Fastembed Python Packages

fastembed-vectorstore

In-memory vector store with FastEmbed integration for Python applications.

knowledge-rag

Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.

qql-cli

SQL-like query language and CLI for Qdrant vector search engine

chunkshop

Standalone ingest-to-pgvector: source → chunker → embedder → extractor → table. int8 by default.

scrappy-ai

A context-aware coding assistant that understands your entire codebase.