MCP server for local codebase indexing, semantic search, and code dependency graphs.

stdiocommunityapplication

Package Details

Transportstdio

Environment Variables

EMBEDDING_PROVIDER(str)

Embedding provider to use: ollama (default), openai, or google

OPENAI_API_KEY(str)
Secret

API key for OpenAI embeddings (required only when EMBEDDING_PROVIDER=openai)

GOOGLE_API_KEY(str)
Secret

API key for Google embeddings (required only when EMBEDDING_PROVIDER=google)

OLLAMA_URL(str)

URL of the Ollama server (default: auto-detected; Docker-managed or http://localhost:11434)

EMBEDDING_MODEL(str)

Embedding model name (defaults per provider: nomic-embed-text for ollama, text-embedding-3-small for openai, gemini-embedding-001 for google)

QDRANT_MODE(str)

Qdrant mode: managed (default, Docker-managed) or external (user-provided instance)

QDRANT_URL(str)

Full URL for remote/cloud Qdrant (e.g. https://xyz.cloud.qdrant.io:6333). Only needed when QDRANT_MODE=external

QDRANT_API_KEY(str)
Secret

API key for remote Qdrant instance. Only needed when QDRANT_MODE=external