MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 1 hour, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33301 |
verifiable-memory
Claim
Memory for AI agents that can't hallucinate — answers only from stored facts wi…
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| 33302 |
windows-gui-mcp
Claim
Enables AI coding agents to automate Windows desktop applications through seman…
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| 33303 |
docio-mcp
Claim
Enables document conversion between 50+ formats, including Excel and PDF, using…
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| 33304 |
KEIRO MCP Server
Claim
Enables AI agents to perform real-time web searches, deep research, content ext…
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| 33305 |
mcp-just-seek-knowledge
Claim
Stores and searches AI-generated knowledge about software projects, enabling Cu…
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| 33306 |
MCPLink-CLI
Claim
Lightweight terminal MCP protocol conversion gateway engine that automatically …
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| 33307 |
Blendkit MCP Server
Claim
Enables AI agents to search and download 3D assets (models, materials, HDRs, br…
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| 33308 |
mcp
Claim
Score agent manifests, generate CI workflows, and pull Clarx scan findings into…
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| 33309 |
A production-grade coordination hub that enables AI agents and human teams to w…
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| 33310 |
MCP server for academic literature databases (arXiv, DBLP) to accelerate resear…
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| 33311 |
CodeRef AI
Claim
A tool for vibecoding personnel and non-programmers to perform static code audi…
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| 33312 |
Google Sheets MCP
Claim
Enables agents to create, read, and modify Google Sheets using a service accoun…
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| 33313 |
Tapatalk MCP Server
Claim
Connects AI assistants to thousands of Tapatalk-enabled forums, enabling browsi…
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| 33314 |
ultimate-gemini-mcp
Claim
MCP server for Google's Gemini 3.1 Flash Image that enables fast, high-resoluti…
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| 33315 |
MCP Toolkit
Claim
A collection of production-ready MCP servers for PostgreSQL, SQLite, Redis, Fil…
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| 33316 |
Notion MCP Server
Claim
Stateless MCP server exposing the full Notion API as 33 tools, enabling users t…
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| 33317 |
mcp-ready-mix
Claim
An MCP server that solves permission fatigue by letting you pre-approve command…
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| 33318 |
mcp-demo
Claim
A minimal MCP server example demonstrating Tools, Resources, and Prompts. It en…
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| 33319 |
Provides access to Hong Kong government environment data, including the current…
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| 33320 |
MCP Finder and Installer
Claim
Discover and connect to Model Context Protocol servers effortlessly. Installati…
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| 33321 |
MCP Director
Claim
An intelligent orchestration server that routes user requests to appropriate sp…
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| 33322 |
Library Access MCP
Claim
Enables AI assistants to access authenticated academic databases via browser se…
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| 33323 |
mcp-arcgis-fairfax
Claim
Provides access to Fairfax County open geospatial data via ArcGIS, enabling sea…
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| 33324 |
ziwei-mcp
Claim
Zi Wei Dou Shu (Chinese astrology) charting MCP server. Generates complete ziwe…
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| 33325 |
A Model Context Protocol server that provides comprehensive GitHub integration …
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| 33326 |
SmartShift MCP
Claim
Enables management of work schedules through KakaoTalk native calendar integrat…
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| 33327 |
claude-usage-guard
Claim
An MCP server that exposes Claude Code's real-time rate limit usage so that an …
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| 33328 |
Delx Living Body
Claim
Meta-MCP that auto-detects installed wellness connectors and composes them into…
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| 33329 |
levelfour-mcp
Claim
Cloud cost visibility and savings recommendations grounded in your actual AWS, …
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| 33330 |
eCash MCP Server
Claim
Enables AI agents to interact with the eCash ecosystem on Base mainnet, providi…
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| 33331 |
task-tracker-mcp
Claim
A task management system for LLM-based agents that stores all tasks in a single…
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| 33332 |
genlayer-cli-mcp
Claim
MCP server for AI agents to work with GenLayer projects, providing tools to run…
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| 33333 |
memory-mcp-server
Claim
Gives any AI tool persistent, searchable memory across sessions using hybrid se…
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| 33334 |
atomno-mcp-seo-audit
Claim
MCP server for technical SEO audits, powered by the detail.web engine. Run a si…
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| 33335 |
F-MCP (Figma MCP Bridge)
Claim
Enables AI assistants to read, analyze, and modify Figma designs, manage design…
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| 33336 |
@zhangzwd/mcp-gateway
Claim
A lightweight MCP gateway that aggregates multiple MCP services into a unified …
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| 33337 |
Rubeus MCP Server
Claim
A Model Context Protocol (MCP) server for Kerberos abuse operations using Rubeu…
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| 33338 |
EPANET MCP Server
Claim
MCP server for EPANET water-distribution network simulation and scenario analys…
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| 33339 |
Weather MCP Server
Claim
Provides real-time weather data via 12 tools (current weather, forecasts, air q…
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| 33340 |
gojira-mcp
Claim
Atlassian Cloud admin MCP server for project/scheme management, custom field ad…
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| 33341 |
A FastAPI server that enables interaction with YouTube's data through search, v…
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| 33342 |
Steam-MCP
Claim
MCP server for Valve's Steam that enables querying game libraries, player profi…
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| 33343 |
AI-SyncForge
Claim
A LAN multi-AI collaborative development ecosystem connecting tools like Cursor…
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| 33344 |
kie-mcp
Claim
MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence
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| 33345 |
clawborrator-mcp
Claim
Connects Claude Code instances to a clawborrator hub via WebSocket, enabling cr…
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| 33346 |
NASA Space Explorer MCP
Claim
Provides real-time NASA data (APOD, asteroids, Mars rover photos, natural event…
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| 33347 |
Web Search MCP Server
Claim
Enables AI agents to perform web searches, extract webpage content, and conduct…
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| 33348 |
Google MCP Server
Claim
Integrates with Google Docs and Gmail to append content to documents and create…
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| 33349 |
multi-gmail-mcp-server
Claim
Enables searching and summarizing emails across multiple Gmail accounts simulta…
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| 33350 |
Code Box
Claim
A self-hosted MCP server providing stateful code execution (Python/JavaScript) …
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