Vibe Coding Discover

Use Cases

Semantic Code Search Inside A Repo

Published projects tagged with this use case.

1 project

SocratiCode

★ 3.3K

SocratiCode is a zero-config, local-first MCP server (plus Claude Code/Cursor/VS Code/Gemini plugins) that indexes large codebases via Docker, Qdrant and Ollama for hybrid semantic+BM25 search, polyglot dependency graphs, and symbol-level impact/call-flow analysis. No API keys required; data stays on your machine.

MCP | TypeScript · mcp-server · semantic-search

View Project →