MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43351 |
EmbeDocs-MCP
Claim
Enables AI assistants to access up-to-date documentation by indexing GitHub rep…
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| 43352 |
Triage MCP Server
Claim
Enables AI agents to autonomously check, diagnose, and recover Dockerized servi…
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| 43353 |
mcp-server-fetch-rag
Claim
Fetches web content and returns relevant chunks using RAG with semantic chunkin…
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| 43354 |
shd-music
Claim
Enables searching and ripping high-quality audio from Deezer using an ARL cooki…
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| 43355 |
mcp-odds-api
Claim
Enables fetching sportsbook odds, live scores, and event information across 70+…
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| 43356 |
neon
Claim
Provides a standardized interface for interacting with Neon's tools and service…
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| 43357 |
krds-uiux-mcp-server
Claim
Integrates the Korean government's KRDS design system with AI assistants, enabl…
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| 43358 |
onyx MCP
Claim
Local MCP server that gives AI agents 44 engine tools to build, run, and debug …
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| 43359 |
nv-remote-mcp-server
Claim
Enables chatting with PostgreSQL databases through natural language, with GitHu…
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| 43360 |
Goldilocks MCP Server
Claim
Provides k-point generation tools for Quantum ESPRESSO, enabling estimation of …
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| 43361 |
bulkcertifcategenerator
Claim
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| 43362 |
mcp-arcgis-greenwood
Claim
Access City of Greenwood, Indiana open geospatial data including parcels, zonin…
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| 43363 |
czech-legal-mcp
Claim
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| 43364 |
geocoding-mcp
Claim
An MCP server for forward geocoding via the Nominatim API (OpenStreetMap) with …
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| 43365 |
Canvas MCP
Claim
MCP server for Canvas LMS that exposes courses, assignments, modules, pages, fi…
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| 43366 |
mcp-turso-cloud
Claim
An MCP server that integrates Turso databases with LLMs, supporting organizatio…
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| 43367 |
SAP ABAP MCP
Claim
Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding…
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| 43368 |
A Model Context Protocol server that provides 29 Git operations and advanced wo…
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| 43369 |
uptrack-mcp
Claim
MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI…
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| 43370 |
Perplexity Web MCP
Claim
Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, C…
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| 43371 |
cocos_mcp
Claim
Enables AI assistants to control Cocos Creator game development directly within…
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| 43372 |
agent-browser-mcp-server
Claim
Provides complete browser automation capabilities for AI agents via 44 tools, i…
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| 43373 |
opencode-browser-control
Claim
A Playwright-powered MCP server for browser automation using ARIA snapshots and…
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| 43374 |
Korea POPBiLL e-tax-invoice: AI agents issue, query & transmit e-invoices, stat…
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| 43375 |
snapforge-mcp
Claim
Enables AI agents to capture screenshots and generate PDFs from URLs or HTML vi…
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| 43376 |
prometheus-mcp-server
Claim
Provides tools to search, query, and visualize Prometheus metrics, returning re…
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| 43377 |
x402 Ads MCP
Claim
x402 Ads lets AI agents buy and verify ad placements with per-request USDC paym…
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| 43378 |
element-inspector
Claim
Enables interactive element inspection on any website, allowing users to click …
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| 43379 |
Twitter241 MCP Server
Claim
Provides tools to access Twitter data including tweets, user profiles, communit…
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| 43380 |
ocm-sdk-mcp
Claim
Enables AI assistants to interact with the Open Charge Map API, allowing explor…
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| 43381 |
Your portable context layer — load it into any AI.
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| 43382 |
Godot MCP
Claim
A Model Context Protocol server that enables AI assistants to manage Godot proj…
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| 43383 |
Vision MCP Server
Claim
A Model Context Protocol server that provides multimodal vision tools such as i…
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| 43384 |
Enables interaction with Proton Pass via CLI operations, including vault and it…
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| 43385 |
PurelyMail MCP Server
Claim
Provides AI assistants with access to PurelyMail's email management API, enabli…
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| 43386 |
Aikount MCP
Claim
MCP server for Spanish accounting for freelancers and SMEs, enabling AI agents …
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| 43387 |
mcp-incident-responder
Claim
An AI-native incident response server that exposes diagnostic tools (system sta…
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| 43388 |
Enables YouTube video search and audio download via web scraping, requiring no …
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| 43389 |
sonic-pi-mcp
Claim
Enables control of a local Sonic Pi runtime to run code, stop jobs, read events…
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| 43390 |
snipara-mcp
Claim
Lightweight MCP connector that provides persistent project memory and context o…
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| 43391 |
LexSocket MCP Server
Claim
Enables search and analysis of European public procurement tenders, including E…
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| 43392 |
Temway MCP Server
Claim
Let your AI assistant design beautiful emails & layouts — in your Temway worksp…
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| 43393 |
evermemos-mcp
Claim
Long-term memory for AI coding assistants. Remembers context once and recalls i…
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| 43394 |
MCP-pptr
Claim
Provides browser automation and DevTools capabilities via Puppeteer, with Docke…
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| 43395 |
Ornn
Claim
Your all-in-one skills-as-a-service platform to manage your skills, auto-genera…
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| 43396 |
An MCP server for controlling Adobe Photoshop from AI assistants, with Windows-…
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| 43397 |
MCP Server Boilerplate
Claim
A production-ready boilerplate for creating Model Context Protocol servers. Pro…
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| 43398 |
UpworkBridge
Claim
A Model Context Protocol (MCP) server that connects AI coding assistants and ag…
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| 43399 |
Foam-Agent
Claim
Automates OpenFOAM CFD simulations via MCP, enabling AI agents to mesh, run, an…
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| 43400 |
puterMCP
Claim
MCP server that bridges LLM environments with Puter's free image generation API…
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