A 40-provider web search microservice and library with typed provider metadata, reranking, and optional web-capture backing

Browser-compatible reranking library powered by Transformers.js and open Hugging Face models.

Provider-neutral reranking contracts and utilities for TekMemo.

Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking

A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.

Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking

Astermind Pro - Premium ML Toolkit with Advanced RAG, Reranking, Summarization, and Information Flow Analysis

Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + 13 MCP Tools + 20 Format Parsers. Zero external servers.

n8n community node for VoyageAI embeddings and reranking

n8n community node for Contextual AI - enterprise-grade RAG agents, document parsing, querying, reranking, and evaluation

MinerU Document Explorer — Agent-native knowledge engine: hybrid search and deep reading over markdown, PDF, DOCX, PPTX with BM25, vector search, and LLM reranking

Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking

GPU-Bridge MCP Server — 30 AI services as MCP tools. LLM, image, video, audio, embeddings, reranking, PDF parsing, NSFW detection & more. x402 native for autonomous agents.

Local ONNX cross-encoder reranking for JavaScript / TypeScript. Vercel AI SDK rerank() but local — zero API costs, edge-runtime ready.

♊ Gemini provider for FlowRAG - embeddings, entity extraction, and reranking

🪨 AWS Bedrock provider for FlowRAG - embeddings, entity extraction, and reranking

Offline AI assistant for AfterLink — 100% local RAG pipeline with FAISS vector search, BM25, cross-encoder reranking, and an interactive terminal UI

Seahorse Hybrid Search MCP server (dense/sparse/hybrid search with v2 API, optional Cohere/OpenRouter reranking)

🧠 OpenAI provider for FlowRAG - embeddings, entity extraction, and reranking

On-device hybrid search for markdown knowledge bases. BM25 + vector + LLM reranking with link graphs, time decay, and HyDE. Designed for pi coding agent.