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MCP servers tagged hybrid-search
223 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.
Qdrant Full MCP
MCP server for Qdrant: manage Qdrant Cloud (clusters, backups, keys) and your data (collections, hybrid search, text memory) from Claude Code, Codex, Cursor or any MCP client.
Episodai
EpisodAI by Lalith Alpuri, also written Alpuri Lalith (@lalithbuilds): a local AI-agent memory MCP server with SQLite WAL, hybrid retrieval, Obsidian workflows, an HTTP bridge, an…
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
cli`
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.
Agent Session Mirror
Best AI Coding Agent Observability Tool 2026 - Self-Bench & Semantic Search
Descry
Local hybrid (vector + BM25) code search for AI coding agents — AST chunking, MiniLM embeddings on ONNX, Go call graph, MCP server. No external services.
Shelfmark
Local hybrid retrieval (BM25 + embeddings) for agent memory & code, in one SQLite file. No cloud, no services. MCP server included for Claude Code and other agents.
Knowledge Base Template
Self-hosted, hybrid-search knowledge base exposed as an MCP server. Deployment template for organisation-internal knowledge work.
Knowdrive MCP
Multiplayer RAG for your private data: multimodal semantic search over you and your team's knowledge base — the corpus stays out of the conversation. Login to send invites and sha…
LLM Knowledge Base MCP
MCP server providing a persistent markdown knowledge base with hybrid dense + sparse vector search (Qdrant, Cloudflare Workers AI, Splade).
Memxplore
Executable agent memory reference implementation and research workbench
Stigmergy
A team's knowledge, captured where the work happens, filed by an agent, and answered with citations you can check.
Vyral
Portable contracts and local-first runtimes for canonical data, retrieval, durable execution, and agent-facing AI.
Engrava
The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/edge journal.
Orchestrion
Deterministic multi-LLM orchestration with grounded, verified answers, an editable guardrail gate, and a live process dashboard.
Anthropic RAG
Self-hosted, always-fresh RAG pipeline over the Anthropic GitHub org — grounded, cited Q&A over docs + issues/PRs/comments, refreshed hourly and served to AI agents over an MCP se…
Obsidian Librarian
📚 A personal AI librarian for your Obsidian vault, a RAG pipeline and a LangGraph agent in one container. Answers from your notes with citations, and edits them after you confirm.
Ephemeral Buffer MCP
Ephemeral in-memory command output capture and hybrid search MCP server for coding agents.
Universal File RAG
Hybrid RAG over PDFs, DOCX, spreadsheets, code repos, audio & images — explainable per-file retrieval routing (vector/hierarchical/code-graph), cited answers, and an MCP server. P…
Tyamka
Local-first, LLM-curated personal knowledge base + Claude Code plugin: research topics, compile cited articles, and query with hybrid retrieval — on your Claude subscription or an…
Hybrid Rag MCP
Self-hosted RAG service exposed over MCP: hybrid retrieval (BM25 + kNN, RRF fusion) on OpenSearch, multi-provider embeddings, Python 3.11, mypy strict