MCP server for local codebase indexing, semantic search, and code dependency graphs.
io.github.giancarloerra/socraticode
https://github.com/giancarloerra/socraticode
STDIO
No auth required
Hosted endpoint — paste into any MCP client.
Configuration this server reads at startup.
Embedding provider to use: ollama (default), openai, or google
API key for OpenAI embeddings (required only when EMBEDDING_PROVIDER=openai)
API key for Google embeddings (required only when EMBEDDING_PROVIDER=google)
URL of the Ollama server (default: auto-detected; Docker-managed or http://localhost:11434)
Embedding model name (defaults per provider: nomic-embed-text for ollama, text-embedding-3-small for openai, gemini-embedding-001 for google)
Qdrant mode: managed (default, Docker-managed) or external (user-provided instance)
Full URL for remote/cloud Qdrant (e.g. https://xyz.cloud.qdrant.io:6333). Only needed when QDRANT_MODE=external
API key for remote Qdrant instance. Only needed when QDRANT_MODE=external
Where to find authoritative docs and source for socraticode.
Open MCP Agent Studio and connect this server to Claude, GPT, Gemini, DeepSeek and more — no install required.
Open Agent Studio