Fastembed Python Packages

klix-engine

Decoupled decision heads (Choice, Score, Flag) on a shared semantic backbone - local, deterministic, no model training.

fastembed-vectorstore

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

ephemeral-buffer-mcp

Ephemeral in-memory command output capture and hybrid search MCP server for coding agents.

chunkshop

Standalone ingest-to-pgvector with a built-in chunker × embedder bakeoff. Python + Rust.

docugraph

Documentation RAG for coding agents: vector search, knowledge graph, agent memory, and an MCP server — torch-free local embeddings via fastembed

raggity

Local-first, top-tier RAG over your notes, docs & PDFs — answered by Claude (Agent SDK). Hybrid retrieval + cross-encoder rerank + verified citations; CPU-first & cross-vendor; CLI + FastAPI; LanceDB/Qdrant. AGPL-3.0.

qql-cli

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

graxon

Graxon: Open-Source Agentic Hybrid RAG to eliminate hallucinations through a persistent Knowledge Graph layer.

cursor-mem0

mem0-compatible AI agent memory via Cursor SDK (CURSOR_API_KEY). Local embeddings, Qdrant, MCP for Cursor IDE.

fridai

A local MCP server that lets AI coding agents recall your code, commits, and conversations.

scrappy-ai

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

repolens-search

Ranked, described search over a repo's whole corpus (docs, code, and gitignored data) plus a typed hygiene linter. Built for repos an agent greps on demand.

lexrag

Legal Intelligence Terminal — Hybrid RAG for UAE & Indian Law, Taxation & Compliance. Built by Evolucent AI, engineered by Eulogik.

youtube-advisor

Build an AI advisor SKILL from any YouTube channel — transcripts, BM25 + semantic RAG, verbatim quotes with timestamps.