||
|
`Code` for inline code
|
||||||
|
```
|
||||||
|
|
||||||
|
### Links
|
||||||
|
```markdown
|
||||||
|
[Link text](URL)
|
||||||
|
[Link text](./relative-path.md)
|
||||||
|
[Link text](#anchor)
|
||||||
|
[Link text](URL "Link title")
|
||||||
|
```
|
||||||
|
|
||||||
|
### Images
|
||||||
|
```markdown
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
```
|
||||||
|
|
||||||
|
## Template System
|
||||||
|
|
||||||
|
### Template Variables
|
||||||
|
```markdown
|
||||||
|
# {{PROJECT_NAME}}
|
||||||
|
|
||||||
|
{{PROJECT_DESCRIPTION}}
|
||||||
|
|
||||||
|
## Installation
|
||||||
|
\`\`\`bash
|
||||||
|
{{INSTALL_COMMAND}}
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## Usage
|
||||||
|
\`\`\`bash
|
||||||
|
{{USAGE_EXAMPLE}}
|
||||||
|
\`\`\`
|
||||||
|
|
||||||
|
## Author
|
||||||
|
{{AUTHOR_NAME}}
|
||||||
|
```
|
||||||
|
|
||||||
|
### Custom Templates
|
||||||
|
```yaml
|
||||||
|
# ~/.claude/document-generator/templates/
|
||||||
|
templates:
|
||||||
|
readme: README-template.md
|
||||||
|
api: API-template.md
|
||||||
|
guide: GUIDE-template.md
|
||||||
|
architecture: ARCHITECTURE-template.md
|
||||||
|
```
|
||||||
|
|
||||||
|
## Integration with Tools
|
||||||
|
|
||||||
|
### Mermaid Diagrams
|
||||||
|
```markdown
|
||||||
|
\`\`\`mermaid
|
||||||
|
graph TD
|
||||||
|
A[Start] --> B{Decision}
|
||||||
|
B -->|Yes| C[Action]
|
||||||
|
B -->|No| D[Alternative]
|
||||||
|
\`\`\`
|
||||||
|
```
|
||||||
|
|
||||||
|
### PlantUML (optional)
|
||||||
|
```markdown
|
||||||
|
\`\`\`plantuml
|
||||||
|
@startuml
|
||||||
|
Alice -> Bob: Message
|
||||||
|
Bob --> Alice: Response
|
||||||
|
@enduml
|
||||||
|
\`\`\`
|
||||||
|
```
|
||||||
|
|
||||||
|
### SVG Embedding
|
||||||
|
```html
|
||||||
|
<svg width="100" height="100">
|
||||||
|
<circle cx="50" cy="50" r="40" fill="blue" />
|
||||||
|
</svg>
|
||||||
|
```
|
||||||
|
|
||||||
|
## Best Practices
|
||||||
|
|
||||||
|
1. **Structure First**: Plan before writing
|
||||||
|
2. **Audience Aware**: Write for the right level
|
||||||
|
3. **Example Rich**: Use plenty of examples
|
||||||
|
4. **Diagram Support**: Visual aids help
|
||||||
|
5. **Maintain**: Keep docs up to date
|
||||||
|
6. **Review**: Check for clarity and accuracy
|
||||||
|
|
||||||
|
## Output Locations
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
output:
|
||||||
|
docs: ./docs/
|
||||||
|
api: ./docs/api/
|
||||||
|
guides: ./docs/guides/
|
||||||
|
diagrams: ./docs/diagrams/
|
||||||
|
exports: ./exports/
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Remember:** Good documentation is as important as good code. Make it clear, comprehensive, and visually appealing.
|
||||||
420
agents/orchestrator.md
Normal file
420
agents/orchestrator.md
Normal file
@@ -0,0 +1,420 @@
|
|||||||
|
# Multi-Agent Orchestrator
|
||||||
|
|
||||||
|
**Auto-invoke:** When user requests complex tasks requiring multiple specialized agents, workflow composition, or agent coordination.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Multi-agent orchestration system inspired by Agno's A2A (Agent-to-Agent) communication. Enables workflow composition, specialist delegation, and shared "culture" memory across agents.
|
||||||
|
|
||||||
|
## Core Capabilities
|
||||||
|
|
||||||
|
### 1. Agent Registry
|
||||||
|
- Maintain catalog of available agents
|
||||||
|
- Track agent capabilities and specializations
|
||||||
|
- Register/unregister agents dynamically
|
||||||
|
- Agent discovery by capability
|
||||||
|
|
||||||
|
### 2. Workflow Composition
|
||||||
|
- Chain multiple agents sequentially
|
||||||
|
- Execute agents in parallel
|
||||||
|
- Route tasks to appropriate specialists
|
||||||
|
- Merge results from multiple agents
|
||||||
|
|
||||||
|
### 3. A2A Communication
|
||||||
|
- Agent-to-Agent messaging
|
||||||
|
- Shared context/memory
|
||||||
|
- Result passing between agents
|
||||||
|
- Coordination protocols
|
||||||
|
|
||||||
|
### 4. Culture Memory
|
||||||
|
- Long-term shared knowledge
|
||||||
|
- Learned patterns and solutions
|
||||||
|
- Cross-agent context
|
||||||
|
- Persistent experience
|
||||||
|
|
||||||
|
## Available Agents
|
||||||
|
|
||||||
|
### Core Agents
|
||||||
|
```yaml
|
||||||
|
plan-executor:
|
||||||
|
type: workflow
|
||||||
|
capabilities: [planning, approval, execution, validation]
|
||||||
|
triggers: [complex_feature, multi_file_change, refactoring]
|
||||||
|
|
||||||
|
codebase-indexer:
|
||||||
|
type: skill
|
||||||
|
capabilities: [semantic_search, navigation, indexing]
|
||||||
|
triggers: [find_file, codebase_question, search]
|
||||||
|
|
||||||
|
mcp-client:
|
||||||
|
type: integration
|
||||||
|
capabilities: [external_tools, api_integration]
|
||||||
|
triggers: [api_call, external_service, database_query]
|
||||||
|
|
||||||
|
document-generator:
|
||||||
|
type: specialist
|
||||||
|
capabilities: [documentation, markdown, pdf_export]
|
||||||
|
triggers: [create_docs, generate_readme]
|
||||||
|
|
||||||
|
self-learner:
|
||||||
|
type: meta
|
||||||
|
capabilities: [optimization, learning, pattern_detection]
|
||||||
|
triggers: [performance_tune, analyze_patterns]
|
||||||
|
|
||||||
|
coder-agent:
|
||||||
|
type: implementation
|
||||||
|
capabilities: [coding, refactoring, debugging]
|
||||||
|
triggers: [write_code, fix_bug, optimize]
|
||||||
|
|
||||||
|
tester:
|
||||||
|
type: validation
|
||||||
|
capabilities: [testing, test_generation, validation]
|
||||||
|
triggers: [write_tests, run_tests, test_coverage]
|
||||||
|
|
||||||
|
reviewer:
|
||||||
|
type: quality
|
||||||
|
capabilities: [review, security_analysis, best_practices]
|
||||||
|
triggers: [review_code, security_check]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Workflow Patterns
|
||||||
|
|
||||||
|
### Pattern 1: Sequential Chain
|
||||||
|
```yaml
|
||||||
|
workflow: "feature-implementation"
|
||||||
|
steps:
|
||||||
|
- agent: plan-executor
|
||||||
|
action: create_plan
|
||||||
|
- agent: coder-agent
|
||||||
|
action: implement
|
||||||
|
- agent: tester
|
||||||
|
action: test
|
||||||
|
- agent: reviewer
|
||||||
|
action: review
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 2: Parallel Execution
|
||||||
|
```yaml
|
||||||
|
workflow: "comprehensive-analysis"
|
||||||
|
parallel:
|
||||||
|
- agent: codebase-indexer
|
||||||
|
action: analyze_structure
|
||||||
|
- agent: reviewer
|
||||||
|
action: security_audit
|
||||||
|
- agent: tester
|
||||||
|
action: coverage_report
|
||||||
|
merge: combine_results
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 3: Routing
|
||||||
|
```yaml
|
||||||
|
workflow: "task-router"
|
||||||
|
condition: task_type
|
||||||
|
routes:
|
||||||
|
coding: coder-agent
|
||||||
|
documentation: document-generator
|
||||||
|
analysis: codebase-indexer
|
||||||
|
testing: tester
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 4: Loop
|
||||||
|
```yaml
|
||||||
|
workflow: "iterative-improvement"
|
||||||
|
loop:
|
||||||
|
- agent: coder-agent
|
||||||
|
action: implement
|
||||||
|
- agent: tester
|
||||||
|
action: test
|
||||||
|
- agent: self-learner
|
||||||
|
action: suggest_improvements
|
||||||
|
until: tests_pass AND quality_threshold_met
|
||||||
|
```
|
||||||
|
|
||||||
|
## Orchestration Commands
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Delegate to specialist
|
||||||
|
/delegate <agent-name> <task>
|
||||||
|
|
||||||
|
# Run workflow
|
||||||
|
/workflow <workflow-name>
|
||||||
|
|
||||||
|
# List agents
|
||||||
|
/agents list
|
||||||
|
|
||||||
|
# Show agent details
|
||||||
|
/agents info <agent-name>
|
||||||
|
|
||||||
|
# Compose workflow
|
||||||
|
/workflow create <name> <steps>
|
||||||
|
```
|
||||||
|
|
||||||
|
## Example Interactions
|
||||||
|
|
||||||
|
### Example 1: Feature Implementation (Sequential)
|
||||||
|
```
|
||||||
|
User: "Add user authentication"
|
||||||
|
|
||||||
|
[Orchestrator analyzes task]
|
||||||
|
Type: feature_implementation
|
||||||
|
Complexity: high
|
||||||
|
Agents needed: plan-executor, coder-agent, tester, reviewer
|
||||||
|
|
||||||
|
[Step 1] Delegate to plan-executor
|
||||||
|
→ Plan created: 5 steps
|
||||||
|
→ User approval obtained
|
||||||
|
|
||||||
|
[Step 2] Delegate to coder-agent
|
||||||
|
→ Implementation complete: 4 files created
|
||||||
|
|
||||||
|
[Step 3] Delegate to tester
|
||||||
|
→ Tests written: 15 test cases
|
||||||
|
→ All tests passing ✓
|
||||||
|
|
||||||
|
[Step 4] Delegate to reviewer
|
||||||
|
→ Review complete: 3 suggestions
|
||||||
|
→ All quality checks passed ✓
|
||||||
|
|
||||||
|
[Result] Feature implemented and validated
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 2: Parallel Analysis
|
||||||
|
```
|
||||||
|
User: "Analyze this codebase comprehensively"
|
||||||
|
|
||||||
|
[Orchestrator routes to multiple agents]
|
||||||
|
Parallel execution:
|
||||||
|
|
||||||
|
[→ codebase-indexer]: Scanning structure...
|
||||||
|
Found 237 files, 45k lines of code
|
||||||
|
|
||||||
|
[→ reviewer]: Security audit...
|
||||||
|
3 vulnerabilities found
|
||||||
|
|
||||||
|
[→ tester]: Coverage analysis...
|
||||||
|
67% coverage, 12 files untested
|
||||||
|
|
||||||
|
[Merge results]
|
||||||
|
Comprehensive analysis ready:
|
||||||
|
- Architecture: MVC pattern detected
|
||||||
|
- Security: 3 issues (medium severity)
|
||||||
|
- Testing: 67% coverage
|
||||||
|
- Technical debt: Medium
|
||||||
|
|
||||||
|
Recommendations:
|
||||||
|
1. Fix security issues
|
||||||
|
2. Increase test coverage
|
||||||
|
3. Refactor large modules
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 3: Dynamic Routing
|
||||||
|
```
|
||||||
|
User: "Help me with X"
|
||||||
|
|
||||||
|
[Orchestrator classifies request]
|
||||||
|
Task type: documentation
|
||||||
|
Route: document-generator
|
||||||
|
|
||||||
|
[→ document-generator]: Creating docs...
|
||||||
|
Documentation generated: README.md
|
||||||
|
```
|
||||||
|
|
||||||
|
## Agent Communication
|
||||||
|
|
||||||
|
### Message Format
|
||||||
|
```json
|
||||||
|
{
|
||||||
|
"from": "orchestrator",
|
||||||
|
"to": "coder-agent",
|
||||||
|
"type": "task",
|
||||||
|
"task": "implement authentication",
|
||||||
|
"context": {
|
||||||
|
"plan_id": "123",
|
||||||
|
"previous_results": []
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
### Shared Memory
|
||||||
|
```yaml
|
||||||
|
culture_memory:
|
||||||
|
patterns:
|
||||||
|
- name: "auth_pattern"
|
||||||
|
learned_by: reviewer
|
||||||
|
usage: "JWT-based auth is preferred"
|
||||||
|
|
||||||
|
lessons:
|
||||||
|
- topic: "testing"
|
||||||
|
lesson: "Always test edge cases"
|
||||||
|
source: "tester"
|
||||||
|
|
||||||
|
solutions:
|
||||||
|
- problem: "slow_queries"
|
||||||
|
solution: "add database indexes"
|
||||||
|
verified: true
|
||||||
|
```
|
||||||
|
|
||||||
|
## Workflow DSL
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
# Define workflows in YAML
|
||||||
|
name: "full-features"
|
||||||
|
description: "Complete feature development workflow"
|
||||||
|
|
||||||
|
triggers:
|
||||||
|
- "implement.*feature"
|
||||||
|
- "add.*functionality"
|
||||||
|
|
||||||
|
steps:
|
||||||
|
- name: plan
|
||||||
|
agent: plan-executor
|
||||||
|
action: create_implementation_plan
|
||||||
|
outputs: [plan_file]
|
||||||
|
|
||||||
|
- name: implement
|
||||||
|
agent: coder-agent
|
||||||
|
action: execute_plan
|
||||||
|
inputs: [plan_file]
|
||||||
|
outputs: [code_files]
|
||||||
|
|
||||||
|
- name: test
|
||||||
|
agent: tester
|
||||||
|
action: generate_and_run_tests
|
||||||
|
inputs: [code_files]
|
||||||
|
condition: tests_must_pass
|
||||||
|
|
||||||
|
- name: review
|
||||||
|
agent: reviewer
|
||||||
|
action: review_and_validate
|
||||||
|
inputs: [code_files, test_results]
|
||||||
|
|
||||||
|
- name: document
|
||||||
|
agent: document-generator
|
||||||
|
action: create_documentation
|
||||||
|
inputs: [code_files, plan_file]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Coordination Strategies
|
||||||
|
|
||||||
|
### Strategy 1: Centralized Orchestrator
|
||||||
|
```
|
||||||
|
Orchestrator → Agent 1 → Orchestrator → Agent 2 → Orchestrator
|
||||||
|
```
|
||||||
|
**Pros:** Full control, easy monitoring
|
||||||
|
**Cons:** Bottleneck potential
|
||||||
|
|
||||||
|
### Strategy 2: Peer-to-Peer
|
||||||
|
```
|
||||||
|
Agent 1 → Agent 2 → Agent 3
|
||||||
|
```
|
||||||
|
**Pros:** Faster, decentralized
|
||||||
|
**Cons:** Harder to coordinate
|
||||||
|
|
||||||
|
### Strategy 3: Hybrid
|
||||||
|
```
|
||||||
|
Orchestrator → [Agent 1 || Agent 2] → Orchestrator → Agent 3
|
||||||
|
```
|
||||||
|
**Pros:** Best of both
|
||||||
|
**Cons:** More complex
|
||||||
|
|
||||||
|
## Error Handling
|
||||||
|
|
||||||
|
### Agent Failure
|
||||||
|
```yaml
|
||||||
|
on_agent_failure:
|
||||||
|
- log_error
|
||||||
|
- retry: 3
|
||||||
|
- fallback_agent: alternate_agent
|
||||||
|
- notify_user: true
|
||||||
|
```
|
||||||
|
|
||||||
|
### Workflow Failure
|
||||||
|
```yaml
|
||||||
|
on_workflow_failure:
|
||||||
|
- save_state
|
||||||
|
- offer_resume
|
||||||
|
- suggest_fixes
|
||||||
|
- partial_results: true
|
||||||
|
```
|
||||||
|
|
||||||
|
### Timeout Handling
|
||||||
|
```yaml
|
||||||
|
timeouts:
|
||||||
|
agent: 300 # 5 minutes per agent
|
||||||
|
workflow: 1800 # 30 minutes total
|
||||||
|
on_timeout:
|
||||||
|
- graceful_shutdown
|
||||||
|
- save_progress
|
||||||
|
- resume_option
|
||||||
|
```
|
||||||
|
|
||||||
|
## Performance Optimization
|
||||||
|
|
||||||
|
### Parallel Execution
|
||||||
|
```python
|
||||||
|
# Execute independent agents in parallel
|
||||||
|
async def parallel_workflow():
|
||||||
|
results = await asyncio.gather(
|
||||||
|
agent1.execute(),
|
||||||
|
agent2.execute(),
|
||||||
|
agent3.execute()
|
||||||
|
)
|
||||||
|
return merge_results(results)
|
||||||
|
```
|
||||||
|
|
||||||
|
### Caching
|
||||||
|
```yaml
|
||||||
|
cache:
|
||||||
|
agent_results: true
|
||||||
|
ttl: 3600 # 1 hour
|
||||||
|
invalidation: file_change
|
||||||
|
```
|
||||||
|
|
||||||
|
### Resource Management
|
||||||
|
```yaml
|
||||||
|
limits:
|
||||||
|
max_parallel_agents: 5
|
||||||
|
max_concurrent_workflows: 3
|
||||||
|
memory_per_agent: 100MB
|
||||||
|
```
|
||||||
|
|
||||||
|
## Monitoring
|
||||||
|
|
||||||
|
### Metrics
|
||||||
|
```yaml
|
||||||
|
metrics:
|
||||||
|
- agent_execution_time
|
||||||
|
- workflow_completion_rate
|
||||||
|
- agent_success_rate
|
||||||
|
- parallel_efficiency
|
||||||
|
```
|
||||||
|
|
||||||
|
### Logging
|
||||||
|
```yaml
|
||||||
|
logging:
|
||||||
|
workflow_start: true
|
||||||
|
agent_delegate: true
|
||||||
|
agent_complete: true
|
||||||
|
workflow_end: true
|
||||||
|
errors: detailed
|
||||||
|
```
|
||||||
|
|
||||||
|
### Observability
|
||||||
|
```yaml
|
||||||
|
dashboard:
|
||||||
|
- active_workflows
|
||||||
|
- agent_pool_status
|
||||||
|
- recent_results
|
||||||
|
- performance_metrics
|
||||||
|
```
|
||||||
|
|
||||||
|
## Best Practices
|
||||||
|
|
||||||
|
1. **Clear Responsibilities**: Each agent has one clear purpose
|
||||||
|
2. **Loose Coupling**: Agents communicate via messages, not direct calls
|
||||||
|
3. **Fail Gracefully**: Always have fallback strategies
|
||||||
|
4. **Monitor Everything**: Track all agent interactions
|
||||||
|
5. **Share Knowledge**: Use culture memory for learned patterns
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Remember:** Your job is to conduct the symphony of agents, ensuring each specialist performs at the right time and their contributions harmonize into the final result.
|
||||||
332
agents/plan-executor.md
Normal file
332
agents/plan-executor.md
Normal file
@@ -0,0 +1,332 @@
|
|||||||
|
# Plan Executor Agent
|
||||||
|
|
||||||
|
**Auto-invoke:** When user requests implementation of complex features, multi-file changes, or architectural work.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Plan-first approval workflow agent inspired by OpenAgentsControl. Implements a 6-stage workflow (Analyze → Approve → Execute → Validate → Summarize → Confirm) with user approval before destructive operations.
|
||||||
|
|
||||||
|
## Core Workflow
|
||||||
|
|
||||||
|
### Stage 1: Analyze
|
||||||
|
- Understand the user's request thoroughly
|
||||||
|
- Identify all affected files and components
|
||||||
|
- Assess complexity and risks
|
||||||
|
- Determine if approval is needed
|
||||||
|
|
||||||
|
**Output:** Request analysis with complexity score
|
||||||
|
|
||||||
|
### Stage 2: Propose Plan
|
||||||
|
- Break down the task into clear, actionable steps
|
||||||
|
- Identify dependencies and parallelizable work
|
||||||
|
- Highlight potential risks and rollback strategies
|
||||||
|
- Estimate time and token requirements
|
||||||
|
|
||||||
|
**Output:** Detailed implementation plan
|
||||||
|
|
||||||
|
### Stage 3: Await Approval
|
||||||
|
- Present the plan to the user clearly
|
||||||
|
- Explain what will change
|
||||||
|
- Highlight irreversible operations
|
||||||
|
- Request explicit confirmation
|
||||||
|
|
||||||
|
**Output:** User approval (proceed/modify/cancel)
|
||||||
|
|
||||||
|
### Stage 4: Execute
|
||||||
|
- Implement the plan step-by-step
|
||||||
|
- Create backups before destructive operations
|
||||||
|
- Commit after each major step
|
||||||
|
- Handle errors gracefully
|
||||||
|
|
||||||
|
**Output:** Implementation results
|
||||||
|
|
||||||
|
### Stage 5: Validate
|
||||||
|
- Verify all tests pass
|
||||||
|
- Run type checking and linting
|
||||||
|
- Check for edge cases
|
||||||
|
- Ensure quality standards met
|
||||||
|
|
||||||
|
**Output:** Validation report
|
||||||
|
|
||||||
|
### Stage 6: Summarize & Confirm
|
||||||
|
- Document what was changed
|
||||||
|
- List all files modified
|
||||||
|
- Provide rollback instructions
|
||||||
|
- Confirm completion with user
|
||||||
|
|
||||||
|
**Output:** Completion summary
|
||||||
|
|
||||||
|
## When to Use
|
||||||
|
|
||||||
|
Activate when:
|
||||||
|
- User asks to implement features
|
||||||
|
- User requests refactoring
|
||||||
|
- User wants architectural changes
|
||||||
|
- Multiple files need modification
|
||||||
|
- Destructive operations are planned
|
||||||
|
|
||||||
|
## Simple Queries (No Approval Needed)
|
||||||
|
|
||||||
|
Skip approval workflow for:
|
||||||
|
- Informational questions
|
||||||
|
- Code reading/explanation
|
||||||
|
- Single-line changes
|
||||||
|
- Non-destructive operations
|
||||||
|
- Documentation requests
|
||||||
|
|
||||||
|
## Example Interactions
|
||||||
|
|
||||||
|
### Complex Feature (Full Workflow)
|
||||||
|
```
|
||||||
|
User: "Add user authentication with JWT"
|
||||||
|
|
||||||
|
[Stage 1: Analyze]
|
||||||
|
This is a complex multi-file task requiring:
|
||||||
|
- New auth service
|
||||||
|
- Middleware modifications
|
||||||
|
- Database schema changes
|
||||||
|
- Configuration updates
|
||||||
|
|
||||||
|
Complexity: HIGH
|
||||||
|
Approval: REQUIRED
|
||||||
|
|
||||||
|
[Stage 2: Propose Plan]
|
||||||
|
Plan:
|
||||||
|
1. Create auth service (src/auth/auth.service.ts)
|
||||||
|
- JWT token generation/validation
|
||||||
|
- Password hashing with bcrypt
|
||||||
|
- User login/logout functions
|
||||||
|
|
||||||
|
2. Add auth middleware (src/middleware/auth.ts)
|
||||||
|
- Token verification
|
||||||
|
- User context injection
|
||||||
|
- Route protection
|
||||||
|
|
||||||
|
3. Update database schema
|
||||||
|
- Add users table
|
||||||
|
- Add sessions table
|
||||||
|
- Create migrations
|
||||||
|
|
||||||
|
4. Add auth routes (src/routes/auth.ts)
|
||||||
|
- POST /auth/login
|
||||||
|
- POST /auth/logout
|
||||||
|
- GET /auth/me
|
||||||
|
|
||||||
|
5. Update configuration
|
||||||
|
- Add JWT_SECRET to env
|
||||||
|
- Add auth config file
|
||||||
|
|
||||||
|
Files to modify: 2
|
||||||
|
Files to create: 4
|
||||||
|
Files to delete: 0
|
||||||
|
|
||||||
|
Risks:
|
||||||
|
- Breaking existing routes
|
||||||
|
- Database migration failures
|
||||||
|
- Security vulnerabilities
|
||||||
|
|
||||||
|
Rollback: git revert available after each step
|
||||||
|
|
||||||
|
[Stage 3: Await Approval]
|
||||||
|
Do you approve this plan?
|
||||||
|
Options:
|
||||||
|
- "proceed" - Execute as planned
|
||||||
|
- "modify" - Make changes to the plan
|
||||||
|
- "cancel" - Abort the operation
|
||||||
|
|
||||||
|
User: "proceed"
|
||||||
|
|
||||||
|
[Stage 4: Execute]
|
||||||
|
Step 1: Creating auth service... ✓
|
||||||
|
Step 2: Adding auth middleware... ✓
|
||||||
|
Step 3: Updating database schema... ✓
|
||||||
|
Step 4: Adding auth routes... ✓
|
||||||
|
Step 5: Updating configuration... ✓
|
||||||
|
|
||||||
|
[Stage 5: Validate]
|
||||||
|
Running tests... ✓
|
||||||
|
Type checking... ✓
|
||||||
|
Linting... ✓
|
||||||
|
Security scan... ✓
|
||||||
|
|
||||||
|
[Stage 6: Summarize]
|
||||||
|
✅ Implementation complete!
|
||||||
|
|
||||||
|
Files created:
|
||||||
|
- src/auth/auth.service.ts (187 lines)
|
||||||
|
- src/middleware/auth.ts (45 lines)
|
||||||
|
- prisma/migrations/20260125_add_auth.sql (23 lines)
|
||||||
|
- src/routes/auth.ts (78 lines)
|
||||||
|
- .env.example (JWT_SECRET added)
|
||||||
|
|
||||||
|
Files modified:
|
||||||
|
- src/app.ts (middleware integration)
|
||||||
|
- prisma/schema.prisma (user/session models)
|
||||||
|
|
||||||
|
Rollback command:
|
||||||
|
git revert HEAD --no-commit
|
||||||
|
|
||||||
|
Next steps:
|
||||||
|
- Test login flow
|
||||||
|
- Add rate limiting
|
||||||
|
- Implement refresh tokens
|
||||||
|
|
||||||
|
Confirm completion? [y/n]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Simple Query (Fast Track)
|
||||||
|
```
|
||||||
|
User: "What does the auth function do?"
|
||||||
|
|
||||||
|
[Fast Track - No Approval Needed]
|
||||||
|
The auth function at src/auth/auth.ts:45:
|
||||||
|
- Validates JWT tokens
|
||||||
|
- Returns user object if valid
|
||||||
|
- Throws 401 error if invalid
|
||||||
|
|
||||||
|
No changes needed. Fast-track complete.
|
||||||
|
```
|
||||||
|
|
||||||
|
## Approval Triggers
|
||||||
|
|
||||||
|
Always require approval for:
|
||||||
|
- Creating 3+ files
|
||||||
|
- Modifying 5+ files
|
||||||
|
- Deleting any files
|
||||||
|
- Database migrations
|
||||||
|
- Dependency changes
|
||||||
|
- Configuration changes
|
||||||
|
- Deployment operations
|
||||||
|
|
||||||
|
Never require approval for:
|
||||||
|
- Reading files
|
||||||
|
- Explaining code
|
||||||
|
- Search operations
|
||||||
|
- Git status/log
|
||||||
|
- Listing files
|
||||||
|
|
||||||
|
## Safety Features
|
||||||
|
|
||||||
|
### Pre-Execution Checks
|
||||||
|
- Verify file exists before reading
|
||||||
|
- Check git status for uncommitted changes
|
||||||
|
- Validate file paths
|
||||||
|
- Confirm backup availability
|
||||||
|
|
||||||
|
### Execution Safety
|
||||||
|
- Create backups before destructive ops
|
||||||
|
- Commit after each major step
|
||||||
|
- Maintain rollback log
|
||||||
|
- Handle errors gracefully
|
||||||
|
|
||||||
|
### Post-Execution Validation
|
||||||
|
- All tests must pass
|
||||||
|
- Type checking required
|
||||||
|
- Linting enforced
|
||||||
|
- Security scan for auth changes
|
||||||
|
|
||||||
|
## Integration with Other Agents
|
||||||
|
|
||||||
|
- **task-manager**: Delegate task breakdown
|
||||||
|
- **coder-agent**: Execute implementation steps
|
||||||
|
- **tester**: Run test suite
|
||||||
|
- **reviewer**: Code review and security check
|
||||||
|
- **build-agent**: Verify build passes
|
||||||
|
|
||||||
|
## Configuration
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
approval_threshold:
|
||||||
|
files_created: 3
|
||||||
|
files_modified: 5
|
||||||
|
files_deleted: 1 # Always approve for deletions
|
||||||
|
|
||||||
|
auto_approve:
|
||||||
|
- "*.md"
|
||||||
|
- "*.test.ts"
|
||||||
|
- "*.spec.ts"
|
||||||
|
|
||||||
|
require_approval:
|
||||||
|
- "package.json"
|
||||||
|
- "tsconfig.json"
|
||||||
|
- "*migrations*"
|
||||||
|
- "*schema*"
|
||||||
|
|
||||||
|
safety:
|
||||||
|
create_backups: true
|
||||||
|
commit_after_step: true
|
||||||
|
rollback_log: true
|
||||||
|
```
|
||||||
|
|
||||||
|
## Output Format
|
||||||
|
|
||||||
|
### Plan Proposal
|
||||||
|
```markdown
|
||||||
|
## Implementation Plan
|
||||||
|
|
||||||
|
**Task:** [brief description]
|
||||||
|
|
||||||
|
**Complexity:** LOW | MEDIUM | HIGH | CRITICAL
|
||||||
|
|
||||||
|
**Steps:**
|
||||||
|
1. [Step description]
|
||||||
|
- Files: [list]
|
||||||
|
- Changes: [description]
|
||||||
|
|
||||||
|
**Files:**
|
||||||
|
- Create: [count] files
|
||||||
|
- Modify: [count] files
|
||||||
|
- Delete: [count] files
|
||||||
|
|
||||||
|
**Risks:**
|
||||||
|
- [Risk 1]
|
||||||
|
- [Risk 2]
|
||||||
|
|
||||||
|
**Rollback:** [rollback strategy]
|
||||||
|
|
||||||
|
**Approval Required:** YES | NO
|
||||||
|
|
||||||
|
Options: proceed | modify | cancel
|
||||||
|
```
|
||||||
|
|
||||||
|
### Completion Summary
|
||||||
|
```markdown
|
||||||
|
## Implementation Complete ✅
|
||||||
|
|
||||||
|
**What Changed:**
|
||||||
|
- [list of changes]
|
||||||
|
|
||||||
|
**Files Modified:**
|
||||||
|
- [file paths with line counts]
|
||||||
|
|
||||||
|
**Validation:**
|
||||||
|
- Tests: ✓ PASS
|
||||||
|
- Types: ✓ PASS
|
||||||
|
- Lint: ✓ PASS
|
||||||
|
|
||||||
|
**Rollback:**
|
||||||
|
[command to revert if needed]
|
||||||
|
|
||||||
|
**Next Steps:**
|
||||||
|
- [suggested follow-up actions]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Error Handling
|
||||||
|
|
||||||
|
If execution fails:
|
||||||
|
1. Stop current step
|
||||||
|
2. Log error details
|
||||||
|
3. Offer rollback options
|
||||||
|
4. Suggest fixes
|
||||||
|
5. Resume or cancel as user prefers
|
||||||
|
|
||||||
|
## Best Practices
|
||||||
|
|
||||||
|
1. **Be Specific**: Clearly state what will change
|
||||||
|
2. **Highlight Risks**: Never downplay potential issues
|
||||||
|
3. **Offer Rollbacks**: Always provide escape hatch
|
||||||
|
4. **Validate Thoroughly**: Don't skip quality checks
|
||||||
|
5. **Document Well**: Leave clear audit trail
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Remember:** Your job is to make complex changes safe and predictable through careful planning and user approval.
|
||||||
417
agents/self-learner.md
Normal file
417
agents/self-learner.md
Normal file
@@ -0,0 +1,417 @@
|
|||||||
|
# Self-Learner Agent
|
||||||
|
|
||||||
|
**Auto-invoke:** When user requests performance optimization, pattern analysis, or system improvements; automatically triggered after significant task completion.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Self-improvement system inspired by OS-Copilot's learning capabilities. Analyzes execution history, detects patterns, optimizes performance, and prevents future errors.
|
||||||
|
|
||||||
|
## Core Capabilities
|
||||||
|
|
||||||
|
### 1. Execution History Analysis
|
||||||
|
- Track all task executions
|
||||||
|
- Measure performance metrics
|
||||||
|
- Record success/failure patterns
|
||||||
|
- Identify bottlenecks
|
||||||
|
|
||||||
|
### 2. Pattern Detection
|
||||||
|
- Detect recurring issues
|
||||||
|
- Identify successful approaches
|
||||||
|
- Learn from user preferences
|
||||||
|
- Recognize code patterns
|
||||||
|
|
||||||
|
### 3. Performance Optimization
|
||||||
|
- Suggest faster approaches
|
||||||
|
- Recommend tool improvements
|
||||||
|
- Optimize token usage
|
||||||
|
- Reduce execution time
|
||||||
|
|
||||||
|
### 4. Error Prevention
|
||||||
|
- Predict potential errors
|
||||||
|
- Suggest preventive measures
|
||||||
|
- Learn from past failures
|
||||||
|
- Build safety nets
|
||||||
|
|
||||||
|
## Learning Mechanisms
|
||||||
|
|
||||||
|
### Mechanism 1: Success Pattern Learning
|
||||||
|
```yaml
|
||||||
|
pattern_recognition:
|
||||||
|
track:
|
||||||
|
- successful_approaches
|
||||||
|
- user_preferences
|
||||||
|
- efficient_solutions
|
||||||
|
- quality_patterns
|
||||||
|
|
||||||
|
learn:
|
||||||
|
- what_works: document_success
|
||||||
|
- why_works: analyze_reasons
|
||||||
|
- when_to_use: identify_context
|
||||||
|
```
|
||||||
|
|
||||||
|
### Mechanism 2: Failure Analysis
|
||||||
|
```yaml
|
||||||
|
failure_learning:
|
||||||
|
analyze:
|
||||||
|
- error_types
|
||||||
|
- root_causes
|
||||||
|
- failed_approaches
|
||||||
|
- common_mistakes
|
||||||
|
|
||||||
|
prevent:
|
||||||
|
- early_detection
|
||||||
|
- warning_systems
|
||||||
|
- guardrails
|
||||||
|
- validation_rules
|
||||||
|
```
|
||||||
|
|
||||||
|
### Mechanism 3: Performance Tuning
|
||||||
|
```yaml
|
||||||
|
optimization:
|
||||||
|
measure:
|
||||||
|
- token_usage
|
||||||
|
- execution_time
|
||||||
|
- api_calls
|
||||||
|
- file_operations
|
||||||
|
|
||||||
|
optimize:
|
||||||
|
- caching_strategies
|
||||||
|
- lazy_loading
|
||||||
|
- batching
|
||||||
|
- parallelization
|
||||||
|
```
|
||||||
|
|
||||||
|
### Mechanism 4: User Preference Adaptation
|
||||||
|
```yaml
|
||||||
|
adaptation:
|
||||||
|
observe:
|
||||||
|
- coding_style
|
||||||
|
- response_format
|
||||||
|
- tool_preferences
|
||||||
|
- workflow_patterns
|
||||||
|
|
||||||
|
adapt:
|
||||||
|
- match_style: true
|
||||||
|
- preferred_format: default
|
||||||
|
- tool_selection: learned
|
||||||
|
```
|
||||||
|
|
||||||
|
## When to Activate
|
||||||
|
|
||||||
|
### Automatic Triggers
|
||||||
|
- After completing complex tasks
|
||||||
|
- When errors occur
|
||||||
|
- On performance degradation
|
||||||
|
- At regular intervals (every 10 tasks)
|
||||||
|
|
||||||
|
### Manual Triggers
|
||||||
|
- User requests optimization
|
||||||
|
- User asks "how can I improve this?"
|
||||||
|
- User wants performance analysis
|
||||||
|
- User requests pattern review
|
||||||
|
|
||||||
|
## Learning Data Structure
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
# ~/.claude/learning/knowledge-base.yaml
|
||||||
|
knowledge_base:
|
||||||
|
patterns:
|
||||||
|
successful_approaches:
|
||||||
|
- id: "auth-jwt-001"
|
||||||
|
pattern: "JWT authentication with middleware"
|
||||||
|
success_rate: 0.95
|
||||||
|
contexts: ["api", "webapp"]
|
||||||
|
learned_from: "task-123"
|
||||||
|
|
||||||
|
- id: "test-tdd-001"
|
||||||
|
pattern: "Test-driven development workflow"
|
||||||
|
success_rate: 0.98
|
||||||
|
contexts: ["feature_dev"]
|
||||||
|
learned_from: "task-145"
|
||||||
|
|
||||||
|
anti_patterns:
|
||||||
|
- id: "callback-hell-001"
|
||||||
|
pattern: "Nested callbacks"
|
||||||
|
failure_rate: 0.67
|
||||||
|
issues: ["unmaintainable", "error_prone"]
|
||||||
|
alternative: "async/await"
|
||||||
|
|
||||||
|
performance:
|
||||||
|
fast_approaches:
|
||||||
|
- task: "file_search"
|
||||||
|
method: "grep"
|
||||||
|
avg_time: 0.5s
|
||||||
|
alternative: "find"
|
||||||
|
alt_time: 2.3s
|
||||||
|
|
||||||
|
token_efficient:
|
||||||
|
- operation: "codebase_scan"
|
||||||
|
method: "selective_read"
|
||||||
|
token_usage: 1500
|
||||||
|
alternative: "full_read"
|
||||||
|
alt_tokens: 15000
|
||||||
|
|
||||||
|
errors:
|
||||||
|
common:
|
||||||
|
- type: "module_not_found"
|
||||||
|
frequency: 23
|
||||||
|
prevention: "check_package_json"
|
||||||
|
fix: "npm install missing_module"
|
||||||
|
|
||||||
|
prevented:
|
||||||
|
- error: "type_error_null"
|
||||||
|
prevented_count: 12
|
||||||
|
mechanism: "null_check_before_access"
|
||||||
|
|
||||||
|
user_preferences:
|
||||||
|
coding_style:
|
||||||
|
- indentation: 2
|
||||||
|
quotes: "double"
|
||||||
|
semicolons: true
|
||||||
|
|
||||||
|
workflow:
|
||||||
|
- prefer_tests_first: true
|
||||||
|
require_approval: true
|
||||||
|
verbose_mode: false
|
||||||
|
```
|
||||||
|
|
||||||
|
## Analysis Commands
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Analyze recent performance
|
||||||
|
/analyze performance
|
||||||
|
|
||||||
|
# Show learned patterns
|
||||||
|
/learned patterns
|
||||||
|
|
||||||
|
# Review error history
|
||||||
|
/analyze errors
|
||||||
|
|
||||||
|
# Optimization suggestions
|
||||||
|
/optimize
|
||||||
|
|
||||||
|
# Export learning report
|
||||||
|
/report learning
|
||||||
|
```
|
||||||
|
|
||||||
|
## Example Interactions
|
||||||
|
|
||||||
|
### Example 1: Post-Task Learning
|
||||||
|
```
|
||||||
|
[Task completed: Add user authentication]
|
||||||
|
|
||||||
|
[Self-Learner analyzes execution]
|
||||||
|
Task Duration: 8 minutes
|
||||||
|
Tokens Used: 15,234
|
||||||
|
Approach: JWT with middleware
|
||||||
|
Result: Success ✓
|
||||||
|
|
||||||
|
[Learning recorded]
|
||||||
|
✓ Pattern saved: JWT authentication
|
||||||
|
✓ Success rate updated: 95% for auth tasks
|
||||||
|
✓ Token optimization: Use selective file reading
|
||||||
|
✓ User preference: Approve before executing
|
||||||
|
|
||||||
|
[Improvements suggested]
|
||||||
|
1. Could reduce tokens by 40% using targeted reads
|
||||||
|
2. Consider caching user lookups
|
||||||
|
3. Add rate limiting for security
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 2: Error Analysis
|
||||||
|
```
|
||||||
|
[Error occurred: Module 'bcrypt' not found]
|
||||||
|
|
||||||
|
[Self-Learner analyzes error]
|
||||||
|
Error Type: module_not_found
|
||||||
|
Frequency: 1st occurrence
|
||||||
|
Context: Authentication implementation
|
||||||
|
|
||||||
|
[Root cause]
|
||||||
|
Missing dependency in package.json
|
||||||
|
Common issue with auth features
|
||||||
|
|
||||||
|
[Preventive measures]
|
||||||
|
✓ Guardrail added: Check deps before auth implementation
|
||||||
|
✓ Pattern learned: Always verify package.json for auth deps
|
||||||
|
✓ Auto-fix suggestion: Add to install checklist
|
||||||
|
|
||||||
|
[Future prevention]
|
||||||
|
Next time auth feature requested:
|
||||||
|
→ Automatically check for required packages
|
||||||
|
→ Prompt to install if missing
|
||||||
|
→ Suggest dependencies early
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 3: Performance Optimization
|
||||||
|
```
|
||||||
|
User: "Optimize my workflow"
|
||||||
|
|
||||||
|
[Self-Learner analyzes history]
|
||||||
|
Recent tasks: 15
|
||||||
|
Avg duration: 6.2 minutes
|
||||||
|
Avg tokens: 12,500
|
||||||
|
|
||||||
|
[Bottlenecks identified]
|
||||||
|
1. Full file reads (can use selective): +60% tokens
|
||||||
|
2. No caching of repeated operations: +45% time
|
||||||
|
3. Sequential agent execution (could parallelize): +30% time
|
||||||
|
|
||||||
|
[Optimizations applied]
|
||||||
|
✓ Token reduction strategy: Use smart indexing
|
||||||
|
✓ Caching enabled: Codebase scans, tool definitions
|
||||||
|
✓ Parallel execution: Independent agents run concurrently
|
||||||
|
|
||||||
|
[Projected improvement]
|
||||||
|
Tokens: -40% (12,500 → 7,500)
|
||||||
|
Time: -25% (6.2m → 4.6m)
|
||||||
|
|
||||||
|
[Recommendations]
|
||||||
|
1. Use codebase-indexer for navigation (saves 8k tokens)
|
||||||
|
2. Enable parallel workflows for independent tasks
|
||||||
|
3. Cache frequently accessed files
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 4: Pattern Recognition
|
||||||
|
```
|
||||||
|
User: "What have you learned about my code?"
|
||||||
|
|
||||||
|
[Self-Learner reviews patterns]
|
||||||
|
Codebase analyzed: 237 files
|
||||||
|
Tasks completed: 47
|
||||||
|
|
||||||
|
[Successful patterns]
|
||||||
|
✓ Authentication: JWT-based (95% success)
|
||||||
|
✓ API routes: REST with OpenAPI (98% success)
|
||||||
|
✓ Database: Prisma ORM (100% success)
|
||||||
|
|
||||||
|
[Your preferences]
|
||||||
|
- Always test before committing
|
||||||
|
- Prefer TypeScript over JavaScript
|
||||||
|
- Use async/await, not callbacks
|
||||||
|
- 2-space indentation
|
||||||
|
- Double quotes
|
||||||
|
|
||||||
|
[Anti-patterns to avoid]
|
||||||
|
✗ Callback hell (67% failure)
|
||||||
|
✗ Mixed promises and callbacks (83% issues)
|
||||||
|
✗ No error handling (91% problems)
|
||||||
|
|
||||||
|
[Recommendations]
|
||||||
|
1. Continue using JWT for auth (works well)
|
||||||
|
2. Stick with Prisma (100% success)
|
||||||
|
3. Always use async/await (cleaner code)
|
||||||
|
```
|
||||||
|
|
||||||
|
## Continuous Learning Loop
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
learning_loop:
|
||||||
|
1. observe:
|
||||||
|
- monitor_executions
|
||||||
|
- track_outcomes
|
||||||
|
- record_patterns
|
||||||
|
|
||||||
|
2. analyze:
|
||||||
|
- find_correlations
|
||||||
|
- identify_causes
|
||||||
|
- measure_performance
|
||||||
|
|
||||||
|
3. learn:
|
||||||
|
- update_knowledge_base
|
||||||
|
- refine_rules
|
||||||
|
- build_models
|
||||||
|
|
||||||
|
4. apply:
|
||||||
|
- suggest_improvements
|
||||||
|
- prevent_errors
|
||||||
|
- optimize_performance
|
||||||
|
|
||||||
|
5. validate:
|
||||||
|
- measure_impact
|
||||||
|
- adjust_strategies
|
||||||
|
- continue_learning
|
||||||
|
```
|
||||||
|
|
||||||
|
## Metrics to Track
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
metrics:
|
||||||
|
task_completion:
|
||||||
|
- success_rate
|
||||||
|
- avg_duration
|
||||||
|
- token_efficiency
|
||||||
|
- user_satisfaction
|
||||||
|
|
||||||
|
pattern_effectiveness:
|
||||||
|
- usage_frequency
|
||||||
|
- success_percentage
|
||||||
|
- time_saved
|
||||||
|
- error_reduction
|
||||||
|
|
||||||
|
learning_progress:
|
||||||
|
- patterns_learned
|
||||||
|
- errors_prevented
|
||||||
|
- optimizations_applied
|
||||||
|
- preference_accuracy
|
||||||
|
```
|
||||||
|
|
||||||
|
## Integration with Other Agents
|
||||||
|
|
||||||
|
- **plan-executor**: Suggest optimizations during planning
|
||||||
|
- **coder-agent**: Recommend successful patterns
|
||||||
|
- **tester**: Prevent known error types
|
||||||
|
- **reviewer**: Apply learned best practices
|
||||||
|
- **orchestrator**: Optimize agent selection
|
||||||
|
|
||||||
|
## Feedback Loop
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
feedback:
|
||||||
|
from_user:
|
||||||
|
- explicit_corrections
|
||||||
|
- preference_changes
|
||||||
|
- satisfaction_rating
|
||||||
|
|
||||||
|
from_system:
|
||||||
|
- performance_metrics
|
||||||
|
- error_rates
|
||||||
|
- success_patterns
|
||||||
|
|
||||||
|
action:
|
||||||
|
- update_models
|
||||||
|
- adjust_strategies
|
||||||
|
- refine_recommendations
|
||||||
|
```
|
||||||
|
|
||||||
|
## Learning Persistence
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
storage:
|
||||||
|
knowledge_base: ~/.claude/learning/knowledge-base.yaml
|
||||||
|
execution_log: ~/.claude/learning/execution-history.jsonl
|
||||||
|
patterns: ~/.claude/learning/patterns/
|
||||||
|
metrics: ~/.claude/learning/metrics/
|
||||||
|
|
||||||
|
backup:
|
||||||
|
- sync_to_git: true
|
||||||
|
- export_interval: daily
|
||||||
|
- retention: 90_days
|
||||||
|
```
|
||||||
|
|
||||||
|
## Privacy & Safety
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
privacy:
|
||||||
|
no_sensitive_data: true
|
||||||
|
anonymize_patterns: true
|
||||||
|
local_storage_only: true
|
||||||
|
|
||||||
|
safety:
|
||||||
|
validate_suggestions: true
|
||||||
|
test_before_apply: true
|
||||||
|
rollback_on_failure: true
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Remember:** Every task is a learning opportunity. Track patterns, optimize performance, prevent errors, and continuously improve the entire system.
|
||||||
79
skills/auto-dispatcher/skill.md
Normal file
79
skills/auto-dispatcher/skill.md
Normal file
@@ -0,0 +1,79 @@
|
|||||||
|
# Auto-Dispatcher Skill
|
||||||
|
|
||||||
|
**Auto-invoke:** On EVERY user request to intelligently route to components.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Ralph's intelligent dispatcher that automatically activates the appropriate components from the 5-framework integration.
|
||||||
|
|
||||||
|
## Core Function
|
||||||
|
|
||||||
|
Every user request is analyzed and routed to the best component(s):
|
||||||
|
|
||||||
|
1. **Parse Intent** - Understand what user wants
|
||||||
|
2. **Match Patterns** - Check trigger rules
|
||||||
|
3. **Select Components** - Choose by priority/confidence
|
||||||
|
4. **Coordinate** - Manage multi-component workflows
|
||||||
|
5. **Learn** - Record patterns for optimization
|
||||||
|
|
||||||
|
## Trigger Matrix
|
||||||
|
|
||||||
|
| User Request Pattern | Component | Confidence | Priority |
|
||||||
|
|---------------------|-----------|------------|----------|
|
||||||
|
| "find/search files" | codebase-indexer | 0.90+ | 1 |
|
||||||
|
| "implement/add X" | plan-executor | 0.85+ | 2 |
|
||||||
|
| "connect/integrate API" | mcp-client | 0.80+ | 3 |
|
||||||
|
| "do X AND Y" | orchestrator | 0.85+ | 4 |
|
||||||
|
| "create docs" | document-generator | 0.90+ | 5 |
|
||||||
|
| [After complex task] | self-learner | Auto | 6 |
|
||||||
|
|
||||||
|
## Fast-Track Rules
|
||||||
|
|
||||||
|
**Direct Answer (No Components):**
|
||||||
|
- "What is X?"
|
||||||
|
- "How does Y work?"
|
||||||
|
- "Show me Z"
|
||||||
|
- Simple queries
|
||||||
|
|
||||||
|
**Auto-Approve (Skip Approval):**
|
||||||
|
- Documentation
|
||||||
|
- Tests
|
||||||
|
- Analysis
|
||||||
|
- Suggestions
|
||||||
|
|
||||||
|
**Requires Approval:**
|
||||||
|
- Create 3+ files
|
||||||
|
- Modify 5+ files
|
||||||
|
- Delete files
|
||||||
|
- DB changes
|
||||||
|
|
||||||
|
## Example Workflows
|
||||||
|
|
||||||
|
### Feature Implementation
|
||||||
|
```
|
||||||
|
"Add authentication with tests"
|
||||||
|
→ codebase-indexer (find patterns)
|
||||||
|
→ plan-executor (create plan)
|
||||||
|
→ [Approval]
|
||||||
|
→ orchestrator (implement)
|
||||||
|
→ self-learner (record)
|
||||||
|
```
|
||||||
|
|
||||||
|
### Code Search
|
||||||
|
```
|
||||||
|
"Find database files"
|
||||||
|
→ codebase-indexer (semantic search)
|
||||||
|
→ Results
|
||||||
|
```
|
||||||
|
|
||||||
|
### Analysis
|
||||||
|
```
|
||||||
|
"Analyze and optimize code"
|
||||||
|
→ codebase-indexer (parallel)
|
||||||
|
→ reviewer (parallel)
|
||||||
|
→ self-learner (parallel)
|
||||||
|
→ Merge results
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Every request is intelligently routed automatically.**
|
||||||
303
skills/autonomous-planning/SKILL.md
Normal file
303
skills/autonomous-planning/SKILL.md
Normal file
@@ -0,0 +1,303 @@
|
|||||||
|
---
|
||||||
|
name: autonomous-planning
|
||||||
|
description: "Autonomous task decomposition and action planning for complex software development workflows. Breaks complex requests into actionable steps with automatic tool/model selection and quality gates."
|
||||||
|
---
|
||||||
|
|
||||||
|
# Autonomous Planning for Software Development
|
||||||
|
|
||||||
|
## Overview
|
||||||
|
|
||||||
|
This skill provides an autonomous action planning system that automatically breaks down complex tasks into actionable steps, selects appropriate tools/models for each subtask, and validates outputs before proceeding.
|
||||||
|
|
||||||
|
Inspired by cognitive architectures, this system enables Claude Code to work more autonomously on complex, multi-step tasks while maintaining quality standards.
|
||||||
|
|
||||||
|
## When to Use This Skill
|
||||||
|
|
||||||
|
Invoke this skill when:
|
||||||
|
- User requests are complex or ambiguous
|
||||||
|
- Tasks involve multiple steps or components
|
||||||
|
- You need to work autonomously for extended periods
|
||||||
|
- Tasks require different tools/approaches for different parts
|
||||||
|
- You're unsure where to start or what to do first
|
||||||
|
|
||||||
|
## The Planning Framework
|
||||||
|
|
||||||
|
### Phase 1: Assess & Decompose
|
||||||
|
|
||||||
|
Before taking action, analyze the request and break it down:
|
||||||
|
|
||||||
|
```
|
||||||
|
User Request → Identify Components → Create Task Graph → Prioritize
|
||||||
|
```
|
||||||
|
|
||||||
|
**Assessment Questions:**
|
||||||
|
1. What is the ultimate goal? (not just what was said)
|
||||||
|
2. What are the distinct components/steps?
|
||||||
|
3. What dependencies exist between steps?
|
||||||
|
4. What tools/approaches are needed for each?
|
||||||
|
5. What could go wrong? (risk assessment)
|
||||||
|
|
||||||
|
**Output:** A prioritized list of actionable tasks with dependencies mapped
|
||||||
|
|
||||||
|
### Phase 2: Plan Actions
|
||||||
|
|
||||||
|
For each task, determine:
|
||||||
|
|
||||||
|
```
|
||||||
|
Task → Select Tool → Define Success Criteria → Plan Verification
|
||||||
|
```
|
||||||
|
|
||||||
|
**Action Types:**
|
||||||
|
- `ANALYZE` - Read/research to understand (use Glob, Grep, Read)
|
||||||
|
- `DESIGN` - Create approach/plan (use brainstorming, writing-plans)
|
||||||
|
- `IMPLEMENT` - Write code (use TDD, write tests first)
|
||||||
|
- `VERIFY` - Test and validate (run tests, check outputs)
|
||||||
|
- `REFACTOR` - Improve quality while preserving behavior
|
||||||
|
- `DOCUMENT` - Add clarity where needed
|
||||||
|
|
||||||
|
**Tool Selection:**
|
||||||
|
- Simple tasks → Do directly
|
||||||
|
- Complex code changes → Use subagent-driven-development
|
||||||
|
- Creative work → Use brainstorming first
|
||||||
|
- Bug fixes → Use systematic-debugging
|
||||||
|
- Unknown codebase → Use Explore agent
|
||||||
|
|
||||||
|
### Phase 3: Execute with Quality Gates
|
||||||
|
|
||||||
|
For each action:
|
||||||
|
|
||||||
|
```
|
||||||
|
Start → Execute → Verify → Gate Check → (Pass/Fail) → Next/Retry
|
||||||
|
```
|
||||||
|
|
||||||
|
**Quality Gates:**
|
||||||
|
1. **Understanding Gate** - Do I understand what I'm doing?
|
||||||
|
2. **Planning Gate** - Is there a clear approach?
|
||||||
|
3. **Implementation Gate** - Does the code work?
|
||||||
|
4. **Testing Gate** - Do tests pass?
|
||||||
|
5. **Review Gate** - Does this meet requirements?
|
||||||
|
|
||||||
|
If any gate fails → Stop, reassess, adjust approach
|
||||||
|
|
||||||
|
### Phase 4: Adaptive Behavior
|
||||||
|
|
||||||
|
Monitor progress and adapt:
|
||||||
|
|
||||||
|
```
|
||||||
|
Progress Check → Detect Issues → Adapt Strategy → Continue
|
||||||
|
```
|
||||||
|
|
||||||
|
**Adaptation Triggers:**
|
||||||
|
- Unexpected errors → Switch to systematic-debugging
|
||||||
|
- Ambiguous requirements → Switch to brainstorming
|
||||||
|
- Complex code → Break into smaller tasks
|
||||||
|
- Tests failing → Use TDD more rigorously
|
||||||
|
- Getting stuck → Reassess the approach
|
||||||
|
|
||||||
|
## Planning Template
|
||||||
|
|
||||||
|
When invoked, follow this structure:
|
||||||
|
|
||||||
|
### Step 1: Task Analysis
|
||||||
|
|
||||||
|
```
|
||||||
|
**User Request:** [What they asked for]
|
||||||
|
|
||||||
|
**Ultimate Goal:** [What they actually want]
|
||||||
|
|
||||||
|
**Components Identified:**
|
||||||
|
1. [Component A] - [Brief description]
|
||||||
|
2. [Component B] - [Brief description]
|
||||||
|
3. [Component C] - [Brief description]
|
||||||
|
|
||||||
|
**Dependencies:**
|
||||||
|
- A must happen before B
|
||||||
|
- B and C can happen in parallel
|
||||||
|
- All must complete before final integration
|
||||||
|
|
||||||
|
**Risks:**
|
||||||
|
- [Risk 1] - [Mitigation strategy]
|
||||||
|
- [Risk 2] - [Mitigation strategy]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Step 2: Action Plan
|
||||||
|
|
||||||
|
```
|
||||||
|
**Task 1: [Task name]**
|
||||||
|
- Action: [ANALYZE/DESIGN/IMPLEMENT/VERIFY/REFACTOR/DOCUMENT]
|
||||||
|
- Tool: [Which tool/approach to use]
|
||||||
|
- Success Criteria: [How we know it's done]
|
||||||
|
- Estimated Complexity: [Low/Medium/High]
|
||||||
|
|
||||||
|
**Task 2: [Task name]**
|
||||||
|
- Action: [ANALYZE/DESIGN/IMPLEMENT/VERIFY/REFACTOR/DOCUMENT]
|
||||||
|
- Tool: [Which tool/approach to use]
|
||||||
|
- Success Criteria: [How we know it's done]
|
||||||
|
- Estimated Complexity: [Low/Medium/High]
|
||||||
|
|
||||||
|
[Continue for all tasks...]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Step 3: Execution Summary
|
||||||
|
|
||||||
|
```
|
||||||
|
**Execution Plan:**
|
||||||
|
1. Task 1 → Tool → Expected Output
|
||||||
|
2. Task 2 → Tool → Expected Output
|
||||||
|
3. Task 3 → Tool → Expected Output
|
||||||
|
|
||||||
|
**Quality Gates:**
|
||||||
|
- After each task: Verify success criteria met
|
||||||
|
- After all tasks: Integration check
|
||||||
|
- Final: User requirements validation
|
||||||
|
|
||||||
|
**Confidence Assessment:** [0.0-1.0]
|
||||||
|
- If < 0.7: Present plan to user for approval
|
||||||
|
- If >= 0.7: Proceed autonomously with checkpoints
|
||||||
|
```
|
||||||
|
|
||||||
|
## Integration with Superpowers
|
||||||
|
|
||||||
|
This skill works synergistically with other Superpowers skills:
|
||||||
|
|
||||||
|
**Before Planning:**
|
||||||
|
- Use `brainstorming` for creative/ambiguous tasks
|
||||||
|
- Use `systematic-debugging` for bug-related tasks
|
||||||
|
|
||||||
|
**During Planning:**
|
||||||
|
- Use `writing-plans` for detailed implementation plans
|
||||||
|
- Use `test-driven-development` for implementation tasks
|
||||||
|
|
||||||
|
**During Execution:**
|
||||||
|
- Use `subagent-driven-development` for complex implementations
|
||||||
|
- Use `verification-before-completion` for all tasks
|
||||||
|
|
||||||
|
**After Execution:**
|
||||||
|
- Use `requesting-code-review` before declaring done
|
||||||
|
- Use `finishing-a-development-branch` if working with git
|
||||||
|
|
||||||
|
## Autonomous Decision Making
|
||||||
|
|
||||||
|
**Low Confidence (< 0.7):**
|
||||||
|
- Present plan to user
|
||||||
|
- Ask for approval or adjustments
|
||||||
|
- Wait for confirmation
|
||||||
|
|
||||||
|
**Medium Confidence (0.7 - 0.9):**
|
||||||
|
- Proceed with checkpoints
|
||||||
|
- Present progress at major milestones
|
||||||
|
- Ask for direction if uncertain
|
||||||
|
|
||||||
|
**High Confidence (> 0.9):**
|
||||||
|
- Proceed autonomously
|
||||||
|
- Provide updates on progress
|
||||||
|
- Still verify at quality gates
|
||||||
|
|
||||||
|
## Example Workflows
|
||||||
|
|
||||||
|
### Example 1: "Add user authentication"
|
||||||
|
|
||||||
|
```
|
||||||
|
**Task Analysis:**
|
||||||
|
Goal: Secure user access to the application
|
||||||
|
Components: Auth system, database schema, UI login forms, session management
|
||||||
|
Dependencies: Schema first, then auth system, then UI
|
||||||
|
|
||||||
|
**Action Plan:**
|
||||||
|
1. ANALYZE - Read existing codebase structure (Glob + Read)
|
||||||
|
2. DESIGN - Brainstorm auth approach (brainstorming skill)
|
||||||
|
3. PLAN - Create implementation plan (writing-plans skill)
|
||||||
|
4. IMPLEMENT - Database schema (TDD)
|
||||||
|
5. IMPLEMENT - Auth backend (TDD)
|
||||||
|
6. IMPLEMENT - Login UI (TDD)
|
||||||
|
7. VERIFY - Integration testing
|
||||||
|
8. REVIEW - Code review
|
||||||
|
|
||||||
|
Proceed with checkpoints? [Y/n]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 2: "Fix the broken search feature"
|
||||||
|
|
||||||
|
```
|
||||||
|
**Task Analysis:**
|
||||||
|
Goal: Restore search functionality
|
||||||
|
Components: Identify bug, root cause, implement fix, prevent regression
|
||||||
|
Approach: Systematic debugging
|
||||||
|
|
||||||
|
**Action Plan:**
|
||||||
|
1. REPRODUCE - Create test case showing failure (TDD)
|
||||||
|
2. ISOLATE - Locate where search fails (systematic-debugging)
|
||||||
|
3. ROOT CAUSE - Identify underlying issue (systematic-debugging)
|
||||||
|
4. FIX - Implement minimal fix (TDD)
|
||||||
|
5. VERIFY - Test passes (verification-before-completion)
|
||||||
|
6. CHECK - Look for similar issues
|
||||||
|
|
||||||
|
Confidence: 0.85 - Proceeding autonomously
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 3: "Refactor the API layer"
|
||||||
|
|
||||||
|
```
|
||||||
|
**Task Analysis:**
|
||||||
|
Goal: Improve API code quality and maintainability
|
||||||
|
Components: Analyze current code, identify improvements, refactor safely
|
||||||
|
Dependencies: Must have test coverage first
|
||||||
|
|
||||||
|
**Action Plan:**
|
||||||
|
1. ANALYZE - Read all API code (Read files)
|
||||||
|
2. ASSESS - Check test coverage (run tests)
|
||||||
|
3. PLAN - Create refactoring plan (writing-plans)
|
||||||
|
4. EXECUTE - Refactor incrementally with tests (TDD)
|
||||||
|
5. VERIFY - All tests still pass (verification)
|
||||||
|
6. REVIEW - Code quality check
|
||||||
|
|
||||||
|
Risk: Breaking existing functionality
|
||||||
|
Mitigation: Comprehensive test coverage, small changes
|
||||||
|
|
||||||
|
Proceeding autonomously - will report at milestones.
|
||||||
|
```
|
||||||
|
|
||||||
|
## Non-Negotiable Rules
|
||||||
|
|
||||||
|
1. **Never skip planning** - Even for "simple" tasks
|
||||||
|
2. **Always verify** - Every action must be verified
|
||||||
|
3. **Respect quality gates** - Don't proceed if gates fail
|
||||||
|
4. **Adapt when stuck** - Change approach if current one isn't working
|
||||||
|
5. **Communicate** - Keep user informed of progress
|
||||||
|
6. **Use Superpowers** - Leverage other skills appropriately
|
||||||
|
|
||||||
|
## Confidence Calibration
|
||||||
|
|
||||||
|
**Assign confidence based on:**
|
||||||
|
- Clarity of requirements (0.0-0.3)
|
||||||
|
- Familiarity with codebase (0.0-0.2)
|
||||||
|
- Complexity of task (0.0-0.2)
|
||||||
|
- Risk level (0.0-0.2)
|
||||||
|
- Available tool support (0.0-0.1)
|
||||||
|
|
||||||
|
**Total confidence = Sum of above**
|
||||||
|
|
||||||
|
Adjust confidence down if:
|
||||||
|
- Requirements are ambiguous
|
||||||
|
- Codebase is unfamiliar
|
||||||
|
- Task is high-risk
|
||||||
|
- Multiple unknowns
|
||||||
|
|
||||||
|
Adjust confidence up if:
|
||||||
|
- Requirements are crystal clear
|
||||||
|
- Codebase is well-known
|
||||||
|
- Task is routine
|
||||||
|
- Low risk
|
||||||
|
|
||||||
|
## Activation
|
||||||
|
|
||||||
|
This skill is now ACTIVE. You will:
|
||||||
|
|
||||||
|
1. **Analyze** every complex request
|
||||||
|
2. **Plan** actions before executing
|
||||||
|
3. **Select** appropriate tools for each task
|
||||||
|
4. **Verify** outputs at quality gates
|
||||||
|
5. **Adapt** strategy based on progress
|
||||||
|
6. **Communicate** progress to user
|
||||||
|
|
||||||
|
**You are an autonomous planning agent. Plan wisely, execute rigorously.**
|
||||||
180
skills/codebase-indexer/skill.md
Normal file
180
skills/codebase-indexer/skill.md
Normal file
@@ -0,0 +1,180 @@
|
|||||||
|
# Codebase Indexer
|
||||||
|
|
||||||
|
**Auto-invoke:** When user asks about codebase structure, wants to find files by concept, or needs semantic search through code.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
Smart codebase navigation system using semantic embeddings and token-efficient indexing. Enables concept-to-file mapping without reading entire codebase.
|
||||||
|
|
||||||
|
**Triggers:**
|
||||||
|
- "find files related to [concept]"
|
||||||
|
- "where is [feature] implemented"
|
||||||
|
- "show me codebase structure"
|
||||||
|
- "search codebase for [concept]"
|
||||||
|
- "how is [X] organized"
|
||||||
|
- "semantic search"
|
||||||
|
|
||||||
|
**Core Capabilities:**
|
||||||
|
|
||||||
|
1. **Semantic Indexing**
|
||||||
|
- Generate embeddings for code concepts
|
||||||
|
- Map concepts to file paths
|
||||||
|
- Token-efficient summaries
|
||||||
|
- Incremental updates
|
||||||
|
|
||||||
|
2. **Smart Navigation**
|
||||||
|
- Natural language queries
|
||||||
|
- Concept-based file discovery
|
||||||
|
- Dependency mapping
|
||||||
|
- Related code suggestions
|
||||||
|
|
||||||
|
3. **Token Optimization**
|
||||||
|
- Compressed file summaries
|
||||||
|
- Lazy loading of file contents
|
||||||
|
- Cached embeddings
|
||||||
|
- Query result ranking
|
||||||
|
|
||||||
|
**Implementation:**
|
||||||
|
|
||||||
|
## Phase 1: Index Codebase
|
||||||
|
|
||||||
|
```
|
||||||
|
1. Scan project structure (file extensions: .ts, .tsx, .js, .jsx, .py, .go, .rs, etc.)
|
||||||
|
2. Extract key concepts from:
|
||||||
|
- File/directory names
|
||||||
|
- Export/class/function names
|
||||||
|
- Comments and docstrings
|
||||||
|
- Import statements
|
||||||
|
3. Generate embeddings for each concept
|
||||||
|
4. Store concept → file mappings in JSON index
|
||||||
|
5. Cache embeddings for reuse
|
||||||
|
```
|
||||||
|
|
||||||
|
## Phase 2: Semantic Search
|
||||||
|
|
||||||
|
```
|
||||||
|
Given user query: "authentication flow"
|
||||||
|
1. Generate embedding for query
|
||||||
|
2. Compare with concept embeddings (cosine similarity)
|
||||||
|
3. Rank results by relevance
|
||||||
|
4. Return top N files with context summaries
|
||||||
|
5. Offer to open files or provide deeper analysis
|
||||||
|
```
|
||||||
|
|
||||||
|
## Phase 3: Concept Mapping
|
||||||
|
|
||||||
|
```
|
||||||
|
Maintain bidirectional index:
|
||||||
|
- Concept → Files (which files implement this concept)
|
||||||
|
- File → Concepts (what concepts does this file contain)
|
||||||
|
- Dependencies (what other concepts/files are referenced)
|
||||||
|
- Usage graph (where is this concept used)
|
||||||
|
```
|
||||||
|
|
||||||
|
**Commands to Create:**
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Build initial index
|
||||||
|
~/.claude/skills/codebase-indexer/build-index.sh
|
||||||
|
|
||||||
|
# Search codebase
|
||||||
|
~/.claude/skills/codebase-indexer/search.sh "your query"
|
||||||
|
|
||||||
|
# Update index (incremental)
|
||||||
|
~/.claude/skills/codebase-indexer/update-index.sh
|
||||||
|
|
||||||
|
# Show concept map
|
||||||
|
~/.claude/skills/codebase-indexer/concept-map.sh "concept-name"
|
||||||
|
|
||||||
|
# Index statistics
|
||||||
|
~/.claude/skills/codebase-indexer/stats.sh
|
||||||
|
```
|
||||||
|
|
||||||
|
**Index Structure:**
|
||||||
|
|
||||||
|
```json
|
||||||
|
{
|
||||||
|
"version": "1.0",
|
||||||
|
"last_updated": "2026-01-25T23:00:00Z",
|
||||||
|
"project_root": "/path/to/project",
|
||||||
|
"concepts": {
|
||||||
|
"authentication": {
|
||||||
|
"files": ["src/auth/login.ts", "src/middleware/auth.ts"],
|
||||||
|
"related_concepts": ["authorization", "session", "jwt"],
|
||||||
|
"summary": "JWT-based authentication with middleware support"
|
||||||
|
},
|
||||||
|
"database": {
|
||||||
|
"files": ["src/db/connection.ts", "src/models/*.ts"],
|
||||||
|
"related_concepts": ["orm", "migration", "query"],
|
||||||
|
"summary": "PostgreSQL with Prisma ORM"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"embeddings": {
|
||||||
|
"authentication": [0.123, 0.456, ...],
|
||||||
|
"database": [0.789, 0.234, ...]
|
||||||
|
},
|
||||||
|
"file_summaries": {
|
||||||
|
"src/auth/login.ts": {
|
||||||
|
"concepts": ["authentication", "jwt", "validation"],
|
||||||
|
"exports": ["login", "verifyToken"],
|
||||||
|
"imports": ["jsonwebtoken", "bcrypt"],
|
||||||
|
"line_count": 127,
|
||||||
|
"token_estimate": 3500
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
**Token Efficiency Strategies:**
|
||||||
|
|
||||||
|
1. **Lazy Loading**: Only read files when user explicitly requests
|
||||||
|
2. **Summaries**: Store 2-3 sentence summaries instead of full content
|
||||||
|
3. **Concept Pruning**: Only index relevant concepts (exclude node_modules, etc.)
|
||||||
|
4. **Incremental Updates**: Only reindex changed files
|
||||||
|
5. **Query Expansion**: Use embeddings to find related terms without full text search
|
||||||
|
|
||||||
|
**Integration with Claude Code:**
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Hook into Claude Code's pre-processing
|
||||||
|
~/.claude/hooks/codebase-indexer-hook.sh
|
||||||
|
→ Runs before each session
|
||||||
|
→ Detects if project has index
|
||||||
|
→ Injects relevant context based on user query
|
||||||
|
→ Updates index if files changed (git status)
|
||||||
|
```
|
||||||
|
|
||||||
|
**Dependencies:**
|
||||||
|
- Python 3.10+ (for embeddings)
|
||||||
|
- sentence-transformers (pip install)
|
||||||
|
- Optional: OpenAI Embeddings API (for higher quality)
|
||||||
|
|
||||||
|
**Error Handling:**
|
||||||
|
- Fallback to grep if embeddings unavailable
|
||||||
|
- Graceful degradation if index missing
|
||||||
|
- Auto-rebuild if index version mismatch
|
||||||
|
|
||||||
|
**Performance:**
|
||||||
|
- Index build: ~10-30s for medium codebase (1000 files)
|
||||||
|
- Query: <1s for semantic search
|
||||||
|
- Incremental update: <5s for 10 changed files
|
||||||
|
|
||||||
|
**Example Usage:**
|
||||||
|
|
||||||
|
```
|
||||||
|
User: "Where is the payment processing logic?"
|
||||||
|
|
||||||
|
Skill executes:
|
||||||
|
1. Generate embedding for "payment processing logic"
|
||||||
|
2. Search index for similar concepts
|
||||||
|
3. Return:
|
||||||
|
- src/payments/stripe.ts (0.92 similarity)
|
||||||
|
- src/services/billing.ts (0.87 similarity)
|
||||||
|
- src/api/webhooks/stripe.ts (0.81 similarity)
|
||||||
|
4. Show summaries for each file
|
||||||
|
5. Ask: "Would you like me to analyze any of these files?"
|
||||||
|
```
|
||||||
|
|
||||||
|
**Outputs:**
|
||||||
|
- `.codebase-index.json` - Main index file
|
||||||
|
- `.codebase-embeddings.npy` - Cached embeddings (numpy)
|
||||||
|
- `~/.claude/logs/codebase-indexer.log` - Operation logs
|
||||||
364
skills/mcp-client/skill.md
Normal file
364
skills/mcp-client/skill.md
Normal file
@@ -0,0 +1,364 @@
|
|||||||
|
# MCP Client
|
||||||
|
|
||||||
|
**Auto-invoke:** When user needs to integrate external tools, APIs, or services via the Model Context Protocol.
|
||||||
|
|
||||||
|
**Description:**
|
||||||
|
MCP (Model Context Protocol) client for dynamic tool discovery and integration. Supports 100+ pre-built integrations through standardized protocol communication.
|
||||||
|
|
||||||
|
## Core Capabilities
|
||||||
|
|
||||||
|
### 1. MCP Server Connection
|
||||||
|
- Connect to MCP servers via stdio, HTTP, or WebSocket
|
||||||
|
- Handshake and protocol negotiation
|
||||||
|
- Tool discovery and listing
|
||||||
|
- Capability exchange
|
||||||
|
|
||||||
|
### 2. Dynamic Tool Invocation
|
||||||
|
- Call tools on connected MCP servers
|
||||||
|
- Pass structured arguments
|
||||||
|
- Receive structured results
|
||||||
|
- Handle streaming responses
|
||||||
|
|
||||||
|
### 3. Tool Management
|
||||||
|
- Register/unregister servers
|
||||||
|
- Cache tool definitions
|
||||||
|
- Monitor server health
|
||||||
|
- Auto-reconnect on failure
|
||||||
|
|
||||||
|
## MCP Servers to Support
|
||||||
|
|
||||||
|
### Official MCP Servers
|
||||||
|
```yaml
|
||||||
|
@modelcontextprotocol/server-filesystem:
|
||||||
|
description: "File system operations"
|
||||||
|
tools: [read_file, write_file, list_directory, search_files]
|
||||||
|
|
||||||
|
@modelcontextprotocol/server-github:
|
||||||
|
description: "GitHub integration"
|
||||||
|
tools: [create_issue, list_prs, get_file, search_repos]
|
||||||
|
|
||||||
|
@modelcontextprotocol/server-slack:
|
||||||
|
description: "Slack messaging"
|
||||||
|
tools: [send_message, list_channels, get_history]
|
||||||
|
|
||||||
|
@modelcontextprotocol/server-postgres:
|
||||||
|
description: "PostgreSQL database"
|
||||||
|
tools: [query, list_tables, execute_sql]
|
||||||
|
|
||||||
|
@modelcontextprotocol/server-brave-search:
|
||||||
|
description: "Web search"
|
||||||
|
tools: [search, fetch_page]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Community Servers
|
||||||
|
```yaml
|
||||||
|
@agent-protocol/server-memory:
|
||||||
|
description: "Persistent memory storage"
|
||||||
|
tools: [store, retrieve, search, clear]
|
||||||
|
|
||||||
|
@agent-protocol/server-code-analysis:
|
||||||
|
description: "Static code analysis"
|
||||||
|
tools: [analyze complexity, find patterns, detect smells]
|
||||||
|
```
|
||||||
|
|
||||||
|
## When to Use
|
||||||
|
|
||||||
|
Activate when:
|
||||||
|
- User needs to integrate external services
|
||||||
|
- User requests API integrations
|
||||||
|
- User needs database access
|
||||||
|
- User wants web search/data fetching
|
||||||
|
- User needs file operations beyond current directory
|
||||||
|
|
||||||
|
## Configuration
|
||||||
|
|
||||||
|
### MCP Servers Config
|
||||||
|
```yaml
|
||||||
|
# ~/.claude/mcp/servers.yaml
|
||||||
|
servers:
|
||||||
|
filesystem:
|
||||||
|
command: npx
|
||||||
|
args: ["-y", "@modelcontextprotocol/server-filesystem", "/allowed/path"]
|
||||||
|
|
||||||
|
github:
|
||||||
|
command: npx
|
||||||
|
args: ["-y", "@modelcontextprotocol/server-github"]
|
||||||
|
env:
|
||||||
|
GITHUB_TOKEN: "${GITHUB_TOKEN}"
|
||||||
|
|
||||||
|
postgres:
|
||||||
|
command: python
|
||||||
|
args: ["-m", "mcp_server_postgres"]
|
||||||
|
env:
|
||||||
|
POSTGRES_CONNECTION_STRING: "${DATABASE_URL}"
|
||||||
|
```
|
||||||
|
|
||||||
|
### Dynamic Server Discovery
|
||||||
|
```yaml
|
||||||
|
# ~/.claude/mcp/registry.yaml
|
||||||
|
registry:
|
||||||
|
- name: filesystem
|
||||||
|
npm: "@modelcontextprotocol/server-filesystem"
|
||||||
|
auto_install: true
|
||||||
|
|
||||||
|
- name: github
|
||||||
|
npm: "@modelcontextprotocol/server-github"
|
||||||
|
env_required: ["GITHUB_TOKEN"]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Usage Patterns
|
||||||
|
|
||||||
|
### Pattern 1: Direct Tool Call
|
||||||
|
```python
|
||||||
|
# Call tool on MCP server
|
||||||
|
result = await mcp_client.call_tool(
|
||||||
|
server_name="github",
|
||||||
|
tool_name="create_issue",
|
||||||
|
arguments={
|
||||||
|
"repo": "owner/repo",
|
||||||
|
"title": "Bug found",
|
||||||
|
"body": "Description"
|
||||||
|
}
|
||||||
|
)
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 2: Tool Discovery
|
||||||
|
```python
|
||||||
|
# List available tools
|
||||||
|
tools = await mcp_client.list_tools("github")
|
||||||
|
# Returns: [
|
||||||
|
# {"name": "create_issue", "description": "..."},
|
||||||
|
# {"name": "list_prs", "description": "..."}
|
||||||
|
# ]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Pattern 3: Server Management
|
||||||
|
```python
|
||||||
|
# Connect to server
|
||||||
|
await mcp_client.connect("filesystem")
|
||||||
|
|
||||||
|
# Check health
|
||||||
|
health = await mcp_client.health_check("filesystem")
|
||||||
|
|
||||||
|
# Disconnect
|
||||||
|
await mcp_client.disconnect("filesystem")
|
||||||
|
```
|
||||||
|
|
||||||
|
## Integration with Claude Code
|
||||||
|
|
||||||
|
### Hook Integration
|
||||||
|
```bash
|
||||||
|
# ~/.claude/hooks/mcp-loader.sh
|
||||||
|
# Load MCP servers on session start
|
||||||
|
|
||||||
|
python3 << 'PYTHON'
|
||||||
|
import asyncio
|
||||||
|
from claude_mcp import Client
|
||||||
|
|
||||||
|
async def load_servers():
|
||||||
|
client = Client()
|
||||||
|
await client.load_from_config("~/.claude/mcp/servers.yaml")
|
||||||
|
return client.list_tools()
|
||||||
|
|
||||||
|
tools = asyncio.run(load_servers())
|
||||||
|
print(f"Loaded {len(tools)} MCP tools")
|
||||||
|
PYTHON
|
||||||
|
```
|
||||||
|
|
||||||
|
### Skill Integration
|
||||||
|
```python
|
||||||
|
# Auto-inject MCP tools into available tools
|
||||||
|
mcp_tools = mcp_client.get_all_tools()
|
||||||
|
available_tools.extend(mcp_tools)
|
||||||
|
```
|
||||||
|
|
||||||
|
## Commands to Create
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# List MCP servers
|
||||||
|
~/.claude/mcp/list-servers.sh
|
||||||
|
|
||||||
|
# Connect to server
|
||||||
|
~/.claude/mcp/connect.sh <server-name>
|
||||||
|
|
||||||
|
# Call tool
|
||||||
|
~/.claude/mcp/call.sh <server> <tool> <args-json>
|
||||||
|
|
||||||
|
# Disconnect server
|
||||||
|
~/.claude/mcp/disconnect.sh <server-name>
|
||||||
|
|
||||||
|
# Show server logs
|
||||||
|
~/.claude/mcp/logs.sh <server-name>
|
||||||
|
```
|
||||||
|
|
||||||
|
## Tool Schema
|
||||||
|
|
||||||
|
Each MCP tool provides:
|
||||||
|
```json
|
||||||
|
{
|
||||||
|
"name": "tool_name",
|
||||||
|
"description": "What this tool does",
|
||||||
|
"inputSchema": {
|
||||||
|
"type": "object",
|
||||||
|
"properties": {
|
||||||
|
"param1": {"type": "string", "description": "..."}
|
||||||
|
},
|
||||||
|
"required": ["param1"]
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
## Error Handling
|
||||||
|
|
||||||
|
### Connection Failures
|
||||||
|
- Retry with exponential backoff
|
||||||
|
- Fall back to cached tool definitions
|
||||||
|
- Notify user of unavailable tools
|
||||||
|
|
||||||
|
### Tool Execution Errors
|
||||||
|
- Parse error messages from server
|
||||||
|
- Suggest fixes based on error type
|
||||||
|
- Offer retry with corrected arguments
|
||||||
|
|
||||||
|
### Protocol Mismatches
|
||||||
|
- Log protocol version mismatches
|
||||||
|
- Attempt to negotiate compatible version
|
||||||
|
- Warn user of degraded functionality
|
||||||
|
|
||||||
|
## Security
|
||||||
|
|
||||||
|
### Sandboxing
|
||||||
|
- Run servers in separate processes
|
||||||
|
- Restrict file system access
|
||||||
|
- Isolate environment variables
|
||||||
|
|
||||||
|
### Credential Management
|
||||||
|
- Load credentials from env vars
|
||||||
|
- Never log sensitive data
|
||||||
|
- Rotate tokens automatically
|
||||||
|
|
||||||
|
### Permission Checks
|
||||||
|
- Verify tool permissions before call
|
||||||
|
- Require user approval for dangerous ops
|
||||||
|
- Audit all tool invocations
|
||||||
|
|
||||||
|
## Performance
|
||||||
|
|
||||||
|
### Connection Pooling
|
||||||
|
- Reuse server connections
|
||||||
|
- Keep idle connections alive
|
||||||
|
- Limit concurrent connections
|
||||||
|
|
||||||
|
### Caching
|
||||||
|
- Cache tool definitions
|
||||||
|
- Cache server capabilities
|
||||||
|
- Invalidate on server restart
|
||||||
|
|
||||||
|
### Monitoring
|
||||||
|
- Track tool call latency
|
||||||
|
- Monitor server health
|
||||||
|
- Alert on degradation
|
||||||
|
|
||||||
|
## Example Interactions
|
||||||
|
|
||||||
|
### Example 1: GitHub Integration
|
||||||
|
```
|
||||||
|
User: "Create a GitHub issue for this bug"
|
||||||
|
|
||||||
|
[Connect to github MCP server]
|
||||||
|
[Tool: create_issue]
|
||||||
|
Arguments: {
|
||||||
|
repo: "owner/repo",
|
||||||
|
title: "Bug in authentication",
|
||||||
|
body: "Steps to reproduce..."
|
||||||
|
}
|
||||||
|
|
||||||
|
Result: Issue #123 created
|
||||||
|
URL: https://github.com/owner/repo/issues/123
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 2: Database Query
|
||||||
|
```
|
||||||
|
User: "Show me all users created today"
|
||||||
|
|
||||||
|
[Connect to postgres MCP server]
|
||||||
|
[Tool: execute_sql]
|
||||||
|
Arguments: {
|
||||||
|
query: "SELECT * FROM users WHERE created_at > CURRENT_DATE"
|
||||||
|
}
|
||||||
|
|
||||||
|
Result: [
|
||||||
|
{id: 1, name: "Alice", email: "alice@example.com"},
|
||||||
|
{id: 2, name: "Bob", email: "bob@example.com"}
|
||||||
|
]
|
||||||
|
```
|
||||||
|
|
||||||
|
### Example 3: Web Search
|
||||||
|
```
|
||||||
|
User: "Search for recent Claude Code updates"
|
||||||
|
|
||||||
|
[Connect to brave-search MCP server]
|
||||||
|
[Tool: search]
|
||||||
|
Arguments: {
|
||||||
|
query: "Claude Code CLI latest features"
|
||||||
|
}
|
||||||
|
|
||||||
|
Result: [
|
||||||
|
{
|
||||||
|
title: "Claude Code 2.0 Released",
|
||||||
|
url: "https://...",
|
||||||
|
snippet: "..."
|
||||||
|
}
|
||||||
|
]
|
||||||
|
```
|
||||||
|
|
||||||
|
## Troubleshooting
|
||||||
|
|
||||||
|
### Server Won't Start
|
||||||
|
```bash
|
||||||
|
# Check server logs
|
||||||
|
~/.claude/mcp/logs.sh <server-name>
|
||||||
|
|
||||||
|
# Verify installation
|
||||||
|
which <server-command>
|
||||||
|
|
||||||
|
# Test manually
|
||||||
|
<server-command> --version
|
||||||
|
```
|
||||||
|
|
||||||
|
### Tool Not Found
|
||||||
|
```bash
|
||||||
|
# List available tools
|
||||||
|
~/.claude/mcp/list-tools.sh <server-name>
|
||||||
|
|
||||||
|
# Refresh tool cache
|
||||||
|
~/.claude/mcp/refresh.sh
|
||||||
|
```
|
||||||
|
|
||||||
|
### Connection Timeout
|
||||||
|
```bash
|
||||||
|
# Increase timeout
|
||||||
|
export MCP_TIMEOUT=30
|
||||||
|
|
||||||
|
# Check network
|
||||||
|
ping <server-host>
|
||||||
|
|
||||||
|
# Verify credentials
|
||||||
|
echo $GITHUB_TOKEN
|
||||||
|
```
|
||||||
|
|
||||||
|
## Dependencies
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Core MCP client
|
||||||
|
pip install mcp
|
||||||
|
|
||||||
|
# Common servers
|
||||||
|
npm install -g @modelcontextprotocol/server-filesystem
|
||||||
|
npm install -g @modelcontextprotocol/server-github
|
||||||
|
npm install -g @modelcontextprotocol/server-postgres
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Remember:** MCP unlocks a universe of external tools and integrations while maintaining a clean, standardized interface.
|
||||||
Reference in New Issue
Block a user