MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 11 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25101 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25102 |
Enables management of the Proflores budgeting system, allowing users to interac…
|
F 30 4⁄4 | ||||||||
| 25103 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25104 |
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
|
F 30 4⁄3 | ||||||||
| 25105 |
Provides voice notifications using Grok's text-to-speech API to alert users whe…
|
F 30 4⁄4 | ||||||||
| 25106 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 25107 |
A privacy-first MCP server that provides local LLM-enhanced tools for code anal…
|
F 30 4⁄3 | ||||||||
| 25108 |
Enables AI assistants to create, update, delete, and search Confluence pages di…
|
F 30 4⁄4 | ||||||||
| 25109 |
An MCP server for Amazon Q CLI that supports operations on Alibaba Cloud servic…
|
F 30 4⁄4 | ||||||||
| 25110 |
Control your macOS Homebrew setup using natural language via this MCP server. S…
|
F 30 4⁄3 | ||||||||
| 25111 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25112 |
Provides a tiered, persistent memory architecture for Claude to automatically c…
|
F 30 4⁄4 | ||||||||
| 25113 |
An MCP server that enables AI assistants to order food from TGO Yemek by browsi…
|
F 30 4⁄4 | ||||||||
| 25114 |
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
|
F 30 4⁄3 | ||||||||
| 25115 |
A modular collection of MCP servers for automating virtual secretary tasks with…
|
F 30 4⁄4 | ||||||||
| 25116 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25117 |
A simple server that acts as a Master Control Program (MCP) for unified interac…
|
F 30 4⁄4 | ||||||||
| 25118 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25119 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25120 |
A simple GUI for managing MCP servers, for easy toggle mcp servers.
|
F 30 4⁄3 | ||||||||
| 25121 |
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
|
F 30 4⁄3 | ||||||||
| 25122 |
Enables AI assistants to interact with the MetaTrader 5 trading platform for ma…
|
F 30 4⁄3 | ||||||||
| 25123 |
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
|
F 30 4⁄3 | ||||||||
| 25124 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 25125 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25126 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25127 |
Advanced MCP server for seamless access to Israeli Government Open Data
|
F 30 4⁄4 | ||||||||
| 25128 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25129 |
A proxy server that bridges AI agents and external APIs by dynamically translat…
|
F 30 4⁄4 | ||||||||
| 25130 |
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
|
F 30 4⁄4 | ||||||||
| 25131 |
Create and save recipes in Paprika with natural language!
|
F 30 4⁄3 | ||||||||
| 25132 |
Enables AI assistants to access educational domain tools including grading, cog…
|
F 30 4⁄4 | ||||||||
| 25133 |
MCP server for the SynergyAge database of synergistic and antagonistic genetic …
|
F 30 4⁄4 | ||||||||
| 25134 |
Enables searching and retrieving academic papers from arXiv by topic, allowing …
|
F 30 4⁄4 | ||||||||
| 25135 |
A simplified Model Context Protocol server in Python that reads text input and …
|
F 30 4⁄4 | ||||||||
| 25136 |
Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integra…
|
F 30 4⁄3 | ||||||||
| 25137 |
Summarize academic papers by uploading PDFs or providing PDF URLs to get concis…
|
F 30 4⁄3 | ||||||||
| 25138 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||
| 25139 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25140 |
A read-only Model Context Protocol server that exposes a semantic knowledge bas…
|
F 30 4⁄4 | ||||||||
| 25141 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 25142 |
Provides access to Scenario.com's generative AI API for text-to-image and image…
|
F 30 4⁄4 | ||||||||
| 25143 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
|
F 30 4⁄3 | ||||||||
| 25144 |
Extract content from URLs, documents, videos, and audio files using intelligent…
|
F 30 4⁄3 | ||||||||
| 25145 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 25146 |
|
F 30 4⁄3 | ||||||||
| 25147 |
A minimal MCP server template demonstrating basic tools, resources, and prompts…
|
F 30 4⁄4 | ||||||||
| 25148 |
|
F 30 4⁄3 | ||||||||
| 25149 |
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline mo…
|
F 30 4⁄3 | ||||||||
| 25150 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||