MCP Server Quality Scores
Independent quality analysis of 69261 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44501 |
devops-ai-mcp
Claim
devops-ai-mcp MCP server by MEOK AI Labs
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| 44502 |
BioNext-mcp
Claim
Enables bioinformatics analysis through natural language conversations with Cla…
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| 44503 |
mcp-debugpy
Claim
MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Pro…
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| 44504 |
codecov-mcp-server
Claim
MCP server for Codecov that provides tools to get commit coverage totals and pr…
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| 44505 |
agentfetch
Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
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| 44506 |
MCPWorks
Claim
Cuts AI token costs by running user code in a secure sandbox, so data never ent…
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| 44507 |
DarkLens MCP Server
Claim
Enables AI agents to detect, classify, explain, and ethically redesign dark pat…
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| 44508 |
PixelLabRat
Claim
MCP server for generating style-consistent pixel art assets from PixelLab API, …
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| 44509 |
A remote MCP server that exposes Gemini image generation/editing as a custom co…
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| 44510 |
FileSystem MCP Server
Claim
Enables advanced file system operations such as file read/write, directory mana…
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| 44511 |
mcp-isap
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MCP server for Polish legislation (ISAP / Sejm) — search acts (Dz.U., M.P.) and…
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| 44512 |
Figma MCP Server
Claim
Enables integrating Figma with AI assistants like Claude Desktop and Gemini CLI…
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| 44513 |
Mailchimp MCP Server
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Comprehensive MCP server for Mailchimp Marketing API v3.0 with over 104 tools a…
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| 44514 |
MCP-ndl-search
Claim
Enables natural language search of Japan's National Diet Library bibliographic …
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| 44515 |
investbrain
Claim
Investment discipline MCP server with RAG, behavior detection, journaling, and …
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| 44516 |
apiany-mcp
Claim
APIAny MCP server for model discovery, pricing, docs, and integration examples.
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| 44517 |
mcp-fsolar
Claim
MCP server that connects to Felicity Solar cloud battery data, allowing natural…
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| 44518 |
Enables AI assistants to perform browser automation using Playwright, including…
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| 44519 |
Travel MCP Server
Claim
A Model Context Protocol (MCP) server for comprehensive travel planning, provid…
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| 44520 |
ChittyMCP
Claim
A consolidated Model Context Protocol server for the ChittyOS ecosystem, offeri…
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| 44521 |
ts-mcp-server
Claim
A lightweight MCP server that provides 40 tools for TypeScript/JavaScript refac…
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| 44522 |
affinity-mcp-proxy
Claim
Proxies the local Affinity MCP server over stdio, enabling tools to call Affini…
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| 44523 |
Provides a 'scan_website' tool to analyze target websites for security vulnerab…
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| 44524 |
Digital Experience Monitoring. Get insight on critical application performance …
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| 44525 |
mcp-variable
Claim
Converts between Korean terminology and physical column names using a standard …
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| 44526 |
ffmpeg-mcp
Claim
Enables LLMs to safely execute ffmpeg and ffprobe operations by passing argumen…
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| 44527 |
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
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| 44528 |
youtube-transcript-mcp
Claim
Local MCP server that extracts YouTube video transcripts via a get_transcript t…
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| 44529 |
waveform-MCP
Claim
An MCP server that gives an LLM agent control over Tracktion Waveform, enabling…
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| 44530 |
Read-only Playwright CI results for agents: new vs known failures, flaky tests,…
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| 44531 |
Kythene
Claim
Your AI's work, reviewed by your team, remembered - shared artifacts with revie…
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| 44532 |
nexus-exchange-mcp
Claim
An MCP server that exposes the Nexus Exchange API as tools an AI agent can call…
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| 44533 |
cloud-pathfinder
Claim
IaC attack-path auditor: finds internet-to-crown-jewel chains in Terraform/CFN/…
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| 44534 |
@juicedresume/mcp
Claim
MCP server to score, tailor, and edit resumes on JuicedResume from any MCP clie…
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| 44535 |
deployment-mcp
Claim
Enables SSH-based deployment operations such as git pull, command execution, sc…
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| 44536 |
Happy MCP Server
Claim
A metadata-driven MCP server that auto-generates 480+ tools across 160+ Service…
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| 44537 |
tijori-finance
Claim
Indian equity research MCP — 5,000+ NSE/BSE stocks, financials, KPIs, and conca…
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| 44538 |
SSOJet MCP Server
Claim
An MCP server that authenticates users via SSOJet and provides tools such as ad…
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| 44539 |
python-patterns-mcp
Claim
Exposes the 23 Gang of Four design patterns to AI coding agents for generation,…
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| 44540 |
Google Search MCP Server
Claim
Provides advanced Google Custom Search functionality, web content extraction, a…
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| 44541 |
Subway MCP Server
Claim
Provide a scalable and efficient server-side application framework to implement…
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| 44542 |
Audo
Claim
Audio and video tools for your AI assistant: remove noise, enhance voices, tran…
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| 44543 |
GitLab MCP Server
Claim
HTTP-based MCP server for GitLab API, enabling project management, issue tracki…
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| 44544 |
MCP Apps POC
Claim
A proof-of-concept demonstrating interactive UI capabilities for MCP servers th…
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| 44545 |
memory-mcp
Claim
Enables reading, writing, and searching a local markdown-based memory store usi…
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| 44546 |
screen-recorder-mcp
Claim
Enables AI agents to start and stop full-screen recordings on macOS using FFmpe…
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| 44547 |
Nigeria payments for AI agents — bank transfer / USSD via Paystack. Never holds…
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| 44548 |
mcp-server-fetch-rag
Claim
Fetches web content and returns relevant chunks using RAG with semantic chunkin…
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| 44549 |
thegamesdb
Claim
Wraps TheGamesDB API to enable game data queries via MCP. Part of Pipeworx gate…
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| 44550 |
Python MCP Custom Server
Claim
Extends Claude Desktop with custom tools for file management, system operations…
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