Official description7 sourcesMCP servers8d ago
ILoveMyJay/repocontext
AST-based codebase map, to
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Config template (adjust for your client)
claude mcp add repocontext -- npx -y repocontext
A pasteable skeleton generated from the repository name. Check the project README for the exact package and arguments.
- Star count
- 3 ★ · ILoveMyJay/repocontext · read from the repository page · (checked 2026-10-16 20:00:20)
- Source
- collected from the punkpeye/awesome-mcp-servers list · type: MCP server
- Harvest history
- first seen 2026-10-09 · last seen 2026-10-16 · seen 32× · listed by 7 sources
- Score
- score 703 · 3 ★ · 7 sources · mcp
FAQ (answers come from our records)
How do I install it?
We did not find an install command for this repository (our install coverage is only about 4%). Check its README or releases page.
Who is it for?
We filed it under these tags: MCP 服务. The tags come from the entry itself, not a taxonomy we imposed.
Who maintains it?
repository
ILoveMyJay/repocontext；first catalogued 2026-10-09；last seen 2026-10-16。There is no official certification or quality rating here — we record sources and dates only.Third-party quality signals
⚡ RepoContext
以下摘录自该仓库的 README（片段） · 在 GitHub 读完整 README →
**The Next-Generation AST Codebase Map, Token Compression, and Context Packaging Engine for AI Coding Agents and IDEs.**
English | 中文说明
---
🌟 Why RepoContext?
When feeding codebases into modern AI coding assistants (**Claude Code**, **Cursor**, **Windsurf**, **OpenAI Codex**, **Antigravity**, **Cline**), developers face three critical bottlenecks:
1. 💥 **Token Explosion & High API Costs**: Raw code dumps quickly exceed context limits or cost tens of dollars per query.
2. 📉 **Low Signal-to-Noise Ratio**: 80% of lines are routine implementation details. LLMs only need the semantic API surface (signatures, types, interfaces, docstrings).
3. 🔓 **Security Leaks**: Accidental exposure of .env credentials, API keys, and database URIs in prompts.
**RepoContext** solves all three with intelligent AST outline pruning, task-focused semantic file ranking, automated credential redaction, and native **Model Context Protocol (MCP)** integration.
---
🚀 Key Features
* ⚡ **AST Codebase Map & Skeletonizer**: Compresses source files by **70%~85%** while retaining 100% of interfaces, types, functions, and JSDoc/docstrings.
* 🎯 **Task-Oriented Relevance Pruning**: Pass your prompt query (e.g. repocontext pack -q "Fix JWT auth token expiry") to automatically rank and pack only the most critical files.
* 🛡️ **Automated Secret Scanner & Redaction**: Built-in entropy and regex scanner detects and masks OpenAI keys, GitHub tokens, AWS keys, JWTs, and database URIs.
* 🔌 **Native Model Context Protocol (MCP) Server**: Directly integrates with Claude Desktop, Cursor, Windsurf, and Antigravity via standard MCP tools.
* 📑 **Multi-Format Export**: Generates clean Markdown with directory trees, Claude-optimized XML ( ), or structured JSON.
* 📊 **Multi-Model Token & Cost Analytics**: Real-time token counter with cost estimates for GPT-4o, GPT-5, Claude 3.5 Sonnet, and Gemini 1.5 Pro.
---
📦 Quick Start
1. Run without installation via npx
2. Global Installation
---
🛠️ CLI Usage & Options
Options for pack:
| Option | Description | Default |
| :--- | :--- | :--- |
| -m, --mode | Packing mode: full, ast, relevant, hybrid | "full" |
| -q, --query | Filter and rank files relevant to coding prompt | None |
| -f, --format | Output format: markdown, xml, json | "markdown" |
| -o, --output | Output file path | "repocontext-output.md" |
| -t, --max-tokens | Maximum token budget | 80000 |
| -c, --copy | Copy output directly to system clipboard | false |
| --no-security | Disable automated secret redaction | false |
---
🔌 Model Context Protocol (MCP) Integration
RepoContext comes with built-in MCP server support. Add it to your claude_desktop_config.json or Cursor/Windsurf MCP settings:
Exposed MCP Tools (4-Tier Context Pyramid):
* get_codebase_map: Extracts token-efficient AST symbol outline map across the repository (~80% token savings).
English | 中文说明
---
🌟 Why RepoContext?
When feeding codebases into modern AI coding assistants (**Claude Code**, **Cursor**, **Windsurf**, **OpenAI Codex**, **Antigravity**, **Cline**), developers face three critical bottlenecks:
1. 💥 **Token Explosion & High API Costs**: Raw code dumps quickly exceed context limits or cost tens of dollars per query.
2. 📉 **Low Signal-to-Noise Ratio**: 80% of lines are routine implementation details. LLMs only need the semantic API surface (signatures, types, interfaces, docstrings).
3. 🔓 **Security Leaks**: Accidental exposure of .env credentials, API keys, and database URIs in prompts.
**RepoContext** solves all three with intelligent AST outline pruning, task-focused semantic file ranking, automated credential redaction, and native **Model Context Protocol (MCP)** integration.
---
🚀 Key Features
* ⚡ **AST Codebase Map & Skeletonizer**: Compresses source files by **70%~85%** while retaining 100% of interfaces, types, functions, and JSDoc/docstrings.
* 🎯 **Task-Oriented Relevance Pruning**: Pass your prompt query (e.g. repocontext pack -q "Fix JWT auth token expiry") to automatically rank and pack only the most critical files.
* 🛡️ **Automated Secret Scanner & Redaction**: Built-in entropy and regex scanner detects and masks OpenAI keys, GitHub tokens, AWS keys, JWTs, and database URIs.
* 🔌 **Native Model Context Protocol (MCP) Server**: Directly integrates with Claude Desktop, Cursor, Windsurf, and Antigravity via standard MCP tools.
* 📑 **Multi-Format Export**: Generates clean Markdown with directory trees, Claude-optimized XML ( ), or structured JSON.
* 📊 **Multi-Model Token & Cost Analytics**: Real-time token counter with cost estimates for GPT-4o, GPT-5, Claude 3.5 Sonnet, and Gemini 1.5 Pro.
---
📦 Quick Start
1. Run without installation via npx
2. Global Installation
---
🛠️ CLI Usage & Options
Options for pack:
| Option | Description | Default |
| :--- | :--- | :--- |
| -m, --mode | Packing mode: full, ast, relevant, hybrid | "full" |
| -q, --query | Filter and rank files relevant to coding prompt | None |
| -f, --format | Output format: markdown, xml, json | "markdown" |
| -o, --output | Output file path | "repocontext-output.md" |
| -t, --max-tokens | Maximum token budget | 80000 |
| -c, --copy | Copy output directly to system clipboard | false |
| --no-security | Disable automated secret redaction | false |
---
🔌 Model Context Protocol (MCP) Integration
RepoContext comes with built-in MCP server support. Add it to your claude_desktop_config.json or Cursor/Windsurf MCP settings:
Exposed MCP Tools (4-Tier Context Pyramid):
* get_codebase_map: Extracts token-efficient AST symbol outline map across the repository (~80% token savings).
- Source
- awesome · https://github.com/ILoveMyJay/repocontext
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