MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 6001 |
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
|
B 72 5⁄5 | ||||||||
| 6002 |
A Model Context Protocol server that enables AI assistants like Claude to manag…
|
B 72 5⁄5 | ||||||||
| 6003 |
Provides access to Google Sheets, Gmail, and Google Calendar through 13 tools t…
|
B 72 5⁄4 | ||||||||
| 6004 |
Enables access to Overleaf LaTeX projects through Git integration, allowing use…
|
B 72 5⁄5 | ||||||||
| 6005 |
A Cloudflare Workers-deployed MCP server that provides secure remote access to …
|
B 72 5⁄5 | ||||||||
| 6006 |
Enables Claude to search, query, and interact with an Enterprise Knowledge Mana…
|
B 72 5⁄5 | ||||||||
| 6007 |
A Model Context Protocol server that provides current time in ISO8601 format wi…
|
B 72 5⁄5 | ||||||||
| 6008 |
EPICS MCP Server
Claim
A Python-based server that interacts with EPICS process variables, allowing use…
|
B 72 5⁄4 | ||||||||
| 6009 |
Enables querying and analyzing code relationships by building a lightweight gra…
|
B 72 5⁄4 | ||||||||
| 6010 |
AI SDK for building AI-powered applications in Go
|
B 72 5⁄4 | ||||||||
| 6011 |
Enables AI assistants to interact with Hyperledger Fabric blockchain networks, …
|
B 72 5⁄5 | ||||||||
| 6012 |
Provides AI assistants with access to Civitai's collection of AI models, enabli…
|
B 72 5⁄5 | ||||||||
| 6013 |
Provides secure and efficient tools for codebase analysis, including file manag…
|
B 72 5⁄5 | ||||||||
| 6014 |
Enables AI assistants to search, retrieve, analyze, and export academic papers …
|
B 72 5⁄4 | ||||||||
| 6015 |
MCP server for Mattermost API. List channels, read/post messages, manage thread…
|
B 72 5⁄5 | ||||||||
| 6016 |
Enhance Claude's reasoning capabilities with a dedicated tool for structured th…
|
B 72 5⁄4 | ||||||||
| 6017 |
An MCP server for generating customizable data visualizations using QuickChart.…
|
B 72 5⁄5 | ||||||||
| 6018 |
Exposes `.context/` folder files as MCP resources, giving Claude Code instant a…
|
B 72 5⁄4 | ||||||||
| 6019 |
A Model Context Protocol server that enables programmatic interaction with Cisc…
|
B 72 5⁄5 | ||||||||
| 6020 |
Enables AI agents to search for cabs, view prices, and book rides through the o…
|
B 72 5⁄5 | ||||||||
| 6021 |
linear-bootstrap
Claim
Bootstrap Linear projects from natural language — milestones, epics, issues, an…
|
B 72 5⁄4 | ||||||||
| 6022 |
A Model Context Protocol server that enables AI assistants to control Keynote p…
|
B 72 5⁄4 | ||||||||
| 6023 |
This open-source curriculum introduces the fundamentals of Model Context Protoc…
|
B 72 5⁄4 | ||||||||
| 6024 |
Connects to Xcode's build system to extract, parse, and display errors and warn…
|
B 72 5⁄4 | ||||||||
| 6025 |
A Model Context Protocol (MCP) server that provides tools for reading Excel (xl…
|
B 72 5⁄5 | ||||||||
| 6026 |
Extracts text, image links, and structural content from public Axure share page…
|
B 72 5⁄5 | ||||||||
| 6027 |
FFmpeg video/audio tools: cut, convert, concat, remove silence, and raw command…
|
B 72 5⁄5 | ||||||||
| 6028 |
An MCP server that enables AI assistants to seamlessly manage Anki flashcards, …
|
B 72 5⁄5 | ||||||||
| 6029 |
Bun Novel Processor MCP
Claim
A Bun-based MCP server designed for processing and segmenting long-form novel t…
|
B 72 4⁄4 | ||||||||
| 6030 |
Provides secure access to MySQL databases for AI assistants, enabling safe SQL …
|
B 72 5⁄5 | ||||||||
| 6031 |
MCP server for using various search tools like Tavily API.
Planning to support …
|
B 72 5⁄4 | ||||||||
| 6032 |
Enables date and time operations including formatting, arithmetic, comparisons,…
|
B 72 5⁄5 | ||||||||
| 6033 |
A Model Context Protocol server that integrates with NeverBounce API to validat…
|
B 72 5⁄5 | ||||||||
| 6034 |
Provides integration with Shopify to list and search for products via the Shopi…
|
B 72 5⁄4 | ||||||||
| 6035 |
An MCP server that automates a headless Chromium browser to generate images usi…
|
B 72 5⁄4 | ||||||||
| 6036 |
Enables AI assistants to manage API endpoints, environments, and testing workfl…
|
B 72 5⁄5 | ||||||||
| 6037 |
A server that enables AI assistants to execute terminal commands and retrieve o…
|
B 72 5⁄5 | ||||||||
| 6038 |
An HTTP/SSE wrapper for the IMAP MCP server that enables users to read, search,…
|
B 72 5⁄5 | ||||||||
| 6039 |
Creates shareable Pokepaste URLs from Pokémon team data, allowing users to form…
|
B 72 5⁄5 | ||||||||
| 6040 |
A Model Context Protocol server that provides programmatic APIs for running mut…
|
B 72 5⁄5 | ||||||||
| 6041 |
Enables schema-aware exploration of JSON data by uploading samples, flattening …
|
B 72 5⁄5 | ||||||||
| 6042 |
Provides image generation capabilities using the Flux Schnell model on Replicat…
|
B 72 5⁄5 | ||||||||
| 6043 |
A Python-based MCP server that enables searching for high-energy physics litera…
|
B 72 5⁄5 | ||||||||
| 6044 |
Provides secure, read-only access to VTION e-commerce analytics data through MC…
|
B 72 5⁄5 | ||||||||
| 6045 |
Connects Claude Desktop to GoHighLevel CRM with 269+ tools for comprehensive co…
|
B 72 5⁄5 | ||||||||
| 6046 |
Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pi…
|
B 72 5⁄5 | ||||||||
| 6047 |
Enables LLMs to search and read files in local and GitHub repositories, analyze…
|
B 72 5⁄5 | ||||||||
| 6048 |
## 🔦 SnipeFactory: Lumen MCP Engine
Lumen MCP is a specialized forensic analys…
|
B 72 5⁄4 | ||||||||
| 6049 |
A Model Context Protocol server that acts as a proxy to provide LLM access to P…
|
B 72 5⁄5 | ||||||||
| 6050 |
Enables deep integration with Google Workspace for AI assistants, allowing for …
|
B 72 5⁄5 | ||||||||