MCP Server Quality Scores
Independent quality analysis of 60909 public MCP servers
Last updated 1 hour ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 27101 |
The project brain for AI coding agents — memory, decisions, sprints, knowledge …
|
C 65 3⁄4 | ||||||||
| 27102 |
Enables AI agents to generate and render charts as PNG, SVG, or WebP images dir…
|
C 65 3⁄4 | ||||||||
| 27103 |
Provides semantic search and access to Contraption Company blog posts and essay…
|
C 65 3⁄4 | ||||||||
| 27104 |
Metabase
Claim
Metabase includes a built-in Model Context Protocol (MCP) server that lets AI c…
|
C 65 3⁄4 | ||||||||
| 27105 |
A command-line interface application for interactive chat with AI models via th…
|
C 65 3⁄4 | ||||||||
| 27106 |
Enables downloading watermark-free videos from Douyin (TikTok China) share link…
|
C 65 3⁄4 | ||||||||
| 27107 |
MCP Pytest Server
Claim
An MCP-compliant server that enables the execution of pytest test suites and th…
|
C 65 3⁄4 | ||||||||
| 27108 |
AI-powered property intelligence for instant zoning analysis, buildability asse…
|
C 65 3⁄4 | ||||||||
| 27109 |
MCP server providing AI agents with access to German government open data. 12 t…
|
C 64 3⁄4 | ||||||||
| 27110 |
mcp-github
Claim
Read-only GitHub MCP server that lets assistants search and read repositories, …
|
C 64 3⁄4 | ||||||||
| 27111 |
toolmesh
Claim
Self-hosted MCP gateway. Turn any REST API into MCP tools via YAML (DADL). Auth…
|
C 64 4⁄5 | ||||||||
| 27112 |
Enables AI agents to control a neko virtual browser via WebSocket and REST APIs…
|
C 64 3⁄4 | ||||||||
| 27113 |
Exposes WAI-ARIA Authoring Practices Guide (APG) patterns, providing narratives…
|
C 64 3⁄4 | ||||||||
| 27114 |
An MCP server that indexes plain-text podcast transcripts stored in Dropbox and…
|
C 64 3⁄4 | ||||||||
| 27115 |
A graph-friendly relational server that stores project memory, tasks, and metad…
|
C 64 3⁄4 | ||||||||
| 27116 |
Enables AI assistants to fetch real-time news from Google News RSS feeds with s…
|
C 64 3⁄4 | ||||||||
| 27117 |
A standalone MCP server that enables research (web search, URL fetch, news), wo…
|
C 64 3⁄4 | ||||||||
| 27118 |
A Model Context Protocol server that provides email access via IMAP and SMTP, e…
|
C 64 3⁄4 | ||||||||
| 27119 |
AgentOS provides a suite of essential services for AI agents including persiste…
|
C 64 3⁄4 | ||||||||
| 27120 |
A starter template for building MCP servers with support for No Auth, API Key, …
|
C 64 3⁄4 | ||||||||
| 27121 |
Enables AI agents to generate images from HTML/CSS, capture URL screenshots, an…
|
C 64 3⁄4 | ||||||||
| 27122 |
MCP servers are installed via npx -y @scope/package — which silently downloads
…
|
C 64 3⁄4 | ||||||||
| 27123 |
Xen Orchestra MCP Server
Claim
Enables management of Xen Orchestra (XOA) via its REST API, including listing V…
|
C 64 3⁄4 | ||||||||
| 27124 |
Aristocles Data API
Claim
Subscription pricing, trade costs, and financial data for AI agents across 5 co…
|
C 64 3⁄5 | ||||||||
| 27125 |
Generate PDFs from Markdown or HTML. Zero-auth, agent-native. Returns base64-en…
|
C 64 3⁄5 | ||||||||
| 27126 |
YNAB MCP Starter
Claim
A production-ready TypeScript starter for building read-only YNAB MCP servers. …
|
C 64 3⁄4 | ||||||||
| 27127 |
Provides AI agents with access to real-time and historical SPX 0DTE options mar…
|
C 64 3⁄4 | ||||||||
| 27128 |
Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER…
|
C 64 3⁄4 | ||||||||
| 27129 |
모두 파싱해버리겠다 — HWP3·HWP·HWPX·HWPML·PDF·XLS·XLSX·DOCX → Markdown. 신구대조·양식 자동 채우기·M…
|
C 64 3⁄4 | ||||||||
| 27130 |
MCP server for Polymarket prediction markets, enabling search, market details, …
|
C 64 3⁄4 | ||||||||
| 27131 |
MCP server exposing Kenya NDMA drought phase classifications across all 47 coun…
|
C 64 3⁄4 | ||||||||
| 27132 |
MCP server that gives Claude access to Dutch mobility data via Studio Bereikbaa…
|
C 64 3⁄4 | ||||||||
| 27133 |
An async video generation MCP server with multi-provider support. Currently in …
|
C 64 3⁄4 | ||||||||
| 27134 |
A comprehensive cryptocurrency market-data MCP server with 49 tools across six …
|
C 64 3⁄4 | ||||||||
| 27135 |
The Latent Space
Claim
Agent registry, arena reputation system, and Latent Credits economy. Register a…
|
C 64 3⁄4 | ||||||||
| 27136 |
Crypto technical analysis inside Claude. Get live TA from Binance (EMA, RSI, MA…
|
C 64 3⁄4 | ||||||||
| 27137 |
An MCP server for generating and editing images using OpenAI's GPT Image and DA…
|
C 64 3⁄4 | ||||||||
| 27138 |
MCP server exposing Tradier brokerage tools to Claude, enabling account balance…
|
C 64 3⁄4 | ||||||||
| 27139 |
HTTP MCP server for RiotPlan that exposes plan operations (create, shape, build…
|
C 64 3⁄4 | ||||||||
| 27140 |
Gate news MCP for crypto news, structured events, announcements, and social sen…
|
C 64 3⁄5 | ||||||||
| 27141 |
Free DEX aggregator API that returns executable swap calldata across 46 EVM cha…
|
C 64 3⁄4 | ||||||||
| 27142 |
databid
Claim
Agent-native company intelligence. AI agents search and retrieve structured, ve…
|
C 64 3⁄4 | ||||||||
| 27143 |
MCP server for RescueTime productivity data
|
C 64 3⁄4 | ||||||||
| 27144 |
Connects to a Gym Tracker Supabase database to provide LLMs with access to pers…
|
C 64 3⁄4 | ||||||||
| 27145 |
Parses Excel/PDF construction calculations and retrieves Korean construction st…
|
C 64 3⁄4 | ||||||||
| 27146 |
A Model Context Protocol server that enables interaction with the Ryft API to m…
|
C 64 3⁄4 | ||||||||
| 27147 |
Entrez MCP Server
Claim
Provides access to NCBI's E-utilities, PubChem, and PMC APIs for searching and …
|
C 64 3⁄4 | ||||||||
| 27148 |
Enables searching and retrieving South Korean intellectual property data via th…
|
C 64 3⁄4 | ||||||||
| 27149 |
MCP server for Vapi.ai that enables AI coding assistants to manage voice assist…
|
C 64 3⁄4 | ||||||||
| 27150 |
Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgs…
|
C 64 3⁄4 | ||||||||