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MCP servers tagged semantic-search

890 live MCP servers tagged "semantic-search", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with semantic-search.

890
live servers
37
avg trust
30K
most stars
701

RoleRadar

🎯 RoleRadar moves beyond keyword matching. It uses AI Agents and MCP to securely connect your local resume and project context to job market insights, providing deep semantic job…

34
702

PlaudBlender

Local-first Plaud recording pipeline and personal knowledge timeline with Python, SQLite, Qdrant, RAG, 3D graphs, MCP tools, and a SwiftUI companion.

34
703

Claude Total Recall

Stop re-explaining yourself. Claude Code plugin that remembers all conversations across sessions and projects, searchable by meaning.

34
704

Kiro Total Recall

Stop re-explaining yourself. Kiro Power and MCP server that remembers all conversations across sessions and projects, searchable by meaning.

34
705

Jobsearch Buddy

CLI tool that scrapes 100+ ATS job boards, caches in SQLite, and does semantic search via OpenAI-compatible embeddings

34
706

Mail Memex

Personal email archive with SQLite+FTS5 full-text search and MCP server for LLM access. Part of the *-memex ecosystem.

34
707

Levh

Shared memory layer for AI coding tools — local-first, MCP-native, self-curating

34
708

Docpilot

MCP server providing semantic documentation search across 30+ frameworks(Frameworks Agent MCP). Zero install — just Docker

34
709

Grooveseek

MCP server for semantic hybrid search (sqlite-vec + FTS5 with optional cross-encoder reranking) over a Markdown / plain-text knowledge base

34
710

Memgrep

Local memory + cron scheduling for Cursor agents. Recall past sessions, schedule playbooks, MCP-native.

34
711

Bl1nk MCP Server

Modular, audit-ready memory system combining knowledge graph, semantic embedding, auto tagging, and root identity - built for agentic workflows.

34
712

Local Knowledge Rag MCP

A semantic search and retrieval system for local documents using vector embeddings. Powered by MCP (Model Context Protocol).

34
713

SIP MCP Connector

Model Context Protocol server for Luxembourg government news from SIP, semantic search, RSS, Docker, Helm and Kubernetes.

34
714

Vaultspec Rag

Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.

34
715

Ollqd

📚 Index codebases and docs into Qdrant with Ollama embeddings, enabling AI assistants to search code via Model Context Protocol (MCP).

34
716

Brain Rag

Hybrid retrieval-augmented search over a corpus of markdown files. Vector and keyword search fused into one ranking, optionally reranked by a cross-encoder, served locally over a…

34
717

Identity Server

MCP server for personal identity context - serves background, skills, interests, and indexed content to LLMs

34
718

Picoqmd

Lightweight QMD alternative: fully local hybrid search engine (BM25 + vector + rerank) and MCP server in a single ~15MB Go binary. No Node.js. Runs on Raspberry Pi.

34
719

Go Palace

Local-first memory palace for AI agents — semantic search, knowledge graph, 4-layer memory stack, MCP server. Pure Go, offline, no API keys.

34
720

Obsidian MCP Semantic Metagraph

Obsidian MCP-RAG server for AI agents [Local & Cloud] with full-note, heading-aware semantic retrieval, lexical search, graph navigation, passage provenance, and vault manipulatio…

34
721

Duxxdb

The database built for AI agents - hybrid vector + BM25 + structured, durable, with RESP / MCP / gRPC servers. Apache 2.0.

34
722

Homebrew Amanmcp

AmanMCP is a local-first RAG MCP server for developers - providing hybrid search (BM25 + semantic) over codebases for AI assistants like Claude Code and Cursor.

34
723

Annal

heyhayes

Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embeddings.

updated 7 months ago
34
724

Semantic Knowledge Base

suraiba-idrees

Multi-user MCP server for semantic search over personal document collections. Built with FastMCP, FastAPI, Qdrant, and React — features per-user isolation and measurable retrieval…

34
725

Fridai

chloeeekim

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

updated 2 months ago
34
726

Neo0 MCP

Neo0ai

Coordinate-based semantic addressing for AI agents, over the Model Context Protocol

34
727

Sfx Lead Intelligence

SFX-TECH

SFX Lead Intelligence Command Center: local-LLM hub plus lead dashboard, quality lifted 61 to 99 percent via a ground-truth eval harness. Showcase; source private.

34
728

Comind

sayef

Deterministic, cross-repo code intelligence for coding agents - a self-hosted single binary that serves your whole codebase's graph to agents over MCP.

updated 2 months ago
34
729

Memstrata

ConsultRuss

Semantic memory MCP server (FastMCP + Postgres/pgvector) with tiered recall depth for token economy. Ships a retrieval-quality eval suite — precision@5 0.69, recall@10 0.82.

34
730

Pinakes

lucagattoni

Pinakes — a portable, agent-first knowledge base. One directory = one KB.

updated a month ago
34
731

Intelligent Agentic Research Assistant

hbhandari247-git

Autonomous Multi-Agent Research Assistant powered by CrewAI, SQLite Long-Term Memory (LTM), and stdio Model Context Protocol (MCP). Evolving from hybrid RAG to a cooperative agent…

updated 22 days ago
34
732

Rag Memory Pg MCP

kshidenko

PostgreSQL-based RAG Memory MCP Server with Supabase - hybrid semantic search + knowledge graph

updated 9 months ago
34
733

Yojaka AI Profile Matching Engine

shashankch

Intelligent AI Recruiter Assistant - Agentic Profile Matching Engine with LangGraph State Machine, MCP Dual Gateway, Hybrid RAG, and Async Task Infrastructure.

34
734

Paper Search MCP Cf

cmdaltctr

Cloudflare Workers MCP server for academic paper search

34
735

Kaos Ast

ulolol

High-precision code context provider for AI agents. Bridges code_ast parsing with cocoindex-code for semantic chunking and local vector embeddings

updated 2 months ago
34
736

Aging Knowledge Graph

GiorgioHuang

An open, evidence-traceable knowledge graph for healthy aging — Postgres + pgvector, REST + MCP API, natural-language search, and Claude-powered curator/reviewer agents.

34
737

Toad MCP Server

vola-trebla

MCP server exposing portfolio tools (Semantic Search, Eval Framework, Observability) via Model Context Protocol

34
738

Neuronest MCP

pronzzz

Local-first MCP server that turns your Markdown vault (Obsidian, Logseq, or plain folders) into a private, searchable "second brain" for AI agents like Claude and Cursor — with se…

34
739

DeepFetch

vinay9986

Semantic web search MCP server with Kagi, Scrapfly, PDF extraction, and local ONNX reranking for Claude Desktop, Gemini CLI, and Codex.

34
740

Mythos Echo Agent

jaya6400

MythosEcho is a compact multilingual creator toolkit that synthesizes mythology-focused creator assets (hooks, narratives, metadata) using a Next.js dashboard, a FastAPI backend,…

34
741

Local Websearch MCP

kefyusuf

Offline-first MCP server for local web search and content fetching with no API keys required.

34
742

Nutri

vryahn

Production nutrition-tracking PWA (React, Supabase) built and operated inside Claude Code: production RAG pipeline, hybrid semantic search (pgvector), self-built remote MCP server…

34
743

Bubble Agent MCP

0308ya9392

Find emerging conversations before they blow up. An MCP server that brings live Bubble Agent trend intelligence to Claude, Codex, Cursor, and more.

34
744

Claude Innit

tstephx

Unified memory context system for Claude Code via MCP

34
745

OBSMCP

nikzdevz

OBS MCP / Obsidian MCP for project continuity, multi-session AI workflows, semantic code context, and token-aware startup.

34
746

Zileo Docs

assistance-micro-design

MCP server for RAG indexing, hybrid search, and generation of PDF/Excel/Word documents — powered by Mistral (OCR + embeddings) and Qdrant.

updated 4 months ago
34
747

Omnarai Memory Engine

justjlee

A callable memory-and-divergence substrate for AI systems: an attributed multi-intelligence corpus, cross-model divergence atlas, deliberation engine, and open MCP/API

34
748

Senrah

ivanovresearch

MCP server that turns merged pull request history into semantic-search precedents for AI coding agents.

updated 3 months ago
34
749

Claude Hackathon MCP

iDeepBrain

Alma's FastMCP memory server — 4-layer memory, semantic search (pgvector) & deterministic crisis detection.

34
750

Cube Memory SDK

RonnyTome

Persistent AI memory with crossover — your AI at home shares the same memory as your AI at work. What one LLM learns, all your AIs know. Memory + PKM for Claude, GPT, Gemini & loc…

34
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