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
Details
- Author
- rahulvgmail
- Downloads
- 341
- Categories
- Developer Tools
Jump to
- Multi-repository support for managing several codebases simultaneously
- Instant usage search to find where symbols are used in milliseconds
- Semantic code search using vector embeddings
- Dependency analysis and impact analysis for code changes
- Auto-indexing with smart incremental updates
- Multi-language support including Python, JavaScript, TypeScript, Go, Rust
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
Clone the repository and run the automated setup script (python setup_for_claude.py), or install dependencies manually with pip and add the server configuration to your Claude Desktop config file. Use the provided MCP tools to add repositories, index code, and perform semantic or graph-based searches directly from Claude.
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"
]
}
}CodeInteliMCP - Intelligent Code Analysis Server
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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