MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 1 day ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20201 |
An all-in-one Model Context Protocol (MCP) server that connects your coding AI …
|
C 62 4⁄4 | ||||||||
| 20202 |
Stop vibecoding blind. Code graph so your AI stops breaking things across your …
|
C 62 4⁄3 | ||||||||
| 20203 |
Enables AI assistants to interact with Openfort's wallet infrastructure, allowi…
|
C 62 4⁄4 | ||||||||
| 20204 |
An MCP server that provides comprehensive access to the GitLab API for project …
|
C 62 4⁄4 | ||||||||
| 20205 |
mcgravity
Claim
A proxy tool for composing multiple MCP servers into one unified endpoint. Scal…
|
C 62 4⁄3 | ||||||||
| 20206 |
kudosflow
Claim
Visual workflow editor for building node-based AI agent workflows with drag-and…
|
C 62 4⁄3 | ||||||||
| 20207 |
Comprehensive integration with Google Workspace services (Gmail, Calendar, Shee…
|
C 62 4⁄4 | ||||||||
| 20208 |
Enables agentic coordination by connecting humans and AI agents through group m…
|
C 62 4⁄4 | ||||||||
| 20209 |
A terminal emulator MCP server specifically engineered for LLMs with block-orie…
|
C 62 4⁄3 | ||||||||
| 20210 |
A Model Context Protocol server that enables AI assistants to make HTTP request…
|
C 62 4⁄4 | ||||||||
| 20211 |
A Model Context Protocol server for embedded debugging with probe-rs - supports…
|
C 62 4⁄3 | ||||||||
| 20212 |
Coolify MCP Tools
Claim
Enables AI assistants to manage Coolify infrastructure including servers, appli…
|
C 62 4⁄4 | ||||||||
| 20213 |
minime-mcp
Claim
Universal infinite memory layer for Developer AI assistants. One shared brain a…
|
C 62 4⁄3 | ||||||||
| 20214 |
MCP server for Komodo - manage Docker containers, servers, stacks, and deployme…
|
C 62 4⁄3 | ||||||||
| 20215 |
Enables interaction with ElevenLabs Text-to-Speech and audio processing APIs. S…
|
C 62 4⁄4 | ||||||||
| 20216 |
Enables users to control Govee LED devices using the Govee API, with features f…
|
C 62 4⁄4 | ||||||||
| 20217 |
Syncthing MCP Server
Claim
A comprehensive MCP server providing 35 tools for monitoring and managing multi…
|
C 62 4⁄4 | ||||||||
| 20218 |
Provides tools for searching Sam's Club products, locating warehouse clubs, and…
|
C 62 4⁄4 | ||||||||
| 20219 |
MCP server that enables security professionals to interact with Panther's SIEM …
|
C 62 4⁄4 | ||||||||
| 20220 |
code2prompt
Claim
A code ingestion tool that transforms your code into AI-optimized prompts insta…
|
C 62 4⁄3 | ||||||||
| 20221 |
Multi-agent Claude Code you can actually control. Spawn specialist teams in tmu…
|
C 62 4⁄3 | ||||||||
| 20222 |
Enables comprehensive MySQL database management including CRUD operations, sche…
|
C 62 4⁄4 | ||||||||
| 20223 |
MCP for video editing through ffmpeg
|
C 62 4⁄3 | ||||||||
| 20224 |
Pipedream MCP provides access to 10,000+ tools from 3,000+ APIs, all with secur…
|
C 62 4⁄3 | ||||||||
| 20225 |
Meeting Room MCP Server
Claim
A simple MCP server that enables meeting room booking through an AI assistant, …
|
C 62 4⁄4 | ||||||||
| 20226 |
Enables searching and downloading academic papers from multiple sources includi…
|
C 62 4⁄4 | ||||||||
| 20227 |
5ire
Claim
5ire is a cross-platform desktop AI assistant, MCP client. It compatible with m…
|
C 62 4⁄3 | ||||||||
| 20228 |
An MCP server for integrating with the Rezdy Agent API to manage travel marketp…
|
C 62 4⁄4 | ||||||||
| 20229 |
API marketplace for AI agents — 100 services, 87 free, one API key
|
C 62 3⁄3 | ||||||||
| 20230 |
ThinkDrop Vision Service
Claim
Provides screen capture, OCR text extraction, and visual language model scene u…
|
C 62 4⁄3 | ||||||||
| 20231 |
CLI and MCP server for the LinkedIn API
|
C 62 4⁄3 | ||||||||
| 20232 |
AAS LanceDB MCP Server
Claim
Provides AI agents with database-like operations over LanceDB with automatic BG…
|
C 62 4⁄4 | ||||||||
| 20233 |
MCP server to interact with the data feeds provided by the Nasdaq Data Link. De…
|
C 62 4⁄4 | ||||||||
| 20234 |
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
C 62 4⁄3 | ||||||||
| 20235 |
Enables users to search and retrieve South Korean statutes, precedents, and adm…
|
C 62 4⁄4 | ||||||||
| 20236 |
A comprehensive server that enables AI agents to interact with multiple EVM-com…
|
C 62 4⁄4 | ||||||||
| 20237 |
mcp-config-manager
Claim
Manage MCP server configs across Claude, Gemini & other AI systems. Interactive…
|
C 62 4⁄3 | ||||||||
| 20238 |
mcp-proxy
Claim
An MCP proxy server that aggregates and serves multiple MCP resource servers th…
|
C 62 4⁄3 | ||||||||
| 20239 |
Enables interaction with the Observe platform through OPAL query execution, wor…
|
C 62 4⁄4 | ||||||||
| 20240 |
MITRE ATT&CK MCP Server
Claim
Provides comprehensive access to the MITRE ATT\&CK knowledge base with 50+ tool…
|
C 62 4⁄3 | ||||||||
| 20241 |
Codingbuddy orchestrates 29 specialized AI agents to deliver code quality compa…
|
C 62 4⁄3 | ||||||||
| 20242 |
bridge4simulator
Claim
An MCP (Model Context Protocol) server that enables AI assistants to control iO…
|
C 62 3⁄3 | ||||||||
| 20243 |
An MCP server that enables AI agents to interact with Extend's spend management…
|
C 62 4⁄4 | ||||||||
| 20244 |
Enables AI assistants to perform petroleum engineering calculations including P…
|
C 62 4⁄4 | ||||||||
| 20245 |
ERPNext MCP Server
Claim
Enables interaction with ERPNext instances via its REST API to manage documents…
|
C 62 4⁄4 | ||||||||
| 20246 |
XMCP Application
Claim
A server that leverages the XMCP framework to discover and execute tools from t…
|
C 62 4⁄3 | ||||||||
| 20247 | C 62 4⁄3 | |||||||||
| 20248 |
UltimateCoder
Claim
Transform your local machine into a powerful code command center. Automate file…
|
C 62 4⁄3 | ||||||||
| 20249 |
Enables network information lookup through WHOIS and RIPE Database queries. Sup…
|
C 62 4⁄4 | ||||||||
| 20250 |
FastMCP_RecSys
Claim
A CLIP-Based Fashion Recommender system with MCP that provides fashion recommen…
|
C 62 4⁄4 | ||||||||
