MCP Server Quality Scores
Independent quality analysis of 60600 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25151 |
Enables monitoring and querying of telecom performance management (PM) counters…
|
F 30 4⁄4 | ||||||||
| 25152 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 25153 |
Integrate with Docker to manage containers, images, volumes, and networks.
|
F 30 4⁄3 | ||||||||
| 25154 |
🏛 [UNDER CONSTRUCTION] A (roman) claude plugin marketplace
|
F 30 4⁄3 | ||||||||
| 25155 |
Validate project data against NISTA standards, scheduling best practices, and c…
|
F 30 4⁄3 | ||||||||
| 25156 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||
| 25157 |
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
|
F 30 4⁄3 | ||||||||
| 25158 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 25159 |
An AI-powered Model Context Protocol server for Claude Code that provides code …
|
F 30 4⁄4 | ||||||||
| 25160 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25161 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25162 |
Provides access to journal partition tables, impact factors, and warning lists …
|
F 30 4⁄4 | ||||||||
| 25163 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 25164 |
An advanced management platform that integrates FastAPI and React TypeScript, p…
|
F 30 4⁄4 | ||||||||
| 25165 |
A modular collection of MCP servers for automating virtual secretary tasks with…
|
F 30 4⁄4 | ||||||||
| 25166 |
An API-based accounting analysis tool that identifies financial anomalies like …
|
F 30 4⁄4 | ||||||||
| 25167 |
Provides personalized book recommendations through OpenRouter and ChatGPT based…
|
F 30 4⁄4 | ||||||||
| 25168 |
Enables dynamic database querying through natural language questions using LLM-…
|
F 30 4⁄4 | ||||||||
| 25169 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25170 |
MCP Server for Snowflake from Snowflake Labs
|
F 30 4⁄3 | ||||||||
| 25171 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25172 |
MCP server providing OpenAI/Perplexity-like autonomous deep research, structure…
|
F 30 4⁄4 | ||||||||
| 25173 |
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
|
F 30 4⁄3 | ||||||||
| 25174 |
Integration with [QA Sphere](https://qasphere.com/) test management system, ena…
|
F 30 4⁄4 | ||||||||
| 25175 |
Browser automation for web scraping and interaction
|
F 30 4⁄3 | ||||||||
| 25176 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25177 |
MCP server for TIDAL - search tracks, manage playlists, and get personalized re…
|
F 30 4⁄3 | ||||||||
| 25178 |
A comprehensive Model Context Protocol server for advanced code analysis that p…
|
F 30 4⁄4 | ||||||||
| 25179 |
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
|
F 30 4⁄3 | ||||||||
| 25180 |
A context-optimized web scraping server that converts HTML to markdown/text and…
|
F 30 4⁄4 | ||||||||
| 25181 |
Enables management and querying of multiple MySQL databases through natural lan…
|
F 30 4⁄4 | ||||||||
| 25182 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 25183 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 25184 |
Summarize academic papers by uploading PDFs or providing PDF URLs to get concis…
|
F 30 4⁄3 | ||||||||
| 25185 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 25186 |
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
|
F 30 4⁄4 | ||||||||
| 25187 |
A server providing text-to-speech and speech-to-text functionalities using Wind…
|
F 30 4⁄3 | ||||||||
| 25188 |
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
|
F 30 4⁄3 | ||||||||
| 25189 |
Easy and stylish presentation slide generator.
|
F 30 4⁄3 | ||||||||
| 25190 |
MCP for the Opendock Neutron API.
|
F 30 4⁄3 | ||||||||
| 25191 |
Transforms scattered customer feedback from sources like Slack, Zoom, and JIRA …
|
F 30 4⁄3 | ||||||||
| 25192 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 25193 |
mcp-oceanbase
|
F 30 4⁄4 | ||||||||
| 25194 |
An MCP server that enables AI assistants to order food from TGO Yemek by browsi…
|
F 30 4⁄4 | ||||||||
| 25195 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25196 |
Connects to the Zread.ai documentation platform, enabling AI assistants to read…
|
F 30 4⁄3 | ||||||||
| 25197 |
|
F 30 4⁄3 | ||||||||
| 25198 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25199 |
A MCP server to interact with Neovim
|
F 30 4⁄3 | ||||||||
| 25200 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||