MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47901 |
MCP Skills Manager
Claim
A server that serves reusable markdown skills (instructions, playbooks, referen…
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| 47902 |
Jazz MCP Server
Claim
Enables AI assistants to create, read, update, and delete data in local-first a…
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| 47903 |
A read-only MCP server that exposes articles and photos from Local News Matters…
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| 47904 |
Cloakbox
Claim
Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving…
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| 47905 |
A FastMCP server that provides weather-related tools using the QWeather API, en…
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| 47906 |
semantic-scholar-mcp
Claim
Enables searching academic papers on Semantic Scholar and downloading their PDF…
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| 47907 |
yapi-mcp-server
Claim
An MCP server that enables fetching YApi interface details via a tool, allowing…
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| 47908 |
web-tools-mcp-server
Claim
Drop-in replacement for Claude's native web_search and web_fetch tools, resolvi…
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| 47909 |
GameDrop MCP Server
Claim
Enables AI agents to search, compare prices, and get details on discounted and …
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| 47910 |
Switchboard
Claim
A dashboard and MCP server for managing local development servers, enabling Cla…
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| 47911 |
lsl-mcp
Claim
A Model Context Protocol (MCP) server providing accurate LSL (Linden Scripting …
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| 47912 |
medterms-mcp
Claim
Medical terminology MCP server — ICD-10, MedDRA, RxNorm, CTCAE for AI agents
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| 47913 |
gemini-omni-mcp
Claim
MCP server that lets Claude control Google Gemini Omni video generation via a b…
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| 47914 |
MCP Chart Server
Claim
A Model Context Protocol server offering over 15 chart types with Zod schema va…
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| 47915 |
Vimeo MCP Server
Claim
An MCP server that provides tools for interacting with the Vimeo API, enabling …
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| 47916 |
Garoon MCP Server
Claim
A Model Context Protocol (MCP) server that integrates Cybozu's Garoon groupware…
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| 47917 |
Provides real-time stock data, historical analysis, and stock comparisons using…
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| 47918 |
Integrates multiple Android APK security analysis tools into MCP standard APIs …
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| 47919 |
gemini-cli-mcp-server
Claim
A MCP server wrapper for Google's Gemini CLI that enables AI assistants to perf…
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| 47920 |
A lightweight MCP server that integrates with Google Docs and Gmail, allowing A…
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| 47921 |
shopify-mcp
Claim
Enables management of Shopify store via GraphQL, including products, orders, in…
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| 47922 |
ms-todo-only-mcp
Claim
Thin MCP wrapper providing read-only access to Microsoft To Do tasks via Micros…
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| 47923 |
Enables AI agents to manage dotfiles using git bare repos, supporting tracking,…
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| 47924 |
MCP server for exploring Microsoft Fabric and Power BI workspaces. It provides …
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| 47925 |
Trello MCP Server
Claim
Integrates Trello with Cursor and GitHub for human-in-the-loop development, ena…
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| 47926 |
@agentage/mcp-memory
Claim
Exposes local memory vaults as 6 MCP tools over stdio, enabling clients like Wi…
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| 47927 |
Samsung Health MCP
Claim
Read your Samsung Health CSV/ZIP exports — activity, sleep, heart, stress — loc…
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| 47928 |
mcp-gif
Claim
MCP server for GIF animation analysis. Provides metadata extraction, individual…
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| 47929 |
mongo-mcp
Claim
An MCP server that enables querying, inserting, updating, deleting, aggregating…
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| 47930 |
mcp-carrefour
Claim
MCP server that connects Carrefour Drive to Claude and other MCP clients, enabl…
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| 47931 |
mdfmcp
Claim
MCP server for analyzing ASAM MDF measurement data files, enabling AI assistant…
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| 47932 |
fallcompass-mcp
Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations from foldkit as MCP…
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| 47933 |
Smart Agent Workflow MCP
Claim
Enforces mandatory testing before merging via isolated worktrees, with build ve…
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| 47934 |
Domo MCP Server
Claim
Connects to Domo API to run SQL queries, search datasets, retrieve metadata and…
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| 47935 |
sf-mcp-server
Claim
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| 47936 |
codex-ssh-mcp
Claim
Bridges local Claude Code with a remote Codex instance on a VPS via SSH, enabli…
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| 47937 |
Company Records
Claim
Exposes a fictional B2B CRM database (companies, contacts, deals) as callable M…
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| 47938 |
fairchem-mcp
Claim
An interactive MCP server for FAIRChem and ASE simulations that allows LLM agen…
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| 47939 |
Enables natural language interaction with PostgreSQL databases through MCP tool…
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| 47940 |
A powerful Model Context Protocol (MCP) server for image processing, designed t…
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| 47941 |
openrouter-mcp
Claim
Enables AI assistants to consult other AI models via OpenRouter for help with c…
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| 47942 |
Full VK MCP
Claim
Model Context Protocol (MCP) server for VKontakte (VK) — the largest social net…
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| 47943 |
OpenWA MCP Server
Claim
Enables AI assistants to manage WhatsApp sessions, send multi-format messages, …
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| 47944 |
DebugPilot
Claim
Enables AI agents to inspect debug state, control execution, and set breakpoint…
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| 47945 |
Enables AI agents to interact with both frontend and backend projects by provid…
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| 47946 |
parbaked
Claim
Scaffold invite-only Python/FastAPI apps: auth, admin dashboard, dev server, de…
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| 47947 |
easy-jupyter-editor-mcp
Claim
Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) fil…
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| 47948 |
@skillzmarket/mcp
Claim
Enables AI assistants to search, get info, call, and review paid AI skills on S…
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| 47949 |
orca-ai-mcp
Claim
Integrates with Orca AI's HUNT Platform API to search for information about peo…
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| 47950 |
test-mcp2
Claim
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