CodeInteliMCP - Intelligent Code Analysis Server
About
Advanced MCP server for code intelligence with multi-repository support, Tree-sitter parsing, DuckDB graph database, and ChromaDB vector search
Explore
- Multi-Repository Support: Manage and analyze multiple codebases simultaneously
- Instant Usage Search: Find where functions/classes are used in milliseconds
- Semantic Code Search: Find similar code patterns using vector embeddings
- Dependency Analysis: Visualize and query code dependencies
- Impact Analysis: See what breaks when you change something
- Auto-indexing: Smart incremental updates as you code
- Multi-language Support: Python, JavaScript, TypeScript, Go, Rust, and more
Setting up with Highlight
This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:
- Download and install Highlight from highlightai.com/download
- Navigate to the plugins tab and select "Add Custom Plugin"
-
Configure the plugin with the settings below
Plugin Name
CodeInteliMCP - Intelligent Code Analysis ServerCommand (node, npx, python, etc.)Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
- Enable "Start Automatically" if you want the plugin to start when Highlight launches
From the repository
python setup_for_claude.py
The setup script will:
- Install all dependencies
- Configure Claude Desktop/Code
- Create data directories
- Set up environment variables
pip install mcp duckdb chromadb sentence-transformers aiofiles
pip install tree-sitter tree-sitter-python tree-sitter-javascript
{
"mcpServers": {
"code-intelligence": {
"command": "python",
"args": ["/path/to/CodeInteliMCP/code_intelligence_mcp/server_minimal.py"],
"env": {
"CODE_INTEL_PROJECT_ROOT": "/path/to/your/project"
}
}
}
}
Once configured, use these tools in Claude:
```
semantic_search(query="authentication and login functions", limit=20)
This MCP server provides the following tools:
- test_connection - Test that the server is working
- get_index_stats - Get current index statistics
- get_vector_stats - Get vector store statistics
Claude Desktop / Cursor
Paste into your MCP client config file to install this server.
{
"mcpServers": {
"codeintelimcp - intelligent code analysis server": {
"CodeInteliMCP": {
"command": "python",
"args": [
"setup_for_claude.py"
]
}
}
}
}McpServers
{
"CodeInteliMCP": {
"command": "python",
"args": [
"setup_for_claude.py"
]
}
}An advanced MCP (Model Context Protocol) server that combines Tree-sitter parsing with graph databases and vector search for lightning-fast code intelligence across multiple repositories.
🚀 Features
- Multi-Repository Support: Manage and analyze multiple codebases simultaneously
- Instant Usage Search: Find where functions/classes are used in milliseconds
- Semantic Code Search: Find similar code patterns using vector embeddings
- Dependency Analysis: Visualize and query code dependencies
- Impact Analysis: See what breaks when you change something
- Auto-indexing: Smart incremental updates as you code
- Multi-language Support: Python, JavaScript, TypeScript, Go, Rust, and more
🏗 Architecture
┌─────────────────┐ ┌──────────────────┐ ┌─────────────────┐
│ Claude Code │────▶│ MCP Server │────▶│ Tree-sitter │
└─────────────────┘ └──────────────────┘ └─────────────────┘
│ │
▼ ▼
┌──────────────┐ ┌────────────────┐
│ DuckDB │ │ ChromaDB │
│ (Graph) │ │ (Vectors) │
└──────────────┘ └────────────────┘
🎯 Core Capabilities
1. Graph Queries (via DuckDB)
- Function call relationships - Import dependencies - Class inheritance trees - Variable usage tracking2. Vector Search (via ChromaDB)
- Semantic code similarity - Natural language code search - Pattern detection - Code duplication finding3. Real-time Analysis (via Tree-sitter)
- On-demand parsing - Syntax validation - Code structure analysis - AST manipulation🚦 Quick Start
Automated Setup (Recommended)
```bash
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