MCP Server Quality Scores
Independent quality analysis of 69261 public MCP servers
Last updated 4 hours, 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25101 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25102 |
Summarize academic papers by uploading PDFs or providing PDF URLs to get concis…
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F 30 4⁄3 | ||||||||
| 25103 |
Human-like memory layer for AI agents with semantic, episodic, and procedural m…
|
F 30 4⁄4 | ||||||||
| 25104 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25105 |
Add AI-powered security and moderation to your MCP setup by aggregating multipl…
|
F 30 4⁄3 | ||||||||
| 25106 |
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
|
F 30 4⁄3 | ||||||||
| 25107 |
Enables searching and retrieving academic papers from arXiv by topic, allowing …
|
F 30 4⁄4 | ||||||||
| 25108 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 25109 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 25110 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 25111 |
A server implementing the Model Context Protocol that enables AI assistants lik…
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F 30 4⁄4 | ||||||||
| 25112 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||
| 25113 |
An API-based accounting analysis tool that identifies financial anomalies like …
|
F 30 4⁄4 | ||||||||
| 25114 |
A Model Context Protocol server providing programmatic access to 3D protein str…
|
F 30 4⁄3 | ||||||||
| 25115 |
Provides personalized book recommendations through OpenRouter and ChatGPT based…
|
F 30 4⁄4 | ||||||||
| 25116 |
This server provides an API to query Large Language Models using context from l…
|
F 30 4⁄3 | ||||||||
| 25117 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
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F 30 4⁄3 | ||||||||
| 25118 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 25119 |
Provides access to journal partition tables, impact factors, and warning lists …
|
F 30 4⁄4 | ||||||||
| 25120 |
A foundation layer for building production-grade Model Context Protocol (MCP) s…
|
F 30 4⁄3 | ||||||||
| 25121 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 25122 |
Enables AI agents to perform comprehensive person and company lookups by integr…
|
F 30 4⁄4 | ||||||||
| 25123 |
A lightweight, AI-native server that enables GPT-based AI agents to fetch real-…
|
F 30 4⁄4 | ||||||||
| 25124 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25125 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25126 |
Control your macOS Homebrew setup using natural language via this MCP server. S…
|
F 30 4⁄3 | ||||||||
| 25127 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 25128 |
Extract content from URLs, documents, videos, and audio files using intelligent…
|
F 30 4⁄3 | ||||||||
| 25129 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 25130 |
A read-only Model Context Protocol server that exposes a semantic knowledge bas…
|
F 30 4⁄4 | ||||||||
| 25131 |
An advanced management platform that integrates FastAPI and React TypeScript, p…
|
F 30 4⁄4 | ||||||||
| 25132 |
This MCP server enables product management and mathematical calculations throug…
|
F 30 4⁄3 | ||||||||
| 25133 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 25134 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 25135 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25136 |
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
|
F 30 4⁄4 | ||||||||
| 25137 |
Connects PyMOL to Claude AI through the Model Context Protocol, allowing for co…
|
F 30 4⁄3 | ||||||||
| 25138 |
Talk to your SaaS tools including HubSpot, Salesforce, and more
|
F 30 4⁄4 | ||||||||
| 25139 |
Enables dynamic database querying through natural language questions using LLM-…
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F 30 4⁄4 | ||||||||
| 25140 |
Enables interaction with Rundeck instances to list jobs, execute jobs with opti…
|
F 30 4⁄4 | ||||||||
| 25141 |
A list of open-source AI projects you can use to generate income easily.
|
F 30 4⁄3 | ||||||||
| 25142 |
MCP server wrapping the Taskwarrior CLI for structured, project-scoped task man…
|
F 30 4⁄3 | ||||||||
| 25143 |
A TypeScript-based server that enables programmatic management of pseudo-termin…
|
F 30 4⁄3 | ||||||||
| 25144 |
Provides hybrid semantic and keyword code search for Claude Code using BM25 and…
|
F 30 4⁄3 | ||||||||
| 25145 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 25146 |
MCP Expr Lang
|
F 30 4⁄3 | ||||||||
| 25147 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 25148 |
A demonstration MCP server showcasing the xmcp framework's structured approach …
|
F 30 4⁄3 | ||||||||
| 25149 |
Provides a natural language interface for querying and managing PostgreSQL, MyS…
|
F 30 4⁄4 | ||||||||
| 25150 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||