MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 3 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16001 |
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
|
F 25 5⁄4 | ||||||||
| 16002 |
Fork of @cyanheads toolkit MCP server. Added encoding functions, removed system…
|
F 25 5⁄5 | ||||||||
| 16003 |
Enterprise SAP OData to MCP Server with AI capabilities and Cloud Foundry integ…
|
F 25 5⁄5 | ||||||||
| 16004 |
Automate the backup of your Cloudflare projects to a GitHub repository. Ensure …
|
F 25 5⁄4 | ||||||||
| 16005 |
Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using rea…
|
F 25 5⁄4 | ||||||||
| 16006 |
Enables real-time cryptocurrency price monitoring and intelligent alerts for De…
|
F 25 5⁄5 | ||||||||
| 16007 |
Enables AI assistants to perform NCBI BLAST sequence similarity searches throug…
|
F 25 6⁄6 | ||||||||
| 16008 |
Enables interaction with MongoDB databases through MCP protocol. Provides conta…
|
F 25 5⁄5 | ||||||||
| 16009 |
A Model Context Protocol (MCP) server that integrates InvokeAI with Claude Code…
|
F 25 5⁄5 | ||||||||
| 16010 |
Persistent memory and human approval for any AI agent.
Give your AI agents the…
|
F 25 5⁄5 | ||||||||
| 16011 |
Provides semantic search capabilities over the Plesk Extensions Guide documenta…
|
F 25 5⁄5 | ||||||||
| 16012 |
Enables interaction with Insperity's REST API to access employee data, includin…
|
F 25 5⁄5 | ||||||||
| 16013 |
A Node.js server that enables AI Clients to interact with the Directus CMS API …
|
F 25 5⁄5 | ||||||||
| 16014 |
Enables AI models to query and analyze Kubernetes cluster logs through Grafana …
|
F 25 5⁄5 | ||||||||
| 16015 |
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MC…
|
F 25 5⁄5 | ||||||||
| 16016 |
A Model Context Protocol server for ElevenLabs conversational agents that enabl…
|
F 25 5⁄4 | ||||||||
| 16017 |
MCP Server for automated conversational phone calls using Asterisk with Speech-…
|
F 25 5⁄5 | ||||||||
| 16018 |
🐍 Automatic operation of on-screen GUI.
|
F 25 5⁄4 | ||||||||
| 16019 |
Enables automated browser testing of web applications using Playwright, support…
|
F 25 5⁄4 | ||||||||
| 16020 |
A Model Context Protocol server that enables Claude and other AI assistants to …
|
F 25 5⁄5 | ||||||||
| 16021 |
A Model Context Protocol server for conducting Linux binary analysis and guest …
|
F 25 5⁄4 | ||||||||
| 16022 |
MCP server for Flux AI image generation
|
F 25 5⁄5 | ||||||||
| 16023 |
An MCP server that converts Markdown text to DOCX format using an external conv…
|
F 25 5⁄5 | ||||||||
| 16024 |
Enables AI agents to perform Bitcoin and Lightning Network payments using a non…
|
F 25 5⁄5 | ||||||||
| 16025 |
Enables AI assistants to search for pet sitters, manage bookings, and handle pe…
|
F 25 5⁄4 | ||||||||
| 16026 |
Enables AI assistants to interact with the TgeBrowser Local API to create, mana…
|
F 25 5⁄4 | ||||||||
| 16027 |
Provides comprehensive integration with Microsoft Outlook for managing emails, …
|
F 25 5⁄5 | ||||||||
| 16028 |
Monitors and analyzes GitHub repository activity (stars, commits, issues) with …
|
F 25 5⁄5 | ||||||||
| 16029 |
Enables searching for job opportunities across multiple platforms like Upwork, …
|
F 25 5⁄5 | ||||||||
| 16030 |
Beelzebub is a honeypot framework that lets you build honeypot tools using MCP.…
|
F 25 5⁄5 | ||||||||
| 16031 |
Enhances the MCP memory server by implementing PouchDB for robust document stor…
|
F 25 5⁄4 | ||||||||
| 16032 |
An MCP server that provides interactive visualizations including tables, charts…
|
F 25 5⁄4 | ||||||||
| 16033 |
Provides MCP (Model Control Protocol) tools for accessing and interacting with …
|
F 25 5⁄5 | ||||||||
| 16034 |
Implements the Chain of Draft reasoning approach to generate minimalistic inter…
|
F 25 5⁄5 | ||||||||
| 16035 |
Enables secure cloud-based execution of code across 14+ programming languages w…
|
F 25 5⁄5 | ||||||||
| 16036 |
Indexes GraphQL schemas using embeddings to enable semantic search of types and…
|
F 25 5⁄5 | ||||||||
| 16037 |
A server for hosting Model Context Protocol (MCP) tools on Cloudflare Workers w…
|
F 25 5⁄5 | ||||||||
| 16038 |
Provides Claude Code direct access to a Sirr secret vault for reading, pushing,…
|
F 25 5⁄5 | ||||||||
| 16039 |
A bridge between Unity and AI assistants that enables AI to interact with Unity…
|
F 25 5⁄5 | ||||||||
| 16040 |
MCP server that helps AI coding agents interact with AI code reviewers on GitHu…
|
F 25 5⁄4 | ||||||||
| 16041 |
A comprehensive Model Context Protocol (MCP) server that bridges Figma designs …
|
F 25 6⁄6 | ||||||||
| 16042 |
Provides a suite of 17 tools for searching, reading, sending, and managing Gmai…
|
F 25 5⁄5 | ||||||||
| 16043 |
MCP server for snowflake that doesn't allow write operations under any circumst…
|
F 25 5⁄5 | ||||||||
| 16044 |
An advanced Playwright MCP server that enables efficient browser automation thr…
|
F 25 5⁄4 | ||||||||
| 16045 |
A Model Context Protocol server enabling product searches across e-commerce pla…
|
F 25 5⁄5 | ||||||||
| 16046 |
An MCP (Model Context Protocol) server that lets users send SMS messages throug…
|
F 25 5⁄5 | ||||||||
| 16047 |
A Model Context Protocol server that enables LLMs to interact directly with Mon…
|
F 25 5⁄5 | ||||||||
| 16048 |
A server implementation that streams real-time Binance market data (spot and fu…
|
F 25 5⁄5 | ||||||||
| 16049 |
A Message Control Protocol server that integrates with Slack to provide channel…
|
F 25 5⁄4 | ||||||||
| 16050 |
Provide AI-powered security analysis and safety instruction tools to protect AI…
|
F 25 5⁄4 | ||||||||