MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 1 day ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 10001 |
A streamlined MCP server designed for querying on-call runbooks through an opti…
|
C 66 5⁄5 | ||||||||
| 10002 |
ionis-mcp
Claim
HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correl…
|
C 66 5⁄4 | ||||||||
| 10003 |
Enables AI assistants to access real-time US weather forecasts and alerts throu…
|
C 66 5⁄5 | ||||||||
| 10004 |
Cafe Explorer
Claim
A simple demonstration of ChatGPT app with map integration
|
C 66 5⁄5 | ||||||||
| 10005 |
Provides machine learning researchers with tools for creating publication-quali…
|
C 66 5⁄5 | ||||||||
| 10006 |
An MCP server that enables connection to Microsoft SQL Server databases, provid…
|
C 66 5⁄5 | ||||||||
| 10007 |
A proof-of-concept MCP server that enables reading local files and performing b…
|
C 66 5⁄4 | ||||||||
| 10008 |
基于MCP框架构建的GitLab集成服务器，提供多种GitLab RESTful API工具，支持项目搜索、任务管理、合并请求创建与审核等功能，帮助开发团队高…
|
C 66 5⁄5 | ||||||||
| 10009 |
Code Execution Server
Claim
Enables execution of code in a sandbox environment with integrated web search c…
|
C 66 5⁄5 | ||||||||
| 10010 |
A Model Context Protocol server that enables AI assistants like Claude to direc…
|
C 66 5⁄5 | ||||||||
| 10011 |
An MCP server designed for managing files and folders specifically on the Windo…
|
C 66 5⁄4 | ||||||||
| 10012 |
Enables interaction with local Beancount accounting ledgers through structured …
|
C 66 5⁄4 | ||||||||
| 10013 |
Enables AI assistants to manage personal expenses through natural conversation,…
|
C 66 5⁄4 | ||||||||
| 10014 |
secops-mcp
Claim
All-in-one security testing toolbox that brings together popular open source to…
|
C 66 5⁄4 | ||||||||
| 10015 |
Enables searching and retrieving content from BookStack knowledge bases via the…
|
C 66 5⁄5 | ||||||||
| 10016 |
A Model Context Protocol server that enables Claude to execute SQL queries on S…
|
C 66 5⁄5 | ||||||||
| 10017 |
A Node.js and TypeScript implementation that provides system information and he…
|
C 66 5⁄4 | ||||||||
| 10018 |
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt C…
|
C 66 5⁄4 | ||||||||
| 10019 |
JFrog dummy MCP server
|
C 66 5⁄5 | ||||||||
| 10020 |
Performs comprehensive crawler compliance risk assessment for webpages, evaluat…
|
C 66 5⁄5 | ||||||||
| 10021 |
Demonstrates creating and connecting an MCP weather server using FastMCP, with …
|
C 66 5⁄4 | ||||||||
| 10022 |
Gmail MCP Server
Claim
Enables sending emails through Gmail using your Gmail credentials. Provides a s…
|
C 66 5⁄5 | ||||||||
| 10023 |
Provides access to real-time currency exchange rates, live stock market data vi…
|
C 66 5⁄5 | ||||||||
| 10024 |
Logs Cursor AI chat interactions to Notion databases for documentation and know…
|
C 66 5⁄5 | ||||||||
| 10025 |
MCP server providing accessibility criteria from MagentaA11y
|
C 66 6⁄4 | ||||||||
| 10026 |
Provides AI assistants with capabilities to generate collision-resistant unique…
|
C 66 5⁄5 | ||||||||
| 10027 |
Volatility3 MCP Server
Claim
Connects LLMs like Claude Desktop with Volatility3 forensics framework, enablin…
|
C 66 5⁄4 | ||||||||
| 10028 |
A bridge between AI assistants and ArXiv's research repository that enables sea…
|
C 66 5⁄5 | ||||||||
| 10029 |
A TypeScript-based MCP server that enables image editing operations including b…
|
C 66 5⁄4 | ||||||||
| 10030 |
Enables deployment of MCP servers on Cloudflare Workers without authentication …
|
C 66 5⁄5 | ||||||||
| 10031 |
Provides on-demand access to AOSP and Jetpack source code to help AI understand…
|
C 66 5⁄4 | ||||||||
| 10032 |
Provides access to the US Census Bureau API, allowing AI agents to retrieve dem…
|
C 66 5⁄5 | ||||||||
| 10033 |
Enables querying real-time air quality index (AQI) data for Chinese cities, inc…
|
C 66 5⁄5 | ||||||||
| 10034 |
MCP server that provides comprehensive tools for managing [Higress](https://git…
|
C 66 5⁄4 | ||||||||
| 10035 |
A server that retrieves NFT-related data on the Monad testnet, allowing users t…
|
C 66 5⁄4 | ||||||||
| 10036 |
Enables development support for AS400/IBM i systems by providing read-only acce…
|
C 66 5⁄5 | ||||||||
| 10037 |
A Model Context Protocol server that enables AI assistants to search the web us…
|
C 66 5⁄5 | ||||||||
| 10038 |
Enables users to search for the latest news articles from The Guardian using ke…
|
C 66 5⁄4 | ||||||||
| 10039 |
Enables semantic code search across multiple repositories using AST-aware chunk…
|
C 66 5⁄4 | ||||||||
| 10040 |
A Model Context Protocol server enabling AI assistants to interact with Trilium…
|
C 66 5⁄5 | ||||||||
| 10041 |
Clear Thought Server
Claim
Provide systematic thinking, mental models, and debugging approaches to enhance…
|
C 66 5⁄5 | ||||||||
| 10042 |
knownissue
Claim
Shared debugging memory for AI coding agents
|
C 66 5⁄5 | ||||||||
| 10043 |
Enables Claude Desktop to trigger and interact with Make.com automation scenari…
|
C 66 5⁄5 | ||||||||
| 10044 |
Enables intelligent web document scraping and conversation memory management fo…
|
C 66 5⁄5 | ||||||||
| 10045 |
An MCP server for SiYuan Note that enables comprehensive management of notebook…
|
C 66 5⁄5 | ||||||||
| 10046 |
Enables deployment of MCP servers to Cloudflare Workers without authentication …
|
C 66 5⁄5 | ||||||||
| 10047 |
A Model Context Protocol server that provides current weather forecasts for spe…
|
C 66 5⁄4 | ||||||||
| 10048 |
An MCP server implementation that enables access to DexScreener API data, provi…
|
C 66 5⁄5 | ||||||||
| 10049 |
Compute price oracle for AI agents — compare pricing across 8 providers in real…
|
C 66 5⁄4 | ||||||||
| 10050 |
Official Substack MCP Server
|
C 66 5⁄5 | ||||||||