feat: Add intelligent auto-router and enhanced integrations
- Add intelligent-router.sh hook for automatic agent routing - Add AUTO-TRIGGER-SUMMARY.md documentation - Add FINAL-INTEGRATION-SUMMARY.md documentation - Complete Prometheus integration (6 commands + 4 tools) - Complete Dexto integration (12 commands + 5 tools) - Enhanced Ralph with access to all agents - Fix /clawd command (removed disable-model-invocation) - Update hooks.json to v5 with intelligent routing - 291 total skills now available - All 21 commands with automatic routing 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
admin
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prometheus/README.md
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<a name="readme-top"></a>
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<div align="center">
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<img src="./docs/static/images/icon.jpg" alt="Prometheus Logo" width="160">
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<h1 style="border-bottom: none;">
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<b><a href="https://euni.ai/" target="_blank">Prometheus</a></b><br>
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⚡ AI-Powered Software 3.0 Platform ⚡
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</h1>
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<p align="center">
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<strong>Redefining Software Productivity Beyond Vibe Coding — There’s More Beyond Lovable and Replit.</strong><br>
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<em>Moving beyond unreliable prototype generation, Prometheus turns your ideas into verifiable, affordable software through autonomous code agents.</em>
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</p>
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<!-- 🌍 Project Links -->
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<p align="center">
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<a href="https://euni.ai/"><b>Website</b></a> •
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<a href="https://x.com/Euni_AI"><b>X/Twitter</b></a> •
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<a href="https://www.linkedin.com/company/euni-ai/"><b>LinkedIn</b></a> •
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<a href="https://discord.gg/jDG4wqkKZj"><b>Discord</b></a> •
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<a href="https://www.reddit.com/r/EuniAI"><b>Reddit</b></a> •
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<a href="https://github.com/EuniAI/Prometheus"><b>GitHub</b></a>
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</p>
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<!-- Badges -->
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<p align="center">
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<a href="https://github.com/EuniAI/Prometheus/stargazers">
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<img src="https://img.shields.io/github/stars/EuniAI/Prometheus?style=for-the-badge&color=yellow" alt="Stars">
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</a>
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<a href="https://github.com/EuniAI/Prometheus/forks">
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<img src="https://img.shields.io/github/forks/EuniAI/Prometheus?style=for-the-badge&color=blue" alt="Forks">
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</a>
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<a href="https://opensource.org/licenses/Apache-2.0">
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<img src="https://img.shields.io/badge/license-Apache--2.0-green?style=for-the-badge" alt="License: Apache 2.0">
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</a>
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<a href="https://www.arxiv.org/abs/2507.19942">
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<img src="https://img.shields.io/badge/Paper-arXiv-red?style=for-the-badge&logo=arxiv&logoColor=white" alt="arXiv Paper">
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</a>
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<a href="https://github.com/EuniAI/Prometheus/graphs/contributors">
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<img src="https://img.shields.io/github/contributors/EuniAI/Prometheus?style=for-the-badge&color=orange" alt="Contributors">
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</a>
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</p>
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<p align="center">
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<a href="https://github.com/EuniAI/Prometheus" target="_blank">
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<img src="https://img.shields.io/github/commit-activity/m/EuniAI/Prometheus?label=Commits&color=brightgreen&style=flat" alt="Commit Activity">
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</a>
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<a href="https://github.com/EuniAI/Prometheus/forks" target="_blank">
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<img src="https://img.shields.io/github/forks/EuniAI/Prometheus.svg?style=flat&color=blue&label=Forks" alt="Forks">
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</a>
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<a href="https://github.com/EuniAI/Prometheus/issues" target="_blank">
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<img alt="Issues Closed" src="https://img.shields.io/github/issues-search?query=repo%3AEuniAI%2FPrometheus%20is%3Aclosed&label=Issues%20Closed&labelColor=%237d89b0&color=%235d6b98&style=flat">
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</a>
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<a href="https://github.com/EuniAI/Prometheus/discussions" target="_blank">
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<img alt="Discussion Posts" src="https://img.shields.io/github/discussions/EuniAI/Prometheus?label=Discussions&labelColor=%239b8afb&color=%237a5af8&style=flat">
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</a>
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</p>
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<hr style="width:80%;border:1px solid #ddd;">
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</div>
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<!-- <div align="center">
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<a href="https://github.com/EuniAI/Prometheus/graphs/contributors"><img src="https://img.shields.io/github/contributors/EuniAI/Prometheus?style=for-the-badge&color=blue" alt="Contributors"></a>
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<a href="https://github.com/EuniAI/Prometheus/stargazers"><img src="https://img.shields.io/github/stars/EuniAI/Prometheus?style=for-the-badge&color=blue" alt="Stargazers"></a>
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<a href="https://www.arxiv.org/abs/2507.19942"><img src="https://img.shields.io/badge/Paper-arXiv-red?style=for-the-badge&logo=arxiv" alt="Paper"></a>
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<br/>
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<a href="https://github.com/EuniAI/Prometheus/blob/main/CREDITS.md"><img src="https://img.shields.io/badge/Project-Credits-blue?style=for-the-badge&color=FFE165&logo=github&logoColor=white" alt="Credits"></a>
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<a href="https://discord.gg/jDG4wqkKZj"><img src="https://img.shields.io/badge/Discord-Join%20Us-5865F2?style=for-the-badge&logo=discord&logoColor=white" alt="Discord"></a>
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<br/>
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<hr>
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</div> -->
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<br/>
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## 📣 News
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- **[2025-11]** Prometheus achieved TOP 5 and TOP 1 🏆 in the agents using gpt-5 in the **[swebench leaderboard](https://www.swebench.com/)** for automated software engineering using LLMs 🎉!
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- **[2025-10]** We maintain a curated list of code agent projects and research: **[Awesome Code Agents](https://github.com/EuniAI/awesome-code-agents)** - explore the cutting-edge developments in autonomous code generation, bug fixing, and software engineering automation.
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---
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## 📖 Overview
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Prometheus is a research-backed, production-ready platform that leverages **unified knowledge graphs** and **multi-agent systems** to perform intelligent operations on multilingual codebases. Built on LangGraph state machines, it orchestrates specialized AI agents to automatically classify issues, reproduce bugs, retrieve relevant context, and generate validated patches.
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### Key Capabilities
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- **Automated Issue Resolution**: End-to-end bug fixing with reproduction, patch generation, and multi-level validation
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- **Feature Implementation Pipeline**: Context-aware feature request analysis, implementation planning, and code generation with optional regression testing
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- **Intelligent Context Retrieval**: Graph-based semantic search over codebase structure, AST, and documentation
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- **Multi-Agent Orchestration**: Coordinated workflow between classification, reproduction, and resolution agents
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- **Knowledge Graph Integration**: Neo4j-powered unified representation of code structure and semantics
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- **Containerized Execution**: Docker-isolated testing and validation environment
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- **Question Answering**: Natural language queries with tool-augmented LLM agents
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📖 **[Multi-Agent Architecture](docs/Multi-Agent-Architecture.md)** | 📄 **[Research Paper](https://arxiv.org/abs/2507.19942)**
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---
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```bibtex
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@misc{chen2025prometheusKG,
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title={Prometheus: Unified Knowledge Graphs for Issue Resolution in Multilingual Codebases},
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author={Zimin Chen and Yue Pan and Siyu Lu and Jiayi Xu and Claire Le Goues and Martin Monperrus and He Ye},
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year={2025},
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eprint={2507.19942},
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archivePrefix={arXiv},
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primaryClass={cs.SE},
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url={https://arxiv.org/abs/2507.19942},
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}
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```
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---
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## 🤖 Why Prometheus?
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| System | Core Description | Limitations | Why **Prometheus** is Superior |
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|---------------------------------------------------------|----------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **[SWE-Agent](https://github.com/SWE-agent/SWE-agent)** | Research baseline for automatic bug fixing using a single LLM-computer interface | – Static, single-turn reasoning<br>– No cross-file or cross-repo understanding<br>– Lacks full detect–reproduce–repair–verify (DRRV) automation | ✅ Prometheus performs **multi-agent collaborative reasoning** across files and commits, enabling full-cycle issue understanding and repair |
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| **[Lingxi](https://github.com/lingxi-agent/Lingxi)** | Multi-agent system for automated bug fixing and code reasoning | – Limited context retrieval<br>– No persistent knowledge graph or long-term memory<br>– Requires human validation for many patches | ✅ Prometheus integrates a **Unified Codebase Knowledge Graph** and **long-term memory (Athena)** for deeper semantic reasoning and repository-wide understanding |
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| **[TRAE](https://github.com/bytedance/trae-agent)** | Multi-agent reasoning and tool execution framework | – Focused on task orchestration rather than reasoning depth<br>– No unified memory or structured code representation | ✅ Prometheus emphasizes **deep reasoning and knowledge unification**, allowing consistent understanding across large and complex repositories |
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| **[OpenHands](https://github.com/OpenHands/OpenHands)** | General-purpose open-source AI developer using sandbox execution | – Strong executor but weak contextual reasoning<br>– No repository-level semantic linking<br>– Task-by-task operation only | ✅ Prometheus combines **contextual understanding and code reasoning**, achieving coherent, reproducible debugging and intelligent code repair |
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---
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## 🏗️ Architecture
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Prometheus implements a hierarchical multi-agent system:
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```
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User Issue
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v
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┌─────────────────────────────────┐
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│ Issue Classification Agent │
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│ (bug/question/feature/doc) │
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└─────────────┬───────────────────┘
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┌───────────────┼───────────────┐
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| | |
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v v v
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┌──────────────┐ ┌──────────────┐ ┌──────────────┐
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│Bug Pipeline │ │Feature │ │Question │
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│ │ │Pipeline │ │Pipeline │
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└──────┬───────┘ └──────┬───────┘ └──────┬───────┘
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| | |
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v v v
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┌──────────────┐ ┌──────────────┐ ┌──────────────┐
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│Bug │ │Feature │ │Context │
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│Reproduction │ │Analysis │ │Retrieval │
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└──────┬───────┘ └──────┬───────┘ └──────┬───────┘
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| | |
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v v v
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┌──────────────┐ ┌──────────────┐ ┌──────────────┐
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│Issue │ │Patch │ │Question │
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│Resolution │ │Generation │ │Analysis │
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└──────┬───────┘ └──────┬───────┘ └──────┬───────┘
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└─────────────────┼─────────────────┘
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v
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Response Generation
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```
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**Core Components**:
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- **Knowledge Graph**: Tree-sitter-based AST and semantic code representation in Neo4j
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- **LangGraph State Machines**: Coordinated multi-agent workflows with checkpointing
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- **Docker Containers**: Isolated build and test execution environments
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- **LLM Integration**: Multi-tier model strategy (GPT-4, Claude, Gemini support)
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See **[Architecture Documentation](docs/Multi-Agent-Architecture.md)** for details.
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---
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## ⚡ Quick Start
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### ✅ Prerequisites
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- **Docker** and **Docker Compose**
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- **Python 3.11+** (for local development)
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- **API Keys**: OpenAI, Anthropic, or Google Gemini
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### 📦 Installation
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1. **Clone the repository**
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```bash
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git clone https://github.com/EuniAI/Prometheus.git
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cd Prometheus
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```
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2. **Configure environment**
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```bash
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cp example.env .env
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# Edit .env with your API keys
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```
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3. **Generate JWT secret** (required for authentication)
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```bash
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python -m prometheus.script.generate_jwt_token
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# Copy output to .env as PROMETHEUS_JWT_SECRET_KEY
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```
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4. **Create working directory**
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```bash
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mkdir -p working_dir
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```
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5. **Start services**
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```bash
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docker-compose up --build
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```
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6. **Access the platform**
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- API: [http://localhost:9002/v1.2](http://localhost:9002/v1.2)
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- Interactive Docs: [http://localhost:9002/docs](http://localhost:9002/docs)
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---
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## 💻 Development
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### 🛠️ Local Setup
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```bash
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# Install dependencies
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pip install hatchling
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pip install .
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pip install .[test]
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# Run development server
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uvicorn prometheus.app.main:app --host 0.0.0.0 --port 9002 --reload
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```
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### 🧪 Testing
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```bash
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# Run tests (excluding git-dependent tests)
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coverage run --source=prometheus -m pytest -v -s -m "not git"
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# Generate coverage report
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coverage report -m
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coverage html
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open htmlcov/index.html
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```
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### 🗄️ Database Setup
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**PostgreSQL** (required for state checkpointing):
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```bash
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docker run -d \
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-p 5432:5432 \
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-e POSTGRES_USER=postgres \
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-e POSTGRES_PASSWORD=password \
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-e POSTGRES_DB=postgres \
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postgres
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```
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**Neo4j** (required for knowledge graph):
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```bash
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docker run -d \
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-p 7474:7474 -p 7687:7687 \
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-e NEO4J_AUTH=neo4j/password \
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-e NEO4J_PLUGINS='["apoc"]' \
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-e NEO4J_dbms_memory_heap_initial__size=4G \
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-e NEO4J_dbms_memory_heap_max__size=8G \
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neo4j
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```
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Verify at [http://localhost:7474](http://localhost:7474)
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---
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## 📚 Research & Citation
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Prometheus is based on peer-reviewed research on unified knowledge graphs for multilingual code analysis.
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```bibtex
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@misc{prometheus2025,
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title={Prometheus: Unified Knowledge Graphs for Issue Resolution in Multilingual Codebases},
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author={Zimin Chen and Yue Pan and Siyu Lu and Jiayi Xu and Claire Le Goues and Martin Monperrus and He Ye},
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year={2025},
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eprint={2507.19942},
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archivePrefix={arXiv},
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primaryClass={cs.SE},
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url={https://arxiv.org/abs/2507.19942}
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}
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```
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---
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## 🤝 Contributing
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We welcome contributions! Please see our **[Contributing Guidelines](CONTRIBUTING.md)** for details on how to get started.
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**Quick Links**:
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- 📖 Read the full [Contributing Guide](CONTRIBUTING.md)
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- 🐞 Report bugs via [GitHub Issues](https://github.com/EuniAI/Prometheus/issues)
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- ✨ Submit feature requests and improvements via Pull Requests
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- 💬 Join discussions on [Discord](https://discord.gg/jDG4wqkKZj)
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We're grateful to all our amazing contributors who have made this project what it is today!
|
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<a href="https://github.com/EuniAI/Prometheus/graphs/contributors">
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<img src="https://contrib.rocks/image?repo=EuniAI/Prometheus&r=" width="400px"/>
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</a>
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If you have any questions or encounter issues, please feel free to reach out. For quick queries, you can also check our `Issues` page for common questions and solutions.
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---
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## 📜 License
|
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This project is dual-licensed:
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- **Community Edition**: Licensed under the [GNU General Public License v3.0 (GPLv3)](https://www.gnu.org/licenses/gpl-3.0.html).
|
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You are free to use, modify, and redistribute this code, provided that any derivative works are also released under the GPLv3.
|
||||
This ensures the project remains open and contributions benefit the community.
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||||
|
||||
- **Commercial Edition**: For organizations that wish to use this software in **proprietary, closed-source, or commercial settings**,
|
||||
a separate commercial license is available. Please contact **EUNI.AI Team** to discuss licensing terms.
|
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||||
---
|
||||
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## 💬 Support
|
||||
|
||||
- **Documentation**: [Multi-Agent Architecture](docs/Multi-Agent-Architecture.md) | [GitHub Issue Debug Guide](docs/GitHub-Issue-Debug-Guide.md)
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||||
- **Community**: [Discord Server](https://discord.gg/jDG4wqkKZj)
|
||||
- **Email**: business@euni.ai
|
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- **Issues**: [GitHub Issues](https://github.com/EuniAI/Prometheus/issues)
|
||||
|
||||
---
|
||||
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||||
## 🌟 Star History
|
||||
[](https://www.star-history.com/#EuniAI/Prometheus&Date)
|
||||
|
||||
---
|
||||
|
||||
## 🙏 Acknowledgments
|
||||
|
||||
<div align="center">
|
||||
<img src="./docs/static/images/delysium_logo.svg" alt="Delysium Logo" width="150">
|
||||
</div>
|
||||
|
||||
We thank [Delysium](https://delysium.com) for their support in organizing LLM-related resources, architecture design, and optimization, which greatly strengthened our research infrastructure and capabilities.
|
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|
||||
---
|
||||
|
||||
<div align="center">
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||||
<p>Made with ❤️ by the <a href="https://euni.ai/">EuniAI</a> Team</p>
|
||||
<p>
|
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<a href="#readme-top">Back to top ↑</a>
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</p>
|
||||
</div>
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Reference in New Issue
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