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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
51

Roampal

Memory that learns what works.

52
52

Iai Personal Memory Engine

The best-benchmarked open-source memory system for AI coding assistants

52
53

Sidekick

Local coding-agent orchestrator — DAG of auto-approved, git-worktree-isolated sub-sessions across LLM providers (Claude/Kimi/Grok/DeepSeek/local). AGPL-3.0.

52
54

Codeseek

Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as nativ…

52
55

Redevops Rag

Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.

52
56

Fojin

Buddhist Digital Text Platform — 10,500+ texts, 613 sources, trilingual cross-canon, AI Q&A (RAG), knowledge graph, full-text search

52
57

Uteke

🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.

52
58

Open Codebase Index

Semantic codebase indexing and search for OpenCode, Claude, Codex, Pi, Jcode, and MCP hosts. Powered by Rust and tree-sitter.

52
59

Opencode Personal Knowledge

NocturnLabs

🧠 Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.

★ 16updated 10 months ago
51
60

tomohiro-owada/devrag

tomohiro-owada

Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.

★ 64updated 6 months ago
50
61

Momento

momentohq

A model context protocol server for Momento

★ 3updated a month agoApache-2.0
49
62

Jevgrep

nassim-arifette

Jev-powered semantic code search for coding agents — find behavior across repositories via CLI or MCP, with exact source excerpts and line numbers.

★ 105updated 22 days agoMIT
47
63

Code Graph MCP

sdsrss

AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.

★ 84updated yesterdayMIT
47
64

Hexdocs

MCP server for searching Hex package documentation

47
65

Gno

Local semantic search for your documents. Index Markdown, PDF, and Office files with hybrid BM25 + vector search.

47
66

Researchmcp

chew-z

MCP server for Perplexity

★ 1updated a year ago
46
67

Hive MCP Server

gluneau

Hive MCP server — AI dev session logs, plans, and semantic search via Supabase pgvector

★ 5updated a year agoISC
45
68

Lex

i-dot-ai

UK legal API for AI agents and researchers.

★ 75updated yesterdayMIT
44
69

Compass

raystack

Compass is a context engine that builds a knowledge graph of your organization's metadata, capturing entities, relationships, and lineage across systems and time, making it disc…

★ 73updated 6 months agoApache-2.0
44
70

Pensieve

TedHaley

One place for all your information, for context engineering: your files, repos, agent sessions and tickets, on your Mac, for you and your AI agents.

★ 65updated yesterdayMIT
44
71

Ctxvault

Filippo-Venturini

Local memory infrastructure for AI agents. Store knowledge and skills in isolated vaults you compose, control and query.

★ 63updated 3 days agoMIT
44
72

Mnemos

Local-first MCP memory server for AI agents, with source citations and OKF/Markdown knowledge bases.

★ 55
44
73

Deepseekagents DSA Context Engine

Cost saving Cognitive Architecture for AI Agents. Infinite Context. Perfect Recall. Zero Hallucinations.

★ 33
44
74

Par

Persistent Agent Runtime — self-hosted cognitive runtime for AI coding agents: semantic memory, knowledge graph, agent coordination, event-driven workflows, and autonomous self-ma…

★ 9
44
75

Agent Memory Engine

A long-term memory engine for coding agents: two-stage retrieval + gating, hybrid (vector + BM25) search, optional cross-encoder rerank, Ebbinghaus decay, and cross-session collab…

★ 5
44
76

Sugar

Persistent memory for AI coding agents. Local-first, cross-session context, global knowledge, and optional autonomous task execution.

44
77

Rememex

semantic search for your local files find by meaning, not keywords. 120+ file types, OCR, MCP server for AI agents. 100% private.

44
78

Augmented Codebase Indexer

Semantic level code search/indexer with tree-sitter parsing, Qdrant vector store, and Typer/FastAPI interfaces. Supports calling via MCP.

44
79

Openclaw Engram

Local-first memory plugin for OpenClaw AI agents. LLM-powered extraction, plain markdown storage, hybrid search via QMD. Gives agents persistent long-term memory across conversati…

44
80

Remnic

Local-first memory plugin for OpenClaw AI agents. LLM-powered extraction, plain markdown storage, hybrid search via QMD. Gives agents persistent long-term memory across conversati…

44
81

Second Brain Cloudflare

Store and retrieve knowledge across AI tools with an MCP server deployed on Cloudflare Workers.

44
82

Pmb

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) via MCP. 94.5% LoCoMo recall@10, 70ms p50, multilingual, zero API keys.

44
83

Obsidian Hybrid Search

Hybrid search over your Obsidian vault – CLI and MCP server

44
84

Context Runtime

Context Runtime — a database query planner for LLM context. Decides what a model sees before it answers; plans it, runs it through reused substrate, and learns from the outcome.

44
85

Docsmint

DocsMint - self-hosted AI-native knowledge workspace with semantic search, GraphRAG, REST, CLI, SDK, and MCP.

44
86

LodeDB

World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated

44
87

SirChatalot

A Telegram bot that proves you don't need a body to have a personality. Works with any OpenAI-compatible LLM; agentic tools, MCP, RAG over your files, memory, vision, voice and im…

44
88

Open Note

一款跨平台智能笔记 Agent 应用,支持多格式笔记、本地知识库、AI 智能助手、向量语义检索 。

44
89

Tracedecay

Local semantic code intelligence, project memory, and workflow context for AI coding agents.

44
90

Hearth

Hearth is a local-first persistent AI memory system. Install it once, and every AI tool you use — Claude Desktop, LM Studio, Cursor — can store and recall memories across conversa…

44
91

Infigraph

AST-powered code intelligence engine. Graph database + hybrid semantic search for 62 languages. Zero LLM dependency. Runs locally.

44
92

Scanadi MCP AI Memory

A production-ready Model Context Protocol (MCP) server for semantic memory management

42
93

Jurisd

Model Context Protocol server for Australian legislation and case law search.

42
94

Not Ace Tool Rs

MCP server for codebase indexing, semantic search, and prompt enhancement

42
95

Ghost

ghostapp-ai

The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inferen…

★ 46updated yesterday
39
96

Mnemo

omermaksutii

Persistent memory for Claude Code. Your AI never starts from scratch again.

★ 44updated 4 months agoMIT
39
97

Obsidian Vault MCP

MCP server for semantic search over an Obsidian vault using LanceDB and OpenAI/Ollama embeddings

★ 42
39
98

Youtube MCP

IA-Programming

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and…

★ 41updated a year agoMIT
39
99

Remembrallmcp

Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classes, methods, fields, references) plus persistent memory. Rust, Postgres + pgvector, MCP.

★ 35
39
100

Remembrallmcp

roboticforce

Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classes, methods, fields, references) plus persistent memory. Rust, Postgres + pgvector, MCP.

★ 35updated 2 months ago
39
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