MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 4 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23751 |
vite-react-template
Claim
|
C 57 3⁄3 | ||||||||
| 23752 |
A Multi-Agent Conversation Protocol Server that provides access to the Go UPC A…
|
C 57 4⁄4 | ||||||||
| 23753 |
A Python MCP server that retrieves requirements and bug data from TAPD platform…
|
C 57 4⁄4 | ||||||||
| 23754 |
An MCP server for integrating AI models with client applications, allowing for …
|
C 57 4⁄4 | ||||||||
| 23755 |
vibe
Claim
🎨 Vibe Design System - Official monday.com UI resources for application develop…
|
C 57 4⁄3 | ||||||||
| 23756 |
Provides fast, cached access to comprehensive Dungeons & Dragons 5th Edition da…
|
C 57 4⁄4 | ||||||||
| 23757 |
game-mcp
Claim
Discovers and manages installed games on Windows from Steam, Epic, GOG, Xbox, a…
|
C 57 4⁄3 | ||||||||
| 23758 |
adk-python-mcp-client
Claim
Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client f…
|
C 57 4⁄3 | ||||||||
| 23759 |
Enables programmatic access to the MineSkin API for generating and managing Min…
|
C 57 4⁄4 | ||||||||
| 23760 |
A ticket tracking system that integrates with AI assistants through the Model C…
|
C 57 4⁄3 | ||||||||
| 23761 |
MCP Dummy DB Integration
Claim
A secure Model Context Protocol implementation that enables AI agents to query …
|
C 57 4⁄4 | ||||||||
| 23762 |
A minimal and extensible local MCP server that provides core utilities like pin…
|
C 57 3⁄3 | ||||||||
| 23763 |
Memgraph MCP Server - includes a tool to run a query against Memgraph and a sch…
|
C 57 4⁄3 | ||||||||
| 23764 |
MCP Docs Server
Claim
Aggregates documentation from multiple sources (llms.txt format or web scraping…
|
C 57 4⁄4 | ||||||||
| 23765 |
MCP Orquestrador
Claim
Advanced task automation system that reads codebases, divides complex tasks int…
|
C 57 4⁄3 | ||||||||
| 23766 |
Job Listings MCP Server
Claim
A Python-based microservice that scrapes, deduplicates, and stores fresh job li…
|
C 57 4⁄3 | ||||||||
| 23767 |
Enables robot navigation control and monitoring through natural language. Provi…
|
C 57 4⁄3 | ||||||||
| 23768 |
File System MCP Server
Claim
Automates file system operations through natural language commands using a comb…
|
C 57 4⁄3 | ||||||||
| 23769 |
mcp-server-docker
|
C 57 3⁄3 | ||||||||
| 23770 |
Provides advanced OCR capabilities with multiple state-of-the-art backends (Dee…
|
C 57 4⁄4 | ||||||||
| 23771 |
Provides tools for natural language expense management, including automated cat…
|
C 57 4⁄4 | ||||||||
| 23772 |
Extracts structured key-value pairs from arbitrary, noisy, or unstructured text…
|
C 57 4⁄4 | ||||||||
| 23773 |
This MCP server enables interaction with the Open States API, allowing users to…
|
C 57 4⁄4 | ||||||||
| 23774 |
MCP Monitor
Claim
An observability tool for agentic AI pipelines that intercepts MCP and Python t…
|
C 57 4⁄4 | ||||||||
| 23775 |
MCP微信公众号爬虫
Claim
基于MCP架构的微信公众号文章爬虫系统，支持AI智能体通过Selenium自动抓取微信公众号文章内容和图片，实现文章内容的智能分析。
|
C 57 4⁄3 | ||||||||
| 23776 |
Manage clients, contacts, proposals, estimates, and projects in Joe API. Create…
|
C 57 4⁄3 | ||||||||
| 23777 |
An MCP server for analyzing Robot Framework test results. It provides LLMs with…
|
C 57 3⁄3 | ||||||||
| 23778 |
A Multi-Agent Conversation Protocol Server that interfaces with the Exa Search …
|
C 57 4⁄4 | ||||||||
| 23779 |
Kaimon.jl
Claim
MCP server giving AI agents full access to Julia's runtime via a live Gate — co…
|
C 57 4⁄3 | ||||||||
| 23780 |
Enables generation of various chart types (bar, line, pie, scatter, radar, heat…
|
C 57 4⁄4 | ||||||||
| 23781 |
mcp-guard
Claim
Comprehensive security scanner for Model Context Protocol (MCP) servers
|
C 57 4⁄3 | ||||||||
| 23782 |
Enables integration with PayPal APIs for managing invoices, payments, disputes,…
|
C 57 4⁄3 | ||||||||
| 23783 |
An auto-generated MCP server for Google's Serverless VPC Access API, enabling c…
|
C 57 4⁄3 | ||||||||
| 23784 |
solvitor-mcp
Claim
Solvitor MCP server provides tools to access reverse engineering tools that hel…
|
C 57 4⁄3 | ||||||||
| 23785 |
Creates professional PowerPoint presentations from Markdown or JSON with intell…
|
C 57 4⁄4 | ||||||||
| 23786 |
A Model Context Protocol (MCP) server that provides AI-powered customer support…
|
C 57 4⁄4 | ||||||||
| 23787 |
Solr MCP
Claim
A Python server that enables AI assistants to perform hybrid search queries aga…
|
C 57 4⁄4 | ||||||||
| 23788 |
Enables control and management of smart home devices across multiple rooms thro…
|
C 57 4⁄3 | ||||||||
| 23789 |
Provides real-time news feeds from major Singapore news sources including The S…
|
C 57 4⁄4 | ||||||||
| 23790 |
Provides real-time system metrics and information through a Model Context Proto…
|
C 57 4⁄4 | ||||||||
| 23791 |
An auto-generated Multi-Agent Conversation Protocol server that enables interac…
|
C 57 4⁄4 | ||||||||
| 23792 |
Kibana MCP Server
Claim
Provides seamless access to Kibana and Periscope logs through a unified API wit…
|
C 57 4⁄4 | ||||||||
| 23793 |
Provides tools to retrieve and validate Goods and Services Tax (GST) details us…
|
C 57 4⁄4 | ||||||||
| 23794 |
An MCP server that exposes the OpenBB widgets.json specification as structured,…
|
C 57 3⁄3 | ||||||||
| 23795 |
Invoke a Watson Orchestrate agent via MCP. Configure with WO_AGENT_ID.
|
C 57 3⁄3 | ||||||||
| 23796 |
A MCP server for the Discord integration. Enable your AI assistants to seamless…
|
C 57 3⁄3 | ||||||||
| 23797 |
This MCP server exposes approved GraphQL operations from an Apollo GraphQL API …
|
C 57 3⁄3 | ||||||||
| 23798 |
Provides AI-powered image generation through Google's Gemini models (Flash and …
|
C 57 4⁄4 | ||||||||
| 23799 |
TypeScript library, MCP, and agent-friendly CLI for the BuiltWith API.
|
C 57 4⁄3 | ||||||||
| 23800 |
openai-mcp-agent-dotnet
Claim
Sample to create an AI Agent using OpenAI models with any MCP server running on…
|
C 57 4⁄3 | ||||||||