Open Source Tool

Code Intelligence MCP Server

A Model Context Protocol server that gives AI coding agents intelligent access to your codebase through semantic search and structural analysis.

Request quote

Why not raw file access?

Raw File Access	Code Intelligence MCP
Agent must read entire files to find code	Search by intent, describe what you need.
No understanding of code structure	Knows classes, functions, and connections.
Wastes tokens on comments/boilerplate	Returns only the relevant code symbols.
Agent guesses related files	Index updates automatically on file change.

Technical Demo

1. Semantic Search (Describe what you need)

// Request
{
  "name": "search_code",
  "arguments": {
    "query": "validate email address",
    "include_content": true
  }
}

// Response (Match Score: 0.89)
[
  {
    "file": "src/Validation/EmailValidator.cs",
    "lines": "12-24",
    "name": "IsValidEmail",
    "content": "public bool IsValidEmail(string email)\n{\n    if (string.IsNullOrWhiteSpace(email))\n        return false;\n..."
  }
]

2. Structural Analysis (See the map, not just text)

// Request
{
  "name": "get_file_symbols",
  "arguments": {
    "path": "src/Services/PaymentService.cs"
  }
}

// Response (Context aware)
{
  "file": "src/Services/PaymentService.cs",
  "symbols": [
    {
      "name": "PaymentService",
      "kind": "class",
      "children": [
        { 
           "name": "ProcessPayment", 
           "signature": "(Order order) -> PaymentResult" 
        }
      ]
    }
  ],
  "imports": [ { "module": "PaymentGateway.Client" } ]
}

Supported Languages

Language	Extensions
C#	`.cs`
TypeScript	`.ts`, `.tsx`
JavaScript	`.js`, `.jsx`
Python	`.py`
Go	`.go`
Rust	`.rs`
Java	`.java`
C/C++	`.c`, `.cpp`, `.cc`
Ruby	`.rb`