MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38401 |
soundings-mcp
Claim
Enables users to fetch, analyze, and visualize RAOB upper-air sounding data, in…
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| 38402 |
python-repl-mcp
Claim
一个基于MCP的Python REPL服务器,支持多会话管理、代码执行、历史记录回放和包安装,为AI提供Python解释器能力。
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| 38403 |
Godot MCP
Claim
An MCP server that gives AI assistants full control over the Godot game engine,…
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| 38404 |
Relay
Claim
Adds a human-in-the-loop checkpoint to MCP-capable AI coding agents, enabling t…
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| 38405 |
Nuvio-MCP
Claim
A framework that helps developers quickly build AI Native IDE products.
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| 38406 |
python-patterns-mcp
Claim
Exposes the 23 Gang of Four design patterns to AI coding agents for generation,…
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| 38407 |
youtube-music-mcp
Claim
An MCP server for managing YouTube Music playlists via Claude. Add and remove s…
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| 38408 |
inventree-mcp
Claim
Enables interaction with InvenTree inventory management system, providing tools…
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| 38409 |
Classify Polymarket wallets as human or bot, score their trading edge, read ope…
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| 38410 |
InboxAPI CLI
Claim
Provides an AI agent with its own email address to send, receive, and manage em…
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| 38411 |
capcut-mcp
Claim
An MCP server that enables AI assistants to automate CapCut Pro video editing, …
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| 38412 |
Agent-ready economic, market & geo-health intelligence — 163 MCP tools, 155 dri…
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| 38413 |
Cisco SD-WAN MCP Server
Claim
Enables natural language automation of Cisco SD-WAN vManage, including device m…
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| 38414 |
Philips Hue MCP Service
Claim
Enables control of Philips Hue lights through the Model Context Protocol, provi…
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| 38415 |
Provide real-time weather data and forecasts to your applications. Enable agent…
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| 38416 |
GOC MCP Server
Claim
Enables Claude and other AI agents to query real-time construction management d…
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| 38417 |
mcp-vision
Claim
A local autonomous AI agent that watches your screen, understands the visual la…
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| 38418 |
MCP-WHATSAPP-EVO
Claim
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
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| 38419 |
workday-studio-mcp
Claim
A local MCP server that gives Claude direct access to Workday Studio workspace.…
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| 38420 |
Enables AI-powered image generation using the Ideogram V3 Balanced model via Re…
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| 38421 |
mealie-mcp
Claim
Exposes every endpoint of the Mealie REST API as MCP tools, enabling LLMs to ma…
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| 38422 |
mcp-mt5
Claim
Model Context Protocol server for the MetaTrader 4/5 build pipeline, enabling L…
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| 38423 |
Scripting Docs MCP
Claim
Provides semantic search over ScriptingApp documentation by converting Markdown…
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| 38424 |
skosmos-mcp
Claim
Wraps the Skosmos REST API to enable AI assistants to browse, search, and trave…
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| 38425 |
A Playwright-based MCP server that prioritizes browser observation over automat…
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| 38426 |
notes-mcp
Claim
Remote MCP server that exposes a personal git repository of markdown notes to C…
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| 38427 |
Readme-builder-mcp
Claim
An MCP server that automatically scans project directories, extracts routes and…
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| 38428 |
Halal Terminal
Claim
Shariah-compliant stock and ETF screening across AAOIFI, DJIM, FTSE, MSCI and S…
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| 38429 |
TempMail OTP MCP Server
Claim
Enables AI agents to generate temporary email addresses, receive emails, and au…
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| 38430 |
mcp-lite
Claim
A minimal, fetch-first implementation of the Model Context Protocol (MCP) serve…
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| 38431 |
Read-only search of Avecindar's public rental listings in Uruguay; unknown cost…
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| 38432 |
mcp-www
Claim
Enables MCP server discovery via DNS TXT records, allowing agents to find, brow…
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| 38433 |
manufacturing-defect-mcp
Claim
MCP server for manufacturing defect investigation using knowledge graphs and gr…
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| 38434 |
mcp-server-pdf
Claim
An MCP server that downloads PDF files from URLs and converts them to Markdown …
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| 38435 |
Enables AI assistants to explore and interact with the Facets Control Plane API…
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| 38436 |
playwright-mcp-mine
Claim
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| 38437 |
mcp-poc
Claim
A proof-of-concept MCP server that provides weather information using the Open-…
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| 38438 |
MCP SDD Server
Claim
An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs …
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| 38439 |
slack-mcp
Claim
Enables AI assistants to interact with Slack workspaces, providing tools for re…
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| 38440 |
psx-mcp
Claim
MCP server that exposes Pakistan Stock Exchange data (quotes, dividends, announ…
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| 38441 |
Enables interaction with Yahoo Fantasy Sports API for fantasy baseball, providi…
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| 38442 |
mcp-ai-tooling-detector
Claim
Detect whether a company declares, deploys, or charges for AI, with evidence.
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| 38443 |
IndoTender
Claim
Indonesian government procurement — LPSE tenders, Inaproc data, and company pro…
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| 38444 |
Professor Fit MCP
Claim
Helps PhD applicants find matching professors by research interests, outputting…
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| 38445 |
MCP Jira DevFlow
Claim
A Scrum-aware MCP server that provides semantic analysis of Jira issues, sprint…
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| 38446 |
Nova3D
Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
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| 38447 |
MCP server for integrating with Adobe Commerce and Magento REST API to manage p…
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| 38448 |
mcp
Claim
Visual regression & snapshot testing for AI agents — list runs, read semantic d…
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| 38449 |
voxcpm-mcp
Claim
Enables text-to-speech synthesis and voice cloning using VoxCPM2 diffusion mode…
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| 38450 |
mcp-server-indexforge
Claim
Submit URLs to Google and Bing for indexing, scan sitemaps, check index status.
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