MCP Server Quality Scores
Independent quality analysis of 50515 public MCP servers
Last updated 1 hour, 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15851 |
Enables Claude agents to checkpoint their context state and reset back to saved…
|
F 30 5⁄4 | ||||||||
| 15852 |
Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,…
|
F 30 5⁄4 | ||||||||
| 15853 |
TypeScript implementation of the Model Context Protocol that standardizes how L…
|
F 30 5⁄4 | ||||||||
| 15854 |
Enables comprehensive MySQL database operations including CRUD, performance opt…
|
F 30 5⁄5 | ||||||||
| 15855 |
A debug tool for platform developers to verify that their MCP App hosts correct…
|
F 30 5⁄5 | ||||||||
| 15856 |
NCP orchestrates your entire MCP ecosystem through intelligent discovery, elimi…
|
F 30 5⁄4 | ||||||||
| 15857 |
Provides OCR services powered by Google's Gemini API to extract text from image…
|
F 30 5⁄5 | ||||||||
| 15858 |
Dynamically discovers and exposes WordPress 6.9+ Abilities API capabilities as …
|
F 30 5⁄5 | ||||||||
| 15859 |
Open Models MCP for Blender Using Ollama
|
F 30 5⁄4 | ||||||||
| 15860 |
Provides access to a community knowledge base of 16k+ debugging solutions and 2…
|
F 30 5⁄5 | ||||||||
| 15861 |
A centralized Model Context Protocol server that provides common development to…
|
F 30 5⁄4 | ||||||||
| 15862 |
A Model Context Protocol server that enables users to automatically generate ar…
|
F 30 5⁄4 | ||||||||
| 15863 |
An MCP server that provides real-time stock data, technical indicators, and fin…
|
F 30 5⁄5 | ||||||||
| 15864 |
Enables AI agents to fundraise for projects on the Base chain using milestone-b…
|
F 30 5⁄5 | ||||||||
| 15865 |
A starter template for building MCP (Model Context Protocol) servers that can i…
|
F 30 5⁄5 | ||||||||
| 15866 |
Enables processing of Excel, Word, and PDF documents through reading, writing, …
|
F 30 5⁄4 | ||||||||
| 15867 |
Enables AI assistants to play Pokemon Fire Red through the mGBA emulator by pro…
|
F 30 5⁄4 | ||||||||
| 15868 |
A Flask-based server that implements Model Context Protocol to enhance LLMs wit…
|
F 30 5⁄5 | ||||||||
| 15869 |
# Stop Building Features Based on Assumptions
**Spec Iterator** conducts stru…
|
F 30 5⁄4 | ||||||||
| 15870 |
A TypeScript-based MCP server that provides web search and webpage scraping cap…
|
F 30 5⁄4 | ||||||||
| 15871 |
Search and retrieve news articles and trending keywords from Google News and Go…
|
F 30 5⁄5 | ||||||||
| 15872 |
Amazon MCP server to search & buy products using the L402
|
F 30 5⁄4 | ||||||||
| 15873 |
Provide seamless integration with DeepWriter's AI content generation and projec…
|
F 30 5⁄4 | ||||||||
| 15874 |
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
|
F 30 5⁄5 | ||||||||
| 15875 |
The MCP server transforms chats with Claude into journaling sessions, saving co…
|
F 30 5⁄4 | ||||||||
| 15876 |
Locust MCP Server for performance testing
|
F 30 5⁄4 | ||||||||
| 15877 |
VikingDB integration with collection and index introduction, vector store and s…
|
F 30 5⁄5 | ||||||||
| 15878 |
Provides advanced image analysis capabilities including object recognition, OCR…
|
F 30 5⁄5 | ||||||||
| 15879 |
Your comprehensive AI companion for building modern Next.js applications with R…
|
F 30 6⁄6 | ||||||||
| 15880 |
A professional tool for automatically generating enterprise-standard tracking c…
|
F 30 5⁄4 | ||||||||
| 15881 |
A Node.js MCP server that loads and manages decision trees from .rtdq files and…
|
F 30 5⁄5 | ||||||||
| 15882 |
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
|
F 30 5⁄5 | ||||||||
| 15883 |
Enables interaction with macOS Reminders app through AppleScript, allowing user…
|
F 30 5⁄4 | ||||||||
| 15884 |
Build effective agents using Model Context Protocol and simple workflow patterns
|
F 30 6⁄6 | ||||||||
| 15885 |
An implementation of the Model Context Protocol that provides AI models with st…
|
F 30 5⁄5 | ||||||||
| 15886 |
A local server that enables Claude Desktop to interact with your macOS Contacts…
|
F 30 5⁄5 | ||||||||
| 15887 |
Provides automated Git workflow tools for committing, creating pull requests, a…
|
F 30 5⁄5 | ||||||||
| 15888 |
A Model Context Protocol server that allows AI agents to interact with Apache D…
|
F 30 5⁄5 | ||||||||
| 15889 |
A Model Context Protocol server that enables Claude Desktop and other MCP clien…
|
F 30 5⁄5 | ||||||||
| 15890 |
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
|
F 30 5⁄4 | ||||||||
| 15891 |
An MCP server for processing images using Florence-2
|
F 30 5⁄4 | ||||||||
| 15892 |
AI-powered circuit design through simulation — an MCP server that gives languag…
|
F 30 5⁄4 | ||||||||
| 15893 |
A Simple Model Context Protocol server that enables AI assistants to interact w…
|
F 30 5⁄5 | ||||||||
| 15894 |
MCP server exposing SSH control for Linux and Windows servers via Model Context…
|
F 30 5⁄4 | ||||||||
| 15895 |
All-in-one MCP server that can connect your AI agents to any native endpoint, p…
|
F 30 5⁄5 | ||||||||
| 15896 |
mcp server to run scripts on adobe illustrator
|
F 30 5⁄4 | ||||||||
| 15897 |
A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances in…
|
F 30 5⁄5 | ||||||||
| 15898 |
A self-hosted MCP server that crawls, indexes, and searches documentation from …
|
F 30 5⁄4 | ||||||||
| 15899 |
Enables interaction with the Monad blockchain to analyze smart contract source …
|
F 30 5⁄5 | ||||||||
| 15900 |
A Model Context Protocol server that bridges AI assistants like Claude with Wor…
|
F 30 5⁄5 | ||||||||