MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16101 |
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
|
F 25 5⁄4 | ||||||||
| 16102 |
Search web using baidu with AI.
|
F 25 5⁄5 | ||||||||
| 16103 |
Enables time tracking in Tempo with automatic timesheet generation from git com…
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F 25 5⁄5 | ||||||||
| 16104 |
Inter-agent communication for multi-agent Claude Code workflows.
|
F 25 6⁄6 | ||||||||
| 16105 |
Fact-check and fix AI outputs. Hallucination detection, schema validation, auto…
|
F 25 5⁄4 | ||||||||
| 16106 |
An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publ…
|
F 25 5⁄5 | ||||||||
| 16107 |
Enables AI models to query and analyze Kubernetes cluster logs through Grafana …
|
F 25 5⁄5 | ||||||||
| 16108 |
Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purcha…
|
F 25 5⁄5 | ||||||||
| 16109 |
Enables analysis of YouTube videos using the Gemini API to generate summaries a…
|
F 25 5⁄5 | ||||||||
| 16110 |
Full-stack security for AI agents — static analysis + MCP runtime interception.…
|
F 25 5⁄5 | ||||||||
| 16111 |
A Chinese Bing search tool based on MCP protocol, which supports calling throug…
|
F 25 6⁄6 | ||||||||
| 16112 |
A Model Context Protocol server for integrating AI assistants like Claude Deskt…
|
F 25 5⁄5 | ||||||||
| 16113 |
Track and manage employee time off with quick balance lookups and streamlined a…
|
F 25 6⁄6 | ||||||||
| 16114 |
Provides a set of tools to interact with Tecton clusters, manage feature stores…
|
F 25 5⁄5 | ||||||||
| 16115 |
Enables AI assistants to access real-time weather data by city and manage HR op…
|
F 25 5⁄5 | ||||||||
| 16116 |
Indexes GraphQL schemas using embeddings to enable semantic search of types and…
|
F 25 5⁄5 | ||||||||
| 16117 |
A Message Control Protocol server that integrates with Slack to provide channel…
|
F 25 5⁄4 | ||||||||
| 16118 |
Converts Dify tools' API to MCP (Model Control Protocol) compatible API, allowi…
|
F 25 5⁄5 | ||||||||
| 16119 |
AI-powered content and image generation server with Google Imagen 3/4 for image…
|
F 25 5⁄5 | ||||||||
| 16120 |
Provides comprehensive Australian planning property reports, including zoning, …
|
F 25 5⁄5 | ||||||||
| 16121 |
An MCP server that enables AI assistants to search for alcohol products, manage…
|
F 25 5⁄4 | ||||||||
| 16122 |
Provides comprehensive enterprise qualification and certificate data, including…
|
F 25 5⁄5 | ||||||||
| 16123 |
An MCP server that enables semantic search over local files or GitHub repositor…
|
F 25 5⁄4 | ||||||||
| 16124 |
Async Python client for the Model Context Protocol with interactive CLI and rea…
|
F 25 5⁄4 | ||||||||
| 16125 |
Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, M…
|
F 25 5⁄4 | ||||||||
| 16126 |
Brings git-delta's beautiful syntax highlighting and diff formatting to AI assi…
|
F 25 5⁄4 | ||||||||
| 16127 |
Enables Claude to interact with DingTalk workspaces to search for users, retrie…
|
F 25 5⁄5 | ||||||||
| 16128 |
Unofficial MCP server for Siigo Colombian electronic invoicing software that en…
|
F 25 5⁄5 | ||||||||
| 16129 |
Access the complete CoinMarketCap API with 20+ basic endpoints and 50+ total, i…
|
F 25 5⁄5 | ||||||||
| 16130 |
Enables interaction with the complete Cloudflare API using a codemode pattern t…
|
F 25 5⁄5 | ||||||||
| 16131 |
MCP server for Dataiku DSS project, flow, and operations APIs.
|
F 25 5⁄4 | ||||||||
| 16132 |
MCP server for Monobank API — currency rates, client info, and account statemen…
|
F 25 5⁄4 | ||||||||
| 16133 |
Enables AI assistants to automate macOS desktop tasks including mouse control, …
|
F 25 5⁄4 | ||||||||
| 16134 |
Integrates GitHub repository management and local file system access to enable …
|
F 25 5⁄5 | ||||||||
| 16135 |
Connects Claude Desktop to Tableau Server for natural language interactions wit…
|
F 25 5⁄5 | ||||||||
| 16136 |
Generate MCP servers from natural language, OpenAPI specs, or database schemas.
|
F 25 5⁄4 | ||||||||
| 16137 |
AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensio…
|
F 25 5⁄4 | ||||||||
| 16138 |
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
|
F 25 5⁄5 | ||||||||
| 16139 |
A Model Context Protocol server that enables AI assistants to interact with a c…
|
F 25 6⁄6 | ||||||||
| 16140 |
Enables AI assistants to maintain persistent SSH terminal sessions and transfer…
|
F 25 5⁄4 | ||||||||
| 16141 |
A TypeScript-based MCP server that enables advanced agent conversations and wor…
|
F 25 5⁄5 | ||||||||
| 16142 |
MCP server for OpenTable - let AI agents book restaurant reservations and manag…
|
F 25 5⁄4 | ||||||||
| 16143 |
Enables the creation and management of local business websites through MCP-comp…
|
F 25 5⁄5 | ||||||||
| 16144 |
Agent-optimized MCP server for Kit.com email marketing. 13 composite tools, 100…
|
F 25 5⁄4 | ||||||||
| 16145 |
Automate the backup of your Cloudflare projects to a GitHub repository. Ensure …
|
F 25 5⁄4 | ||||||||
| 16146 |
Enables AI models to play the game Peggle by capturing the primary monitor's sc…
|
F 25 5⁄4 | ||||||||
| 16147 |
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
|
F 25 5⁄4 | ||||||||
| 16148 |
Search and discover 3,500+ AI tools, MCP servers, and Claude Skills with commun…
|
F 25 5⁄5 | ||||||||
| 16149 |
Canvas LMS integration for students and educators with FERPA-compliant analytic…
|
F 25 6⁄6 | ||||||||
| 16150 |
Enables access to Columbus School for Girls Veracross portal features including…
|
F 25 5⁄5 | ||||||||