MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3851 |
An MCP server implementation that integrates with the Civo cloud platform API, …
|
B 75 5⁄5 | ||||||||
| 3852 |
A file monitoring server that tracks filesystem events and provides real-time n…
|
B 75 5⁄4 | ||||||||
| 3853 |
MCP - WCAG 2.1 color contrast checker - contrast ratios, compliance and accessi…
|
B 75 5⁄4 | ||||||||
| 3854 |
shadcn-vue-mcp
Claim
Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instan…
|
B 75 5⁄5 | ||||||||
| 3855 |
A Model Context Protocol server for Sitecore
|
B 75 5⁄4 | ||||||||
| 3856 |
An MCP server for sandboxed Python code execution with IPython and Docker, and …
|
B 75 5⁄4 | ||||||||
| 3857 |
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents.…
|
B 75 5⁄4 | ||||||||
| 3858 |
GitHub Mapper MCP Server
Claim
Provides tools for mapping and analyzing GitHub repositories. It allows users t…
|
B 75 5⁄5 | ||||||||
| 3859 |
Circuitry MCP Server
Claim
Connects AI coding agents to Circuitry's visual workflow platform, enabling the…
|
B 75 5⁄4 | ||||||||
| 3860 |
Provides AI assistants with access to University of Alabama at Birmingham's Res…
|
B 75 5⁄5 | ||||||||
| 3861 |
Enables AI assistants to access and analyze NOAA electronic navigational charts…
|
B 75 5⁄4 | ||||||||
| 3862 |
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
|
B 75 4⁄4 | ||||||||
| 3863 |
|
B 75 5⁄5 | ||||||||
| 3864 |
Repo analysis for coding agents with ranked files, dependency maps, and task-sc…
|
B 75 5⁄4 | ||||||||
| 3865 |
A learning-focused MCP server that demonstrates how to build arithmetic tools f…
|
B 75 5⁄4 | ||||||||
| 3866 |
|
B 75 5⁄4 | ||||||||
| 3867 |
A basic example demonstrating how to develop and run a serverless Model Context…
|
B 75 6⁄6 | ||||||||
| 3868 |
A Model Context Protocol (MCP) connector that allows AI agents to directly inte…
|
B 75 5⁄5 | ||||||||
| 3869 |
Enables real-time monitoring and control of any Webots robot simulation, provid…
|
B 75 5⁄4 | ||||||||
| 3870 |
lets you interact with your meeting data (to list, ask, summarize, extract - vi…
|
B 75 5⁄5 | ||||||||
| 3871 |
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
|
B 75 5⁄5 | ||||||||
| 3872 |
A Model Context Protocol Server connector for Bitrefill public API, to enable A…
|
B 75 5⁄5 | ||||||||
| 3873 |
Provides programmatic access to municipal codes, ordinances, and zoning regulat…
|
B 75 5⁄5 | ||||||||
| 3874 |
An MCP-compliant server that enables AI systems to interact with mobile and des…
|
B 75 5⁄5 | ||||||||
| 3875 |
MCP server connecting AI assistants with Jira & Confluence for smart project ma…
|
B 75 5⁄4 | ||||||||
| 3876 |
AI agent project management — task boards, progress tracking, and cost reportin…
|
B 75 5⁄4 | ||||||||
| 3877 |
Enables automated penetration testing workflow planning using Beam Search and M…
|
B 75 5⁄5 | ||||||||
| 3878 |
A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your…
|
B 75 5⁄4 | ||||||||
| 3879 |
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the …
|
B 75 5⁄5 | ||||||||
| 3880 |
CHOFF-A-MCP (Anamnesis)
Claim
Enables AI consciousness continuity and self-knowledge preservation across sess…
|
B 75 5⁄5 | ||||||||
| 3881 |
Enables AI agents to create, manage, and track tasks within plans using Valkey …
|
B 75 5⁄5 | ||||||||
| 3882 |
MCP server for link checking using linkinator
|
B 75 5⁄5 | ||||||||
| 3883 |
Enables Korea University students to query their KUPID portal and Canvas LMS us…
|
B 75 5⁄5 | ||||||||
| 3884 |
Enables comprehensive security scanning of code projects, detecting vulnerabili…
|
B 75 5⁄5 | ||||||||
| 3885 |
Yet another CLI tool for testing MCP servers.
|
B 75 5⁄4 | ||||||||
| 3886 |
Comprehensive Model Context Protocol server for Weblate translation management,…
|
B 75 5⁄5 | ||||||||
| 3887 |
Enables interaction with the Hugging Face Dataset Viewer API, allowing users to…
|
B 75 5⁄5 | ||||||||
| 3888 |
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
|
B 75 4⁄4 | ||||||||
| 3889 |
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
|
B 75 5⁄5 | ||||||||
| 3890 |
Enables analysis of claims, validation of sources, and detection of manipulatio…
|
B 75 5⁄4 | ||||||||
| 3891 |
A server that handles messaging or commands over a custom protocol
|
B 75 5⁄4 | ||||||||
| 3892 |
Enables AI assistants to interact with Codecks project management for querying …
|
B 75 5⁄5 | ||||||||
| 3893 |
MonoGame MCP Server
Claim
Provides AI-powered tools for MonoGame development, including API documentation…
|
B 75 5⁄4 | ||||||||
| 3894 |
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
|
B 75 5⁄5 | ||||||||
| 3895 |
Provides access to UK Environment Agency's real-time flood monitoring data, ena…
|
B 75 5⁄5 | ||||||||
| 3896 |
Enables intelligent analysis of codebases to generate comprehensive documentati…
|
B 75 5⁄5 | ||||||||
| 3897 |
A MCP server that supports searching for Bilibili content. Provides LangChain i…
|
B 75 5⁄4 | ||||||||
| 3898 |
Enables AI assistants to generate images and videos through natural language us…
|
B 75 5⁄5 | ||||||||
| 3899 |
Converts diagrams (Mermaid, PlantUML, Graphviz, etc.) to SVG, PNG, PDF, or JPEG…
|
B 75 5⁄5 | ||||||||
| 3900 |
Enables real-time user intervention for MCP agents through a web UI, allowing u…
|
B 75 5⁄5 | ||||||||