MCP Server Quality Scores
Independent quality analysis of 69261 public MCP servers
Last updated 11 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45201 |
SimuBridge
Claim
Enables AI assistants to control MATLAB Simulink models through natural languag…
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| 45202 |
self-host-fusion360-MCP
Claim
A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fu…
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| 45203 |
ChessPal Chess Engine
Claim
A Stockfish-powered chess engine exposed as an MCP server using FastMCP. Calcul…
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| 45204 |
QRadar MCP Server
Claim
Bridges LLMs with IBM QRadar SIEM by providing access to over 728 REST API endp…
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| 45205 |
Voris
Claim
Voris privacy-native web analytics for AI agents: query metrics & citations, sc…
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| 45206 |
api-testing-mcp
Claim
Enables HTTP API testing (GET, POST, PUT, DELETE) via the Model Context Protoco…
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| 45207 |
Memory MCP
Claim
Provides AI agents with persistent, searchable memory using semantic search, au…
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| 45208 |
mermaid-mcp
Claim
A basic MCP server example with a hello tool, info resource, and assistant prom…
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| 45209 |
ms-teams
Claim
Provides a standardized interface for interacting with Microsoft Teams tools an…
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| 45210 |
shortcut-mcp
Claim
MCP server for interacting with Shortcut (project management) directly from Cla…
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| 45211 |
timemap-mcp
Claim
Enables AI agents to perform Chinese metaphysics calculations including BaZi ch…
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| 45212 |
mcp-server-cal
Claim
Cal.com scheduling MCP server: manage bookings, event types, and availability.
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| 45213 |
Wellness CGM MCP
Claim
Local-first CGM MCP for AI agents: Dexcom Developer API and FreeStyle Libre via…
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| 45214 |
Enables natural language file operations and intelligent file analysis via MCP,…
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| 45215 |
MongoDB MCP Server
Claim
Enables AI agents to interact with MongoDB databases and MongoDB Atlas, support…
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| 45216 |
moneys3-mcp
Claim
MCP server for connecting AI clients to the Money S3 accounting system via Grap…
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| 45217 |
Whiteboard Animation
Claim
Turn any picture into a hand-drawn whiteboard animation video, from your AI ass…
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| 45218 |
tfl-mcp-server
Claim
Community-built server providing real-time London transport data via the TfL Un…
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| 45219 |
China A-share filings: why a number moved, does the trend continue, who supplie…
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| 45220 |
MCP Weather Workshop
Claim
A step-by-step workshop for building an MCP server that provides weather tools …
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| 45221 |
devcontainer-mcp
Claim
Manage dev container environments via MCP (Docker, DevPod, Codespaces).
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| 45222 |
Gemini MCP Server
Claim
Integrates Google Gemini 3.1 with Claude Code to provide web search, large code…
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| 45223 |
MCP server for ERP product operations that enables AI agents to precheck produc…
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| 45224 |
py-mcp-students
Claim
Enables LLMs to manage student records through natural language by wrapping a s…
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| 45225 |
imugi
Claim
Enables AI to capture, compare, and automatically patch frontend code against r…
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| 45226 |
jobs-tools-knowledgebase
Claim
A MongoDB Atlas-based Notion-style knowledge base management MCP server that su…
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| 45227 |
spm-analyzer-mcp
Claim
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| 45228 |
agent-memory
Claim
Provides long-term memory for AI agents with per-user scoped recall, ranking by…
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| 45229 |
premiere-pro-mcp
Claim
Makes Claude a real operator for Adobe Premiere Pro 2025, providing 59 tools to…
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| 45230 |
j-quants-doc-mcp
Claim
Enables searching J-Quants API endpoints, retrieving detailed documentation, ge…
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| 45231 |
printscale-mcp
Claim
Upscale images to print-ready files (TIFF/PNG/JPG) via PrintScale.
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| 45232 |
Triplewhale MCP Server
Claim
Enables natural language queries to Triplewhale for analyzing marketing and fin…
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| 45233 |
recall
Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
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| 45234 |
Appian MCP Server
Claim
Enables interaction with Appian applications through the Model Context Protocol…
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| 45235 |
Lanten MCP Server
Claim
Connects AI assistants to the Lanten property management API, allowing them to …
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| 45236 |
Meeting Notes MCP Server
Claim
A self-hosted MCP server for storing, searching, and querying meeting notes wit…
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| 45237 |
Odds API MCP Server
Claim
An MCP server that connects Claude Desktop to The Odds API, giving Claude real-…
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| 45238 |
universal-memory-service
Claim
Self-hosted service providing unified memory search and write operations across…
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| 45239 |
AiAkiv Memory
Claim
Shared long-term memory for AI agents: save and recall context as a searchable …
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| 45240 |
Lazy Ads
Claim
Hosted MCP for nine ad networks. BYOA, flat SaaS — no percent of spend, no fake…
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| 45241 |
omni-memory
Claim
A fully-local AI memory system that saves notes, code, and terminal output to a…
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| 45242 |
Zoho CRM MCP Server
Claim
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
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| 45243 |
greenfish-webtools-mcp
Claim
A lightweight MCP server that gives AI assistants real-time web search and URL …
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| 45244 |
atlasopenmagic-mcp
Claim
MCP server for ATLAS Open Data that enables LLMs to discover, query, and retrie…
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| 45245 |
ModelCostSaver
Claim
Predict the cost of an LLM call before you make it, and pick the cheapest model…
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| 45246 |
GitHub MCP Server
Claim
Enables comprehensive interaction with GitHub repositories, including code mana…
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| 45247 |
SpecForged
Claim
Create and evolve clear software specifications from requirements and design to…
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| 45248 |
Deep Research MCP
Claim
A Model Context Protocol compliant server that facilitates comprehensive web re…
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| 45249 |
mcp-biorhythm
Claim
Computes biorhythm values (physical, emotional, intellectual) and generates a P…
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| 45250 |
log-collector
Claim
MCP server for collecting and analyzing CLI/web server error logs. Enables watc…
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