Skip to main content

MCP server for code retrieval from a fully indexed codebase using CocoIndex

Project description

Codebase RAG MCP Server

This MCP server provides semantic codebase search and file retrieval using embeddings and a PostgreSQL database. It exposes tools for searching code, listing files, and retrieving file contents.

Features

  • Semantic Code Search: Uses Voyage embedding model to convert queries into vectors and search code snippets by similarity.
  • File Listing: Lists all tracked files in the codebase.
  • File Content Retrieval: Fetches the full content of a file by filename.

Tools

  • search_codebase

    • Returns code snippets relevant to the query.
    • Inputs:
      • query (string): Search terms
  • get_files

    • Lists all files in the codebase.
  • get_file_content

    • Returns the content of the specified file.
    • Inputs:
      • filename (string): Filename

Configuration

Getting a Voyage API Key

  1. Sign up for a Voyage API account
  2. Generate your API key from the dashboard

Environment Variables

  • DATABASE_URL: PostgreSQL connection string.
  • VOYAGE_API_KEY: API key for embedding model.
  • EMBEDDING_TABLE: Table name for code embeddings.
  • TRACKING_TABLE: Table name for file tracking.

Docker

{
  "mcpServers": {
    "codebase-rag": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "DATABASE_URL",
        "-e",
        "VOYAGE_API_KEY",
        "-e",
        "EMBEDDING_TABLE",
        "-e",
        "TRACKING_TABLE",
        "-p",
        "8080:8080",
        "allentcm/mcp-codebase-rag:1.0.0"
      ],
      "env": {
        "DATABASE_URL": "postgres://cocoindex:cocoindex@localhost/cocoindex",
        "VOYAGE_API_KEY": "voyage_api_key",
        "EMBEDDING_TABLE": "codebase__code_embeddings",
        "TRACKING_TABLE": "codebase__cocoindex_tracking"
      }
    }
  }
}

License

This MCP server is licensed under the MIT License. You are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

iflow_mcp_mcp_codebase_rag-1.0.0.tar.gz (4.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

iflow_mcp_mcp_codebase_rag-1.0.0-py3-none-any.whl (4.5 kB view details)

Uploaded Python 3

File details

Details for the file iflow_mcp_mcp_codebase_rag-1.0.0.tar.gz.

File metadata

  • Download URL: iflow_mcp_mcp_codebase_rag-1.0.0.tar.gz
  • Upload date:
  • Size: 4.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.10 {"installer":{"name":"uv","version":"0.9.10"},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for iflow_mcp_mcp_codebase_rag-1.0.0.tar.gz
Algorithm Hash digest
SHA256 45ab6ee7243347a0d0bda89ef5a996b62d8bb64fbcee3c06a5caa80e411a771a
MD5 a2a4ff06708915bd0da36cab38d6c083
BLAKE2b-256 bf9c07010437c8b57e617ff324f61195e2c0c99b6405a98804f355b317761042

See more details on using hashes here.

File details

Details for the file iflow_mcp_mcp_codebase_rag-1.0.0-py3-none-any.whl.

File metadata

  • Download URL: iflow_mcp_mcp_codebase_rag-1.0.0-py3-none-any.whl
  • Upload date:
  • Size: 4.5 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.10 {"installer":{"name":"uv","version":"0.9.10"},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for iflow_mcp_mcp_codebase_rag-1.0.0-py3-none-any.whl
Algorithm Hash digest
SHA256 2861d37d917f61dc70bf70ab54f5574e61886bbc1e75b850c7cf34536e29e45a
MD5 8225e91c4b2973eb6faaec59b49c093a
BLAKE2b-256 ee8f6b7def907bb4769033bb0f7bbd06e333c156a96ea9ac456e91ba83e33eea

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page