MCP Server Quality Scores
Independent quality analysis of 64186 public MCP servers
Last updated 1 hour, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 61001 |
SofaScore MCP
Claim
An MCP server that answers football questions with interactive widgets, centere…
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| 61002 |
briefkit-mcp-server
Claim
Generate engineer-grade SaaS specifications — design systems, database schemas,…
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| 61003 |
YOLO-FFMPEG-MCP
Claim
An AI-powered MCP server for intelligent video processing, enabling automated a…
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| 61004 |
MyFitnessPal MCP Server
Claim
Enables Claude to manage MyFitnessPal food diaries, nutrition goals, exercises,…
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| 61005 |
beacon-mcp
Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
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| 61006 |
datadog-logs-mcp
Claim
Enables querying and analyzing Datadog logs through search, aggregation, and in…
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| 61007 |
Enables integration with Volcengine (火山引擎) knowledge base service through Claud…
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| 61008 |
Video Tools MCP
Claim
An MCP server enabling video processing via natural language: transcription wit…
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| 61009 |
pywebview-mcp
Claim
Playwright-style MCP server for pywebview apps that lets AI assistants see, con…
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| 61010 |
mcp-k8s-server
Claim
A Kubernetes management MCP server that provides interfaces for getting informa…
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| 61011 |
Sandwich Care Circle
Claim
Authenticated MCP for a user's care circle: read CareEvents, list loved ones, i…
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| 61012 |
Wraith MCP Server
Claim
Provides an MCP-native agent browser that enables autonomous agents to perceive…
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| 61013 |
Google MCP Server
Claim
Enables appending formatted content to Google Docs and creating styled Gmail dr…
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| 61014 |
mcp-json-reader
Claim
MCP server for reading, querying, and filtering local JSON files with extended …
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| 61015 |
network-mcp
Claim
Enables supervised web form assistance with ChatGPT, opening pages visibly, dis…
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| 61016 |
mcp-server-wechat-mp
Claim
Enables AI agents to publish articles to WeChat Official Account (微信公众号). Suppo…
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| 61017 |
Discogs MCP Server
Claim
Enables finding the best-sounding pressing of an album and mood- and taste-base…
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| 61018 |
SplitwiseMCP
Claim
A local MCP server that enables AI clients like Codex, Claude Code, and Claude …
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| 61019 |
vscode-playwright-mcp
Claim
Gives LLMs full control over VS Code — click UI elements, type code, run comman…
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| 61020 |
personal-health-mcp
Claim
Self-hosted MCP server that aggregates personal health data from Google Health,…
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| 61021 |
semanticscholar
Claim
Search 200M+ papers, authors, citations, and recommendations via Semantic Schol…
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| 61022 |
uk-schools-mcp
Claim
MCP server providing access to comprehensive UK school data from official gover…
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| 61023 |
decisions
Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
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| 61024 |
Enables AI agents to connect and interact with common business platforms like S…
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| 61025 |
mewcp-google-calendar
Claim
Schedule smarter - create, search, and manage Google Calendar events through AI.
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| 61026 |
Google Tasks MCP Server
Claim
Manage Google Tasks from MCP-compatible AI clients.
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| 61027 |
guild
Claim
Shared context, memory, and task coordination across AI coding agents. Single G…
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| 61028 |
polymarket-mcp
Claim
MCP server for Polymarket prediction markets enabling query of markets, events,…
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| 61029 |
sp-devcontrol
Claim
Local governance layer for AI-assisted development, providing human authorizati…
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| 61030 |
phpipam-mcp-server
Claim
Enables interaction with phpIPAM IP address management (IPAM) system, providing…
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| 61031 |
spotify-mcp
Claim
Enables Claude to control Spotify playback, search tracks/albums/artists/playli…
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| 61032 |
vozclara
Claim
Generate Knowledge Packs — summary, flashcards, quiz, transcript — from any You…
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| 61033 |
Enables searching a knowledge base and asking grounded questions with hybrid re…
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| 61034 |
engine
Claim
AIN bias & stability engine: finance, gaming, AI, crypto. 68 tools across 11 ca…
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| 61035 |
web-docs-mcp
Claim
MCP server for searching web documentation via sitemap.xml, enabling semantic s…
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| 61036 |
Xee-mcp
Claim
Enables AI assistants to search X posts and read user timelines without API cos…
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| 61037 |
freebox-mcp
Claim
A spec-driven MCP server that exposes the entire Freebox OS API as ~230 MCP too…
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| 61038 |
Currency conversion API for AI agents. Convert between fiat currencies (ECB rat…
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| 61039 |
CoreRag
Claim
Enables Claude Desktop to perform local-first semantic search, ingest documents…
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| 61040 |
mcp-eur-lex
Claim
Enables searching and quoting EU legislation with verifiable EUR-Lex citations,…
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| 61041 |
permisapi-mcp
Claim
7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/…
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| 61042 |
Telegram MCP Server
Claim
Enables sending Telegram messages via the Model Context Protocol. Supports text…
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| 61043 |
IslamicCorpusMCP
Claim
Enables querying the Quran, Tafsir (commentaries), and Hadith (sayings of Proph…
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| 61044 |
AdaptixC2 MCP Server
Claim
Enables LLM agents to interact with and automate operations with the AdaptixC2 …
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| 61045 |
mcp
Claim
Tick-level Hyperliquid market data: fills, L4 book, funding, liquidations, smar…
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| 61046 |
ryvo-protocol
Claim
MCP server for Ryvo Protocol state reads and prepare-only payment-channel actio…
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| 61047 |
soundings-mcp
Claim
Enables users to fetch, analyze, and visualize RAOB upper-air sounding data, in…
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| 61048 |
livedatalink
Claim
182 real-time data tools across 36 domains: sanctions, SEC, courts, finance, cy…
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| 61049 |
MCPaeroedu
Claim
Enables AI assistants to interact with the AeroEduVision platform, allowing exa…
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| 61050 |
Enmask MCP Server
Claim
Enables AI assistants to interact with Enmask data masking tool via MCP tools f…
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