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 | ||||||||||
| 9951 |
A minimal learning-focused MCP server that demonstrates core primitives like to…
|
C 66 5⁄5 | ||||||||
| 9952 |
A standardized interface for agent-to-agent communication that enables composab…
|
C 66 5⁄5 | ||||||||
| 9953 |
|
C 66 5⁄4 | ||||||||
| 9954 |
An experimental MCP server that makes YouTube playlist transcripts available fo…
|
C 66 5⁄4 | ||||||||
| 9955 |
An MCP server that provides real-time information about the Zaragoza tram syste…
|
C 66 5⁄5 | ||||||||
| 9956 |
Enables quantitative trading analysis with 12 tools for real-time market data, …
|
C 66 5⁄5 | ||||||||
| 9957 |
A Model Context Protocol server that enables Claude to execute Python code usin…
|
C 66 5⁄5 | ||||||||
| 9958 |
ERC-20 token launchpad on Ethereum — deploy, presale, swap, and farm via AI age…
|
C 66 5⁄4 | ||||||||
| 9959 |
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
|
C 66 5⁄5 | ||||||||
| 9960 |
Provides 14 comprehensive tools for geocoding, navigation, and visual mapping u…
|
C 66 5⁄5 | ||||||||
| 9961 |
Enables LLMs to perform web searches through Perplexica with multiple focus mod…
|
C 66 5⁄5 | ||||||||
| 9962 |
A streamlined MCP server designed for querying on-call runbooks through an opti…
|
C 66 5⁄5 | ||||||||
| 9963 |
Crypto payments for the agent economy — policy-gated vault operations under hum…
|
C 66 5⁄4 | ||||||||
| 9964 |
Enables efficient AI agent operations through sandboxed Python code execution w…
|
C 66 5⁄4 | ||||||||
| 9965 |
pdavis68/RepoMapper
Claim
An MCP server (and command-line tool) to provide a dynamic map of chat-related …
|
C 66 5⁄5 | ||||||||
| 9966 |
Enables AI agents to use persistent, file-based memory through Memvid, supporti…
|
C 66 5⁄4 | ||||||||
| 9967 |
Enables users to query Kimchi Premium (KIMP) data for cryptocurrencies, showing…
|
C 66 5⁄5 | ||||||||
| 9968 |
Enables interaction with Cloudera Machine Learning to manage projects, files, a…
|
C 66 5⁄5 | ||||||||
| 9969 |
Garmin MCP Server
Claim
Enables ChatGPT to access and analyze personal Garmin health data including dai…
|
C 66 5⁄5 | ||||||||
| 9970 |
Me-MCP
Claim
A personal MCP Server that allows AI agents to retrieve your resume and contact…
|
C 66 5⁄5 | ||||||||
| 9971 |
MCP Geo Location Server
Claim
Integrates EdgeOne Pages Functions with large language models to retrieve and u…
|
C 66 5⁄5 | ||||||||
| 9972 |
Enables users to track and manage daily expenses through SQLite storage, suppor…
|
C 66 6⁄6 | ||||||||
| 9973 |
secops-mcp
Claim
All-in-one security testing toolbox that brings together popular open source to…
|
C 66 5⁄4 | ||||||||
| 9974 |
Enables AI agents to manage Tencent Cloud Live services through natural languag…
|
C 66 5⁄5 | ||||||||
| 9975 |
ionis-mcp
Claim
HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correl…
|
C 66 5⁄4 | ||||||||
| 9976 |
Weather MCP Server
Claim
Provides weather forecast and alert data for US locations through the National …
|
C 66 5⁄5 | ||||||||
| 9977 |
Streams real-time cryptocurrency liquidation events from Binance.
|
C 66 5⁄5 | ||||||||
| 9978 |
Human approval gate for AI agents. Critical actions approved or rejected by a h…
|
C 66 6⁄4 | ||||||||
| 9979 |
MCP server that allows searching and retrieving book information from Aladin's …
|
C 66 5⁄5 | ||||||||
| 9980 |
mcp
Claim
MCP server exposing Hummingbot API for automated multi-exchange trading
|
C 66 5⁄4 | ||||||||
| 9981 |
Provides access to official French legal databases (Légifrance and JudiLibre) f…
|
C 66 5⁄5 | ||||||||
| 9982 |
Provides access to over 200,000 open-source vector icons from more than 200 ico…
|
C 66 5⁄5 | ||||||||
| 9983 |
fast-pyairbyte lets you create a data pipeline in code ,from any Airbyte connec…
|
C 66 5⁄4 | ||||||||
| 9984 |
Enables comprehensive management of Ansible Automation Platform Controller and …
|
C 66 5⁄5 | ||||||||
| 9985 |
Random Advice Server
Claim
Provide users with random advice through a simple and accessible API. Integrate…
|
C 66 5⁄4 | ||||||||
| 9986 |
Provides AI assistants with capabilities to generate collision-resistant unique…
|
C 66 5⁄5 | ||||||||
| 9987 |
Execute Python code with persistent state across Claude conversations using a b…
|
C 66 5⁄4 | ||||||||
| 9988 |
Enables web searching through Google, DuckDuckGo, and Bing using a headless Chr…
|
C 66 5⁄4 | ||||||||
| 9989 |
deep-research
Claim
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP…
|
C 66 6⁄4 | ||||||||
| 9990 |
An MCP server that enables connection to Microsoft SQL Server databases, provid…
|
C 66 5⁄5 | ||||||||
| 9991 |
Pacuare MCP Server
Claim
Enables executing SQL queries against the Pacuare database with secure API toke…
|
C 66 5⁄5 | ||||||||
| 9992 |
A Node.js server that provides advanced video and image processing capabilities…
|
C 66 5⁄5 | ||||||||
| 9993 |
A Model Context Protocol server for managing, searching, and retrieving local m…
|
C 66 5⁄4 | ||||||||
| 9994 |
Enables development support for AS400/IBM i systems by providing read-only acce…
|
C 66 5⁄5 | ||||||||
| 9995 |
A fully self-hosted MCP server that integrates the Mem0 framework to provide pe…
|
C 66 5⁄4 | ||||||||
| 9996 |
An MCP server that enhances Brave Search results by using Puppeteer to extract …
|
C 66 5⁄5 | ||||||||
| 9997 |
An MCP server that allows AI models to securely access and manage WeChat Cloud-…
|
C 66 5⁄5 | ||||||||
| 9998 |
Enables users to access the Realty In Ca1 API to search for residential and com…
|
C 66 5⁄5 | ||||||||
| 9999 |
An MCP server for managing Obsidian-style note vaults, providing tools for full…
|
C 66 5⁄4 | ||||||||
| 10000 |
A Model Context Protocol server that enables querying and analyzing Wazuh secur…
|
C 66 5⁄5 | ||||||||