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MCP servers tagged hybrid-search
180 live MCP servers tagged "hybrid-search", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with hybrid-search.
Vantadb
Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.
Jobtrack
A personal job-application tracker. Record what you applied for, where and when; find it again by meaning rather than exact wording
Knowshelf
Personal Markdown Book Knowledge Base MCP Service. 个人 Markdown 书籍知识库 MCP 服务。
Prbe Knowledge
Self-hosted knowledge engine: ingest your team's tools, hybrid (vector+keyword+graph) retrieval, cited LLM answers.
Anythingllm MCP Gateway
High-performance Go-based Semantic Memory MCP Gateway for AnythingLLM with Hybrid Vector & FTS5 BM25 Search
ConciergeGraph
Open-Source Long-Term Memory (LTM) Palace for AI Agents & IDEs (Cursor, Claude Desktop) via MCP.
Grepogram
Semantic search for your Telegram chats — fully local hybrid retrieval, MCP server + CLI for any AI agent
Layout Aware RAG
Layout-aware RAG over engineering datasheets: hybrid dense/BM25 retrieval at page-native layout-region granularity, with region-level evidence provenance
Biomedical Rag Research Assistant
Biomedical RAG assistant for PubMed documents featuring hybrid ChromaDB and BM25 retrieval, MiniLM embeddings, RRF, grounded citations, guardrails, MCP tools, FastAPI, Streamlit,…
AI RESEARCH
Hand-written (zero LangChain) LLM+RAG+Agent research copilot for scientific literature. PyMuPDF paper ingestion, BGE-M3/BM25 hybrid retrieval with RRF fusion & query expansion, ci…
Linguaalayam
Malayalam dictionary RAG pipeline
Prax
Self-hosted personal knowledge base: bring in what you read, collect and write — papers, manuals, web pages, chats — then search it, ask it, see how it connects, and let your too…
Intently
Intent-first search that finds the right tool from a vague description. Hybrid retrieval over LLM-written cards, LLM rerank with recall safety, MCP server for AI agents, runs on a…
Grounded Context
Grounded, auditable context layer for enterprise agents: a deterministic path for exact facts + Elasticsearch hybrid retrieval for exploration, exposed over MCP. Every answer carr…
AtlasCodeInteligence
A local-first Model Context Protocol (MCP) server for reusable workflows and resolved engineering knowledge
Embedbase
Local-first document embedding and retrieval platform with a REST API and MCP server for LLM agents. Supports hybrid BM25 + semantic search across workspaces and collections, with…
Mini Chatchat
Full-stack AI knowledge workspace with hybrid RAG, web search, tool-using agents, MCP integration, authentication, user isolation, and Docker deployment.
BlooRecall
Local, private "where did I write that?" search for your notes, built for coding agents: BM25 + local Ollama embeddings, MCP server, disk-verified results.
Knowify
Agentic RAG chatbot with hybrid retrieval (BM25 + dense), cross-encoder reranking, and a self-correcting retry loop. Long-term memory, MCP client/server support, and RAGAS-evaluat…
Qdrant Neo4j Crawl4ai MCP
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…
Cerefox
Personal knowledge base with hybrid search and read/write access for AI agents
RAG In A Box
RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.
Lancer MCP
Self-hosted MCP server for hybrid semantic code search and repository intelligence.
Opencode Mem
High-performance MCP memory server for AI coding agents. Rust, PostgreSQL, pgvector, hybrid search, hierarchical summarization.
SonAIengine/graph-tool-call
tools.
Ferrex
Persistent memory for AI agents. Stores facts, events, and procedures with intelligent retrieval, entity resolution, and staleness scoring. Fully local.
Vectorize MCP Worker
Hybrid RAG Worker on Cloudflare Edge — Vector + BM25 search, metadata filtering, multimodal vision, MCP server, and intelligent query routing. ~400ms p99.
Automatised Pipeline
Codebase intelligence as an MCP server — tree-sitter AST → LadybugDB graph → Louvain communities → hybrid BM25 + TF-IDF + RRF search. 23 tools · 10 stages · 220 tests · Rust · Cle…
Graphstore
Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.
Docent MCP
Semantic + BM25 Document + Git history search MCP server
Nram
Self-hosted long-term memory substrate for any LLM-using tool. Hybrid vector + lexical recall with MMR reranking, auto-extracted knowledge graph, sleep-style consolidation, per-pr…
Veles
Fast hybrid (BM25 + semantic) local code search for AI agents - pure Rust, persistent index, MCP/gRPC servers, tree-sitter symbols
Ostk Recall
Local-first cross-corpus retrieval MCP server — model2vec embeddings + LanceDB (Tantivy BM25) + SQLite. One binary; hybrid (dense + BM25) search across markdown, code, and Claude…
renezander030/agentic-task-system
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LLM Kernel
Rust foundation library for AI-native apps — 16-provider catalog, async LLM client, MCP server, knowledge graph, local ONNX embedding (44 models), and safety utilities
Dreviho
DREVIHO — Dreaming Viking Hooks. Memory + Reasoning hooks for AI coding CLIs. Hybrid search, 5-scope system, MMR diversity, temporal decay, content merge, auto-linking, reasoning…
Groundwork
An agent that answers questions about AI engineering from a knowledge base about AI engineering, so every answer is also a worked example of the retrieval that produced it. LangGr…
Engrama
A memory graph designed for the agent that uses it, not the human who feeds it. Engrama reconstructs context from associations on demand, replacing the "stuff everything into the…
Rag Ferrite
Personal RAG engine — simple, fast, Rust. One binary (15 MB), one DB, native collections. MCP-native.
Jw Agent Toolkit
Toolkit agentic no oficial de JW: CLI, MCP, RAG, Skills, etc.
Another Brain
Long-term memory your AI coding agents actually share. One brain, many agents — standalone embedded MCP server: SQLite + FTS5 + vector hybrid search, local ONNX embeddings, self-e…
Sivru
Code search and session observability for coding agents. Hybrid BM25+semantic, optional cross-encoder rerank, self-bench on your own data. npm install -g @sivru/cli
Semango
🥭 Semango is a hybrid search engine that combines lexical (BM25) and semantic (vector) search. It ships with an MCP server, a simple HTTP API and optional embedded UI.
Mscodebase Intelligence
Intelligent codebase search & indexing for Zed. Async MCP server featuring LanceDB/BM25 hybrid search, multi-bucket RAG, and autonomous self-healing workflows. High-performance, m…
SafeFlo
Local MCP server giving Claude Code persistent agent memory: hybrid FTS5 + vector search, episodic/semantic/procedural lifecycle, no network calls, no install scripts.
Harborclerk
An MCP server that lets AI agents query your document archive instead of uploading it — with OCR, hybrid search, and cited local-AI answers in a private, Mac-native app.
Doc Search MCP
Local MCP server that indexes PDFs, EPUBs, HTML, Markdown and text files and makes them searchable by LLM coding agents — keyword (FTS5/BM25), semantic, and hybrid search, entirel…
Codeloom
Your AI agent's codebase map. Local-first, hybrid-search code graph for 51+ languages & formats. MCP server. 100% private.
Wenmai Search
Wenmai Search — self-hosted, traceable hybrid document retrieval with REST, MCP, and Web UI
Ohmyrepos
Oh My Repos: Semantic search for GitHub starred repositories.