Repositories tagged with 'vector-search'

mnemodoc/mcp-server

A Crystal MCP server that indexes project documentation via Ollama embeddings and exposes hybrid search (semantic + keyword) to MCP clients.

Pure Crystal client for MongrelDB - embedded and server database with SQL, vector search, full-text search, and AI-native retrieval

Thin, stable Qdrant client for Crystal — a RAG-focused facade (ensure, upsert, search, count, delete) over qdrant-api.

Thin, stable Qdrant client for Crystal — a RAG-focused facade (ensure, upsert, search, count, delete) over qdrant-api.

Thin, stable Qdrant client for Crystal — a RAG-focused facade (ensure, upsert, search, count, delete) over qdrant-api.