MCP Server Quality Scores
Independent quality analysis of 47923 public MCP servers
Last updated 1 hour, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 9001 |
An MCP server that enables AI to control WhatsApp Web via Puppeteer Stealth for…
|
C 68 5⁄4 | ||||||||
| 9002 |
Analyze React code locally, generate docs / llm.txt for whole project at once
|
C 68 5⁄4 | ||||||||
| 9003 |
Enables Claude to control Spotify features including playback control, playlist…
|
C 68 5⁄5 | ||||||||
| 9004 |
A Model Context Protocol server that provides tools for converting SVG code to …
|
C 68 5⁄4 | ||||||||
| 9005 |
A Model Context Protocol server that provides Git version control operations as…
|
C 68 5⁄4 | ||||||||
| 9006 |
A Model Context Protocol server template deployed on Azion Edge Computing Netwo…
|
C 68 5⁄5 | ||||||||
| 9007 |
Automatically generates conventional commit messages from staged git changes an…
|
C 68 5⁄5 | ||||||||
| 9008 |
A server providing rigorous causal inference tools through the Model Context Pr…
|
C 68 5⁄4 | ||||||||
| 9009 |
Provides semantic search over AWS Cloudscape Design System documentation using …
|
C 68 5⁄4 | ||||||||
| 9010 |
Enables AI models to interact with Akave's S3-compatible storage by providing t…
|
C 68 5⁄5 | ||||||||
| 9011 |
google-ads-mcp-server
Claim
MCP server acting as an interface to the Google Ads, enabling programmatic acce…
|
C 68 5⁄5 | ||||||||
| 9012 |
Analyzes local Git repositories to provide detailed insights into commit statis…
|
C 68 5⁄4 | ||||||||
| 9013 |
h1-brain
Claim
MCP server that connects AI assistants to HackerOne for bug bounty hunting
|
C 68 5⁄4 | ||||||||
| 9014 |
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
|
C 68 4⁄4 | ||||||||
| 9015 |
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
|
C 68 5⁄5 | ||||||||
| 9016 |
A powerful gateway for the Model Context Protocol (MCP) that unifies AI toolcha…
|
C 68 5⁄5 | ||||||||
| 9017 |
Create, manage, and automate Label Studio projects, tasks, and predictions for …
|
C 68 5⁄5 | ||||||||
| 9018 |
Enables local analysis of scientific papers including PDF parsing, mathematical…
|
C 68 5⁄4 | ||||||||
| 9019 |
Enables AI assistants to interact with Coolify self-hosted instances for applic…
|
C 68 5⁄5 | ||||||||
| 9020 |
Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude C…
|
C 68 5⁄5 | ||||||||
| 9021 |
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests…
|
C 68 5⁄5 | ||||||||
| 9022 |
Enables blockchain payment operations across multiple networks including Base, …
|
C 68 5⁄5 | ||||||||
| 9023 |
Enables iterative deep research by integrating AI agents with search engines, w…
|
C 68 5⁄5 | ||||||||
| 9024 |
MCP Server for the ClickUp API,
|
C 68 5⁄5 | ||||||||
| 9025 |
An MCP server for interacting with VictoriaMetrics database.
|
C 68 5⁄4 | ||||||||
| 9026 |
An MCP server that enables AI agents to retrieve and analyze error reports from…
|
C 68 5⁄5 | ||||||||
| 9027 |
A Model Context Protocol server implementation that connects AI assistants to D…
|
C 68 5⁄5 | ||||||||
| 9028 |
A sample implementation of a Model Context Protocol server using Next.js and th…
|
C 68 5⁄5 | ||||||||
| 9029 |
A server that enables interaction with Square's API via Goose, supporting queri…
|
C 68 5⁄5 | ||||||||
| 9030 |
Persistent memory for Claude via weighted, interconnected knowledge nodes.
|
C 68 5⁄4 | ||||||||
| 9031 |
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
|
C 68 5⁄5 | ||||||||
| 9032 |
Enables AI applications to access and contextualize organizational knowledge so…
|
C 68 5⁄5 | ||||||||
| 9033 |
Transforms CSV data into beautiful visualizations including line charts, bar gr…
|
C 68 5⁄5 | ||||||||
| 9034 |
A simple Model Context Protocol server providing basic utility tools including …
|
C 68 5⁄4 | ||||||||
| 9035 |
Enables AI assistants to interact with GitHub project boards as calendar events…
|
C 68 5⁄5 | ||||||||
| 9036 |
Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municip…
|
C 68 6⁄6 | ||||||||
| 9037 |
Generates customizable placeholder images with configurable dimensions, colors,…
|
C 68 5⁄5 | ||||||||
| 9038 |
A Model Context Protocol server that enables AI models to interact with MySQL d…
|
C 68 5⁄5 | ||||||||
| 9039 |
memoryOSS
Claim
Persistent long-term memory for AI agents. Local proxy + MCP memory layer for C…
|
C 68 5⁄5 | ||||||||
| 9040 |
Enables users to manage budgets, accounts, categories, and transactions on You …
|
C 68 5⁄5 | ||||||||
| 9041 |
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
|
C 68 5⁄5 | ||||||||
| 9042 |
MCP server to discover and trade new token launches on Base chain.
|
C 68 5⁄4 | ||||||||
| 9043 |
Provides comprehensive Quarkdown document processing capabilities, enabling AI …
|
C 68 5⁄5 | ||||||||
| 9044 |
Enables interaction with Gradle projects through the Gradle Wrapper, allowing u…
|
C 68 5⁄4 | ||||||||
| 9045 |
An MCP server that enables remote SSH command execution and bidirectional file …
|
C 68 5⁄5 | ||||||||
| 9046 |
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
|
C 68 5⁄5 | ||||||||
| 9047 |
Gives AI-powered coding tools like Cursor, Windsurf, and Cline access to Figma …
|
C 68 5⁄5 | ||||||||
| 9048 |
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
|
C 68 5⁄5 | ||||||||
| 9049 |
A Model Context Protocol server that enables running and managing long-running …
|
C 68 5⁄5 | ||||||||
| 9050 |
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
|
C 68 5⁄5 | ||||||||