MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22151 |
A persistent memory server that implements a local knowledge graph using the Ku…
|
F 30 4⁄3 | ||||||||
| 22152 |
Save thousands of lines of code by building universal, domain-agnostic Multi-Ag…
|
F 30 4⁄3 | ||||||||
| 22153 |
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
|
F 30 4⁄4 | ||||||||
| 22154 |
Create and save recipes in Paprika with natural language!
|
F 30 4⁄3 | ||||||||
| 22155 |
Talk to your SaaS tools including HubSpot, Salesforce, and more
|
F 30 4⁄4 | ||||||||
| 22156 |
MCP for the Opendock Neutron API.
|
F 30 4⁄3 | ||||||||
| 22157 |
A comprehensive MCP server that integrates Ollama model management with special…
|
F 30 4⁄3 | ||||||||
| 22158 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 22159 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 22160 |
A simple server that acts as a Master Control Program (MCP) for unified interac…
|
F 30 4⁄4 | ||||||||
| 22161 |
Human-like memory layer for AI agents with semantic, episodic, and procedural m…
|
F 30 4⁄4 | ||||||||
| 22162 |
Enables Claude and other MCP-compatible AI assistants to manage Nutanix Databas…
|
F 30 4⁄4 | ||||||||
| 22163 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 22164 |
Provides access to Scenario.com's generative AI API for text-to-image and image…
|
F 30 4⁄4 | ||||||||
| 22165 |
Enables management and querying of multiple MySQL databases through natural lan…
|
F 30 4⁄4 | ||||||||
| 22166 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 22167 |
A demonstration tool that showcases potential security attack vectors against M…
|
F 30 4⁄3 | ||||||||
| 22168 |
A productivity coaching assistant designed for ADHD support that provides intel…
|
F 30 4⁄3 | ||||||||
| 22169 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 22170 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 22171 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 22172 |
A modular MCP server that provides access to over 2,000 OPNsense firewall manag…
|
F 30 4⁄4 | ||||||||
| 22173 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 22174 |
A model context protocol server that allows interaction with TriliumNext Notes,…
|
F 30 4⁄3 | ||||||||
| 22175 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 22176 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 22177 |
Convert docs to agent-readable specs with criteria and constraints. $0.10/conve…
|
F 30 4⁄3 | ||||||||
| 22178 |
MCP server for TIDAL - search tracks, manage playlists, and get personalized re…
|
F 30 4⁄3 | ||||||||
| 22179 |
Provides up-to-date documentation context for a specific Rust crate to LLMs via…
|
F 30 4⁄3 | ||||||||
| 22180 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 22181 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 22182 |
A FastAPI-based Model Context Protocol server that exposes herd data through a …
|
F 30 4⁄4 | ||||||||
| 22183 |
This server provides an API to query Large Language Models using context from l…
|
F 30 4⁄3 | ||||||||
| 22184 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
|
F 30 4⁄3 | ||||||||
| 22185 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 22186 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 22187 |
Browser automation for web scraping and interaction
|
F 30 4⁄3 | ||||||||
| 22188 |
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
|
F 30 4⁄4 | ||||||||
| 22189 |
MCP Server for 3D protein structural data retrieval & analysis from RCSB PDB, P…
|
F 30 4⁄3 | ||||||||
| 22190 |
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
|
F 30 4⁄4 | ||||||||
| 22191 |
Provides personalized book recommendations through OpenRouter and ChatGPT based…
|
F 30 4⁄4 | ||||||||
| 22192 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 22193 |
Integration with [QA Sphere](https://qasphere.com/) test management system, ena…
|
F 30 4⁄4 | ||||||||
| 22194 |
Provides unified project context and monitoring capabilities including project …
|
F 30 4⁄3 | ||||||||
| 22195 |
A production-grade memory server for LibreChat that stores conversation turns a…
|
F 30 4⁄4 | ||||||||
| 22196 |
This is an MCP server used for querying books, and it can be applied in common …
|
F 30 4⁄4 | ||||||||
| 22197 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 22198 |
CoexistAI is a modular, developer-friendly research assistant framework . It en…
|
F 30 4⁄3 | ||||||||
| 22199 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 22200 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||