Mcp Semantic Retrieval MCP Servers
There are 30 mcp semantic retrieval servers tracked. 1 score above 50 (established tier). The highest-rated is 54yyyu/zotero-mcp at 68/100 with 1,795 stars. 1 of the top 10 are actively maintained.
Get all 30 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=mcp-semantic-retrieval&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Server | Score | Tier |
|---|---|---|---|
| 1 |
54yyyu/zotero-mcp
Zotero MCP: Connects your Zotero research library with Claude and other AI... |
|
Established |
| 2 |
needle-ai/needle-mcp
Needle MCP Server for easy RAG.Long-term memory for LLMs. |
|
Emerging |
| 3 |
mikhashev/law7
Law7 MCP Server and Core Engine -- Open up-to-date legal database for AI assistants |
|
Emerging |
| 4 |
disco-trooper/apple-notes-mcp
MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients. |
|
Emerging |
| 5 |
BingoWon/apple-rag-mcp
MCP server providing AI agents with instant access to Apple developer... |
|
Emerging |
| 6 |
Kirachon/context-engine
Local-native Context Engine MCP server for codebase indexing, semantic... |
|
Emerging |
| 7 |
AbianS/code-recall
Ultra-fast MCP server for semantic memory and code analysis |
|
Emerging |
| 8 |
Strand-AI/paper-intelligence
MCP server for intelligent paper/PDF management with RAG capabilities |
|
Emerging |
| 9 |
lambda-capture/mcp-server
🌐 MCP Server for Semantic Search of Macro Data for Quant Research AI Agents |
|
Emerging |
| 10 |
rocket-connect/mcp-rag
A lightweight wrapper around AI SDK that intelligently indexes and retrieves... |
|
Emerging |
| 11 |
ChristosGrigoras/nodestradamus
See what breaks before you break it. MCP server + Python library for... |
|
Emerging |
| 12 |
amienbou121/crawl4ai-mcp-server
🕷️ Enable AI agents to scrape and crawl the web effortlessly with this... |
|
Experimental |
| 13 |
ham-zax/satori
Semantic code search MCP server for AI agents: hybrid retrieval, ... |
|
Experimental |
| 14 |
yang0733/databricks-docs-mcp
MCP server providing semantic search over 3,181 Databricks documentation... |
|
Experimental |
| 15 |
RaheesAhmed/code-context-mcp
The ultimate MCP server for code intelligence. Smart context, semantic... |
|
Experimental |
| 16 |
us/qex
Lightweight MCP server for semantic code search — BM25 + optional dense... |
|
Experimental |
| 17 |
m3data/sense-mcp
Relevant context from your project ecosystem, injected into every AI... |
|
Experimental |
| 18 |
jaggernaut007/nexus-mcp
Unified MCP server: hybrid search + code graph + semantic memory. 15 tools,... |
|
Experimental |
| 19 |
devnullnoop/MGCP
Memory Graph Core Primitives |
|
Experimental |
| 20 |
baslie/mcp-docs-hub
MCP-серверы для Claude Code с FAISS-индексами. Осуществляют семантический... |
|
Experimental |
| 21 |
sdsrss/code-graph-mcp
AST knowledge graph MCP server for Claude Code — semantic search, call graph... |
|
Experimental |
| 22 |
branch42-labs/nestjs-mcp-server
Production-ready NestJS template with Model Context Protocol (MCP) server,... |
|
Experimental |
| 23 |
dongwoosuk/aec-outlook-mcp
AEC-specialized Outlook MCP with Vision AI, RAG search & OCR |
|
Experimental |
| 24 |
avocatt/legal-rag-toolkit
MCP server + Claude Code skills for semantic search over Turkish legal... |
|
Experimental |
| 25 |
Desko77/1c-templates-mcp
MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+... |
|
Experimental |
| 26 |
sampi02/amanmcp
🛠️ Simplify codebase queries with AmanMCP—your local RAG solution. Enjoy... |
|
Experimental |
| 27 |
Aman-CERP/homebrew-amanmcp
AmanMCP is a local-first RAG MCP server for developers - providing hybrid... |
|
Experimental |
| 28 |
krshirkoohi/toogle-mcp
Connects Tana via Supertag CLI to Google Apps via Google Cloud MCP for... |
|
Experimental |
| 29 |
Abernaughty/code-vector-sync
MCP server for semantic code search using Qdrant vector embeddings |
|
Experimental |
| 30 |
ShawnKyzer/fastapi-mcp
🚀 MCP server providing semantic search for FastAPI documentation. Integrates... |
|
Experimental |