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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
651

OpenLMlib

Cross-project knowledge library for LLM agents with semantic retrieval, citation-aware quality checks, and safe MCP tool integration

34
652

Bruin

Bruin — agent-native note-taking app. 60 MCP tools, knowledge graph, human-in-the-loop review, local-first. Tauri + Rust + React.

34
653

Vecgrep

grep using meaning and similarity instead of keywords - local/self-hosted, multimodal, and runnable on any user-defined corpus

34
654

SenseTree

Local-first semantic file explorer for Windows. Hybrid search (vectors + BM25 + reranking), an agentic AI chat that proposes file operations you approve, and the AI models of your…

34
655

Companybrain

The open-source memory layer for your company. Index everything, recall anything, own all of it.

34
656

Pi Zgrep

Semantic code search for the pi coding agent. One tool, four routes (hybrid, BM25, vector, ripgrep), auto-indexed. Powered by zg.

34
657

Obsearch

Obsidian semantic search MCP

34
658

Ast Rag Support MCP

A local-first, high-performance MCP server for semantic code retrieval. Features AST-based functional chunking, reactive filesystem indexing, and Gemini-powered query expansion fo…

34
659

Code MCP Tools

Local-first MCP server and web panel for agent memory, project docs, bugs, todos, and RAG search

34
660

FlockParser Legacy

Legacy version of FlockParser PDF processing system

34
661

Rewrite Claude Assisted

Multi-agent system that turns a single PR example into a deterministic OpenRewrite refactoring recipe. Custom MCP server, RAG-backed recipe search, deterministic precision/recall…

34
662

Agentic Rag Chatbot MCP

Agentic RAG chatbot over PDF, DOCX, PPTX, CSV and Markdown. Multi-agent architecture, MCP-style message passing, source citations, persistent vector store.

34
663

PaperReview

AI-powered academic research platform for paper search, multi-agent reviews, knowledge graphs, and personalized research workflows

34
664

Genai Orchestrator

Example of a high-performance, pluggable AI Agent backend. Features a custom ReAct reasoning loop, production-grade Retrieval-Augmented Generation (RAG) using vector-based similar…

34
665

Pagebridge

Multi-adapter document intelligence engine -- ingest, section-tag, and semantically query PDFs and text across SQLite, Postgres, MySQL, MSSQL, Oracle, MongoDB and more

34
666

Kiara

Kiara - KI Assistent für Retrieval und Analyse

34
667

Tokenscache

AI token waste elimination and intelligent cache layer for multi-provider agents

34
668

Echo Guard

Semantic linting CLI that detects codebase redundancy created by AI coding agents.

34
669

Claude Context CLI

Auto-indexing CLI for claude-context-mcp (npm: claude-context-cli)

34
670

SyncContext

Shared team memory MCP server with semantic search — sync context across AI coding agents

34
671

NotedThat

A markdown-first knowledgebase you can hit from your editor, your AI agent, or any WebDAV client — one shared store, semantic + keyword search.

34
672

Skill Based Coding Agent

Coding agent with repository mapping, semantic search, safe atomic edits, testing and approval controls.

34
673

Plugmem

Embedded bitemporal memory engine with hybrid retrieval for local-first applications and AI agents — in-process, no server.

34
674

Zelatix V2

Zelatix v2: Agent-Native Context Database

34
675

Askrepo

Local codebase assistant: ask a git repo "where is auth handled?" and get answers with exact file:line citations. AST chunking + local LLM (Ollama).

34
676

Supabase Vector Gmailkb Rag

📬 Deterministic & programmatic Gmail → Supabase → Crawl4AI vector knowledge base for UC Berkeley MIDS.

34
677

Syntrix

MCP server for multi-source semantic search (RAG) using Spark, Delta Lake, and FAISS.

34
678

Farhan Code Search Template

Template repository for FarhanAliRaza/claude-context-local - 100% local semantic code search for any project. Zero API costs, complete privacy.

34
679

Quickcontext

Provide fast local code search, indexing, and retrieval using Rust and Python tools with AI-assisted context and symbol analysis.

34
680

Docs Hub

MCP-серверы для Claude Code с FAISS-индексами. Осуществляют семантический поиск по документациям Jivo, SaluteBot и SberSalute Code.

34
681

Microsoft Learn MCP Server

Microsoft documentation MCP access

34
682

RAAAL

Quick demo for regime aware asset allocation based on: https://ora.ox.ac.uk/objects/uuid:1a421d83-a010-484e-83c1-504bc9f1cbbf/files/d7s75dd17x and https://rpc.cfainstitute.org/sit…

34
683

Binelek Vscode Extension

VS Code extension for Binelek Platform - Integrated knowledge graph development tools

34
684

Genai Lab

TypeScript GenAI agent lab demonstrating RAG, MCP, semantic search, and controlled LangGraph workflows.

34
685

Mindseed MCP Connector

KnowMine Claude Plugin 2026: Semantic Knowledge Base for AI MCP Workflows

34
686

Claude Context Local Plugin

Claude Code plugin for semantic code search using claude-context-local MCP server. Search code naturally, find patterns, explore codebases with AI-powered assistance.

34
687

Obsidian Memorius Plugin

Connect your Obsidian vault to Memorius — semantic search, auto-sync, context injection, MCP console, and dashboard.

34
688

Findyourcode

search a codebase by what the code does, not the words in it. tree-sitter chunking, hybrid vector + bm25 retrieval, one sqlite file, offline.

34
689

Grow Book MCP

MCP server for semantic search over scanned / image-heavy PDFs: embeds page text AND page renders (Voyage context-4 + multimodal-3.5), fused with BM25.

34
690

Mindport

Local-first project memory for AI clients, with semantic search, knowledge graphs, a Web console, HTTP API, and MCP support.

34
691

Topk

Topk — independent third-party profile of a public API surface, by API Evangelist. TopK is a search engine for accuracy-critical AI applications, delivering hybrid search, multi-v…

34
692

Synaptomind

Where ideas find each other

34
693

Lawstar Dsh MCP

DeepSeek Harness plugin for LawStar MCP (legal-data): one-click API Key connect

34
694

Kbsearch

MCP server for semantic knowledge base search using LlamaIndex embeddings. Auto-ingests from S3, vector search with configurable chunking.

34
695

Conceptnet MCP

ConceptNet MCP Server (Semantic Knowledge for LLMs)

34
696

Traceback

Semantic debugger MCP server: warm-starts grep/git with cosine-similarity recall over past coding-agent sessions

34
697

Databricks Docs MCP

MCP server providing semantic search over 3,181 Databricks documentation pages for AI assistants

34
698

Kybase

Self-hosted persistent memory for AI agents. Markdown for humans, MCP for agents.

34
699

Mnemon Memory MCP

Persistent layered memory MCP server for AI agents — SQLite + FTS5 + vector hybrid search (RRF), multilingual, zero-cloud

34
700

Hatko

Semantic search and grounded answers over a private document corpus. Hybrid retrieval, verified citations, and honest abstention.

34
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