MCP Semantic Retrieval Embedding Tools
MCP servers that implement semantic search and RAG capabilities for specific data sources (codebases, web content, documentation, macroeconomic data). Does NOT include general RAG frameworks, vector databases, embedding models, or non-MCP semantic search tools.
There are 57 mcp semantic retrieval tools tracked. The highest-rated is karadHub/jenkins-ai-optimizer at 42/100 with 3 stars and 14 monthly downloads.
Get all 57 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=mcp-semantic-retrieval&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
karadHub/jenkins-ai-optimizer
Meet the beast of Jenkins MCP with AI-powered diagnostics, and more with... |
|
Emerging |
| 2 |
starkbaknet/project-vectorizer
A CLI tool that vectorizes codebases, stores them in a database, tracks... |
|
Emerging |
| 3 |
userFRM/rpg-encoder
Repository Planning Graph — semantic code understanding via MCP (arXiv:2602.02084) |
|
Emerging |
| 4 |
houtini-ai/fanout-mcp
A Query fan-out analyser for AI Search |
|
Emerging |
| 5 |
IronAdamant/stele-context
Local context cache for LLM agents. 100% offline, zero dependencies. |
|
Emerging |
| 6 |
Strand-AI/paper-intelligence
MCP server for intelligent paper/PDF management with RAG capabilities |
|
Emerging |
| 7 |
intent-solutions-io/intent-mail
Multi-surface email platform: MCP server (19 tools), Discord bot, and web... |
|
Emerging |
| 8 |
disco-trooper/apple-notes-mcp
MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients. |
|
Emerging |
| 9 |
DefendTheDisabled/courtlistener-mcp
An MCP (Model Context Protocol) server providing AI agents access to... |
|
Emerging |
| 10 |
ChristosGrigoras/nodestradamus
See what breaks before you break it. MCP server + Python library for... |
|
Emerging |
| 11 |
yoanbernabeu/grepai-skills
27 AI Agent Skills for GrepAI - semantic code search and call graph analysis |
|
Emerging |
| 12 |
kerim/zotero-code-execution
Efficient multi-strategy Zotero search using code execution pattern |
|
Emerging |
| 13 |
AperturePlus/augmented-codebase-indexer
Semantic level code search/indexer with tree-sitter parsing, Qdrant vector... |
|
Emerging |
| 14 |
AbianS/code-recall
Ultra-fast MCP server for semantic memory and code analysis |
|
Emerging |
| 15 |
usemanusai/jaegis-RAVERSE
RAVERSE: AI Multi-Agent Binary Patching System with MCP Server (35 tools,... |
|
Emerging |
| 16 |
rocket-connect/mcp-rag
A lightweight wrapper around AI SDK that intelligently indexes and retrieves... |
|
Emerging |
| 17 |
infinitnet/conceptnet-mcp
ConceptNet MCP Server (Semantic Knowledge for LLMs) |
|
Experimental |
| 18 |
devwhodevs/engraph
Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults. |
|
Experimental |
| 19 |
vibheksoni/quickcontext
Local code context engine with a Rust parsing/search service and a Python... |
|
Experimental |
| 20 |
prem676/cloudscape-docs-mcp
🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI... |
|
Experimental |
| 21 |
amienbou121/crawl4ai-mcp-server
🕷️ Enable AI agents to scrape and crawl the web effortlessly with this... |
|
Experimental |
| 22 |
panbanda/islands
Multi-repo semantic code search for AI assistants using LEANN in Rust with... |
|
Experimental |
| 23 |
NNIIKKKKII/grepai-skills
🛠️ Master 27 AI Agent Skills for effective semantic code search with GrepAI,... |
|
Experimental |
| 24 |
m3data/sense-mcp
Relevant context from your project ecosystem, injected into every AI... |
|
Experimental |
| 25 |
JMRussas/mcp-rag
Turn any codebase into a searchable knowledge base for AI coding assistants.... |
|
Experimental |
| 26 |
tannernicol/grimoire
Hybrid FTS5 + vector search for security knowledge, served over MCP for... |
|
Experimental |
| 27 |
CodeAlive-AI/codealive-skills
Agent skills for CodeAlive — semantic code search and AI-powered codebase... |
|
Experimental |
| 28 |
IronAdamant/Stele
Local context cache for LLM agents. 100% offline, zero dependencies. |
|
Experimental |
| 29 |
joh09876544/quickcontext
Provide fast local code search, indexing, and retrieval using Rust and... |
|
Experimental |
| 30 |
slalter/gurucloud-kb-python
Python SDK for the GuruCloud Knowledge Bank API — semantic search,... |
|
Experimental |
| 31 |
jaggernaut007/nexus-mcp
Unified MCP server: hybrid search + code graph + semantic memory. 15 tools,... |
|
Experimental |
| 32 |
yang0733/databricks-docs-mcp
MCP server providing semantic search over 3,181 Databricks documentation... |
|
Experimental |
| 33 |
xw000113-create/agent-search-cli
Enable AI agents to search, crawl, and extract web data with IP rotation,... |
|
Experimental |
| 34 |
guttbuster/Ollqd
📚 Index codebases and docs into Qdrant with Ollama embeddings, enabling AI... |
|
Experimental |
| 35 |
ham-zax/satori
Semantic code search MCP server for AI agents: hybrid retrieval, ... |
|
Experimental |
| 36 |
us/qex
Lightweight MCP server for semantic code search — BM25 + optional dense... |
|
Experimental |
| 37 |
RaheesAhmed/code-context-mcp
The ultimate MCP server for code intelligence. Smart context, semantic... |
|
Experimental |
| 38 |
Dwsy/ace-tool-skill
Semantic code search using AugmentCode for Pi Agent with debug web UI |
|
Experimental |
| 39 |
igorbeethetech/skills
Public repo for skills |
|
Experimental |
| 40 |
bradsjm/sqlite-mcp-rs
Model Context Protocol (MCP) server for SQLite with embeddings vector search. |
|
Experimental |
| 41 |
devnullnoop/MGCP
Memory Graph Core Primitives |
|
Experimental |
| 42 |
baslie/mcp-docs-hub
MCP-серверы для Claude Code с FAISS-индексами. Осуществляют семантический... |
|
Experimental |
| 43 |
danielscholl/obsidian-rag-mcp
Semantic search for Obsidian vaults via MCP – gives Claude Code (and other... |
|
Experimental |
| 44 |
sdsrss/code-graph-mcp
AST knowledge graph MCP server for Claude Code — semantic search, call graph... |
|
Experimental |
| 45 |
tbrandenburg/pycontextify
A Python-based MCP server for semantic search over codebases, documents, and... |
|
Experimental |
| 46 |
rekon307/VaultMind
Semantic search for your Obsidian vault - MCP server with hybrid search |
|
Experimental |
| 47 |
dongwoosuk/aec-outlook-mcp
AEC-specialized Outlook MCP with Vision AI, RAG search & OCR |
|
Experimental |
| 48 |
branch42-labs/nestjs-mcp-server
Production-ready NestJS template with Model Context Protocol (MCP) server,... |
|
Experimental |
| 49 |
sampi02/amanmcp
🛠️ Simplify codebase queries with AmanMCP—your local RAG solution. Enjoy... |
|
Experimental |
| 50 |
Desko77/1c-templates-mcp
MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+... |
|
Experimental |
| 51 |
avocatt/legal-rag-toolkit
MCP server + Claude Code skills for semantic search over Turkish legal... |
|
Experimental |
| 52 |
Acadianworkings918/augment-open-patch
Automate monitoring, patching, and Telegram delivery of Augment VSCode... |
|
Experimental |
| 53 |
Abernaughty/code-vector-sync
MCP server for semantic code search using Qdrant vector embeddings |
|
Experimental |
| 54 |
nakedcity/syntrix
MCP server for multi-source semantic search (RAG) using Spark, Delta Lake, and FAISS. |
|
Experimental |
| 55 |
ruthvik-947/identity-server
MCP server for personal identity context - serves background, skills,... |
|
Experimental |
| 56 |
krshirkoohi/toogle-mcp
Connects Tana via Supertag CLI to Google Apps via Google Cloud MCP for... |
|
Experimental |
| 57 |
Aman-CERP/homebrew-amanmcp
AmanMCP is a local-first RAG MCP server for developers - providing hybrid... |
|
Experimental |