MCP Server Quality Scores
Independent quality analysis of 66484 public MCP servers
Last updated 4 hours, 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59151 |
Omni-Video Studio MCP
Claim
Enables AI agents to edit video using text-based proxies, motion graphics via H…
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| 59152 |
notebook-edit
Claim
MCP server for structural editing of Jupyter notebook cells (list, read, insert…
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| 59153 |
mcp-slack
Claim
Enables Slack integration with tools to list channels, read messages, and post …
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| 59154 |
mcp-translate
Claim
An MCP server that translates user messages from Portuguese to English and Clau…
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| 59155 |
Study Prep MCP Server
Claim
Enables browsing and preparing study materials from local documents (PDF, Markd…
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| 59156 |
mcp
Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
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| 59157 |
Provides weather data including US alerts, US forecasts, and global 5-day forec…
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| 59158 |
Access East Baton Rouge Parish open geospatial data (parcels, addresses, public…
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| 59159 |
GhostWall MCP Server
Claim
Enables offline multi-agent security orchestration by providing tools for netwo…
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| 59160 |
ableton-mcp
Claim
MCP server for controlling Ableton Live, enabling AI assistants to interact wit…
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| 59161 |
MCP Local FastMCP Server
Claim
A FastMCP server providing web search, scraping, image extraction, and mail pla…
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| 59162 |
fred-mcp-server
Claim
Search and fetch ~800K Federal Reserve economic time-series from the FRED API v…
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| 59163 |
mcp-ssh
Claim
MCP server for remote Linux/Unix server management via SSH, enabling command ex…
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| 59164 |
ScopePilot MCP
Claim
A safe and bounded AI-agent security testing framework that enables authorized …
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| 59165 |
GenLayer MCP Server
Claim
A comprehensive MCP server for generating sophisticated GenLayer Intelligent Co…
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| 59166 |
nimble-crm-mcp
Claim
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
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| 59167 |
mind-mcp
Claim
Exposes a .mind/ folder to MCP agents, enabling reading files, searching memory…
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| 59168 |
CodeMind
Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
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| 59169 |
MCP server for Cosense (formerly Scrapbox) that enables page creation, editing,…
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| 59170 |
hydra-bridge
Claim
Enables AI agents to control Hydra Launcher programmatically — search games, ma…
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| 59171 |
mcp-web-fetch
Claim
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
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| 59172 |
Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool…
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| 59173 |
computer-use-windows
Claim
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
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| 59174 |
deploy-mcp-eklps
Claim
Allows AI assistants to deploy static frontend directories to Surge.sh via a si…
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| 59175 |
sprinty
Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
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| 59176 |
MCP Voice Soundboard
Claim
A text-to-speech MCP server with 48 voices across 9 languages, supporting emoti…
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| 59177 |
volcengine-mcp-server
Claim
MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to inte…
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| 59178 |
mcp-server-pexels
Claim
An MCP server to search for (free) stock images and videos from pexels.com.
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| 59179 |
@vibecheck/mcp
Claim
Enables AI agents to manage git-backed website content through natural language…
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| 59180 |
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
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| 59181 |
Aurey Wallet MCP
Claim
Self-hosted MCP server enabling AI agents to manage EVM wallets, check balances…
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| 59182 |
Enables printing of Yamato B2 Cloud shipping label PDFs to a thermal label prin…
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| 59183 |
mcp-django-server
Claim
A Django MCP server that exposes tools and resources to AI agents using simple …
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| 59184 |
FLASK-tools
Claim
Provides a collection of MCP servers for computational chemistry tasks includin…
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| 59185 |
MCP Server Playground
Claim
A learning project that wraps a FastAPI app with endpoints for random facts and…
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| 59186 |
AI-powered PDF tools: fill forms, merge, extract data, and split PDFs
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| 59187 |
mcp-testweather
Claim
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| 59188 |
msloop-mcp
Claim
MCP server that provides read access to Microsoft Loop workspaces and pages by …
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| 59189 |
Keepa MCP Server
Claim
Provides conversational access to Keepa's product and sales data for product re…
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| 59190 |
ultra-confluence-mcp
Claim
A Model Context Protocol server for Confluence Cloud that aggressively trims AP…
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| 59191 |
Panaya MCP Server
Claim
Exposes Panaya REST APIs as MCP tools for managing entities like projects, requ…
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| 59192 |
agent-debugger
Claim
Enables AI agents to investigate backend incidents by executing runbooks that g…
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| 59193 |
wcprediction-mcp
Claim
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
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| 59194 |
konsol-mcp
Claim
MCP server for configuring the konsol Frappe app via the CLI. Enables AI client…
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| 59195 |
codeJung-mcp
Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
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| 59196 |
JustFill PDF Forms
Claim
Fill any PDF form with AI agents — ML field detection on scans, visual review l…
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| 59197 |
llamator-mcp-server
Claim
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
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| 59198 |
Vara MCP Server
Claim
A Model Context Protocol (MCP) server that provides onchain tools for AI applic…
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| 59199 |
A-Eyes
Claim
MCP server enabling Claude Code to capture screenshots of Windows applications …
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| 59200 |
Enables AI assistants to interact with Azure DevOps projects, including work it…
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