MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 1 hour, 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23051 |
Enables Claude to automatically extract entities and relationships from URLs, P…
|
F 25 4⁄4 | ||||||||
| 23052 |
Enables comprehensive benchmarking and performance monitoring of OpenShift clus…
|
F 25 4⁄4 | ||||||||
| 23053 |
Integrates GitLab merge request analysis with Confluence documentation, allowin…
|
F 25 4⁄4 | ||||||||
| 23054 |
AI-native link intelligence — shorten, track, and manage links from any AI agent
|
F 25 4⁄3 | ||||||||
| 23055 |
A direct kernel debugger MCP server for Windows security research that connects…
|
F 25 4⁄3 | ||||||||
| 23056 |
An MCP server that provides comprehensive DeFi analytics and data access for th…
|
F 25 4⁄3 | ||||||||
| 23057 |
Enables Claude to control PyMOL for molecular visualization and structural biol…
|
F 25 4⁄3 | ||||||||
| 23058 |
A Model Context Protocol (MCP) server written in Go that empowers AI agents and…
|
F 25 4⁄4 | ||||||||
| 23059 |
A server that connects to PostgreSQL databases and provides tools for safely ex…
|
F 25 4⁄3 | ||||||||
| 23060 |
A comprehensive MCP server that enables AI models to perform local file operati…
|
F 25 4⁄3 | ||||||||
| 23061 |
An MCP server that provides tools for scanning and extracting data from QR code…
|
F 25 4⁄4 | ||||||||
| 23062 |
A multi-agent runtime that coordinates six specialized agents through a typed a…
|
F 25 4⁄3 | ||||||||
| 23063 |
Integrates with the Datalog Studio REST API to explore projects, tables, and as…
|
F 25 4⁄4 | ||||||||
| 23064 |
Enables natural language control of SideFX Houdini for tasks including node man…
|
F 25 4⁄3 | ||||||||
| 23065 |
|
F 25 4⁄3 | ||||||||
| 23066 |
Self-hosted knowledge backend for AI agents with hybrid search and MCP tools
|
F 25 4⁄3 | ||||||||
| 23067 |
A server based on Model Context Protocol (MCP), providing a standardized interf…
|
F 25 4⁄3 | ||||||||
| 23068 |
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social …
|
F 25 4⁄3 | ||||||||
| 23069 |
Access and manage your CRM data seamlessly with 100+ tools in our HubSpot MCP i…
|
F 25 4⁄4 | ||||||||
| 23070 |
mcpwall is a deterministic security proxy for MCP tool calls — iptables for MCP…
|
F 25 4⁄3 | ||||||||
| 23071 |
A comprehensive MCP server providing 24 tools for full Gmail management, includ…
|
F 25 4⁄4 | ||||||||
| 23072 |
Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
|
F 25 4⁄4 | ||||||||
| 23073 |
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
|
F 25 4⁄4 | ||||||||
| 23074 |
🧠 Elasticsearch-powered MCP server with hierarchical memory categorization, int…
|
F 25 4⁄3 | ||||||||
| 23075 |
Provides a configurable web server foundation for ioBroker home automation syst…
|
F 25 4⁄4 | ||||||||
| 23076 |
Bridges Notion custom agents with Claude Code to automate bug reproduction and …
|
F 25 4⁄4 | ||||||||
| 23077 |
A Multi-Agent Conversation Protocol Server for the GitHub API, auto-generated u…
|
F 25 4⁄4 | ||||||||
| 23078 |
Enables Claude and other MCP-compatible clients to access Scorecard's evaluatio…
|
F 25 4⁄4 | ||||||||
| 23079 |
An MCP server that bridges AI agents with GUI automation capabilities, allowing…
|
F 25 4⁄3 | ||||||||
| 23080 |
Official Teamwork.com MCP server.
|
F 25 4⁄4 | ||||||||
| 23081 |
Open-source agentic schema CLI. Optimised for claude code, gemini, codex and co…
|
F 25 4⁄3 | ||||||||
| 23082 |
An intentionally vulnerable case management system designed for security traini…
|
F 25 4⁄4 | ||||||||
| 23083 |
Enables LLM agents to interact with the MOSTLY AI Platform for generating synth…
|
F 25 4⁄4 | ||||||||
| 23084 |
A voice-to-text transcription service that converts audio files to transcripts …
|
F 25 4⁄4 | ||||||||
| 23085 |
Enables comprehensive schema and solution management for Microsoft Dataverse, i…
|
F 25 4⁄4 | ||||||||
| 23086 |
MCP server for the Lexware Office API — invoices, contacts, articles, and vouch…
|
F 25 4⁄3 | ||||||||
| 23087 |
A Model Context Protocol server that enables interaction with MongoDB databases…
|
F 25 4⁄3 | ||||||||
| 23088 |
An enhanced MCP server for the Yuque knowledge base that provides advanced docu…
|
F 25 4⁄3 | ||||||||
| 23089 |
An advanced system monitoring solution that uses unsupervised machine learning …
|
F 25 4⁄3 | ||||||||
| 23090 |
Connects AI assistants to the TailorKit API, enabling them to manage customizab…
|
F 25 4⁄4 | ||||||||
| 23091 |
Agent Hub is an AI orchestration platform that transforms how developers and De…
|
F 25 4⁄3 | ||||||||
| 23092 |
Enables AI video generation, replica management, conversational AI, lipsync, an…
|
F 25 4⁄4 | ||||||||
| 23093 |
An AI-driven data visualization and SQL chat platform that enables natural lang…
|
F 25 4⁄4 | ||||||||
| 23094 |
See what your AI agents can access. Scan MCP configs for exposed secrets, shado…
|
F 25 4⁄3 | ||||||||
| 23095 |
A master control platform that orchestrates intelligent agents with a plug-and-…
|
F 25 4⁄4 | ||||||||
| 23096 |
Enables web scraping, crawling, and content extraction by integrating with the …
|
F 25 4⁄4 | ||||||||
| 23097 |
Enables AI agents to facilitate cryptocurrency tipping using x402 payment colle…
|
F 25 4⁄4 | ||||||||
| 23098 |
Enables AI assistants to interact with Home Assistant to control smart home dev…
|
F 25 4⁄4 | ||||||||
| 23099 |
The most powerful Android RPA agent framework, next generation mobile automati…
|
F 25 4⁄3 | ||||||||
| 23100 |
Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. OpenAI GPT-5, Deeps…
|
F 25 4⁄3 | ||||||||