MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 11451 |
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer …
|
C 63 5⁄4 | ||||||||
| 11452 |
Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualiz…
|
C 63 6⁄6 | ||||||||
| 11453 |
A Model Context Protocol server that enables real-time communication using Serv…
|
C 63 5⁄4 | ||||||||
| 11454 |
A Python-based Model Context Protocol server that provides AI assistants with a…
|
C 63 5⁄5 | ||||||||
| 11455 |
A tool that lets users access Prometheus metrics data through a Model Context P…
|
C 63 5⁄5 | ||||||||
| 11456 |
Integrates the Planning Center Online API with an MCP server to enable natural …
|
C 63 5⁄5 | ||||||||
| 11457 |
AI-powered Office automation server that enables creating, editing, and process…
|
C 63 5⁄5 | ||||||||
| 11458 |
Integrates Square sandbox catalog and orders management with voice commands (vi…
|
C 63 5⁄4 | ||||||||
| 11459 |
Persistent memory for AI agents. Store context, retrieve it semantically.
|
C 63 6⁄4 | ||||||||
| 11460 |
kaggle
Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
|
C 63 5⁄4 | ||||||||
| 11461 |
MCP Docs Server
Claim
Provides direct access to local documentation files through simple search and o…
|
C 63 5⁄4 | ||||||||
| 11462 |
Enables interaction with the Veracode platform to perform security tasks like r…
|
C 63 5⁄4 | ||||||||
| 11463 |
Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code,…
|
C 63 5⁄5 | ||||||||
| 11464 |
An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing…
|
C 63 6⁄4 | ||||||||
| 11465 |
FastAPI MCP-Style Server
Claim
A minimal FastAPI implementation that mimics Model Context Protocol functionali…
|
C 63 5⁄5 | ||||||||
| 11466 |
An intelligent MCP server for the automated design and sizing of aerobic biolog…
|
C 63 5⁄5 | ||||||||
| 11467 |
MongoDB Movie Database
Claim
Enables querying and analyzing the MongoDB sample_mflix movie dataset through n…
|
C 63 5⁄5 | ||||||||
| 11468 |
A MCP server for retrieving backlink information for any domain(SEO).
|
C 63 5⁄5 | ||||||||
| 11469 |
DBT Manifest MCP Server
Claim
Enables the analysis of DBT manifests with automatic schema version detection a…
|
C 63 5⁄5 | ||||||||
| 11470 |
Provides job search functionality using Careerjet API with features for keyword…
|
C 63 5⁄5 | ||||||||
| 11471 |
Enables AI agents to interact with multiple blockchain networks to check wallet…
|
C 63 5⁄5 | ||||||||
| 11472 |
Logaflow
Claim
Enhance your applications with real-time logging and monitoring capabilities. S…
|
C 63 5⁄4 | ||||||||
| 11473 |
WarpGBM MCP Service
Claim
Provides GPU-accelerated gradient boosting model training and inference through…
|
C 63 6⁄6 | ||||||||
| 11474 |
A tool that enables access to Prometheus metrics data through a Model Context P…
|
C 63 5⁄5 | ||||||||
| 11475 |
A Python-based MCP server that integrates with Plex Media Server API to search …
|
C 63 5⁄5 | ||||||||
| 11476 |
An implementation that enables AI models to access and analyze Kayzen advertisi…
|
C 63 5⁄5 | ||||||||
| 11477 |
Enables currency conversion between 161+ currencies using real-time exchange ra…
|
C 63 5⁄5 | ||||||||
| 11478 |
Weather MCP
Claim
Enables users to get real-time weather information for any city in the world. P…
|
C 63 5⁄5 | ||||||||
| 11479 |
Enables intelligent form data collection for mediation/dispute resolution servi…
|
C 63 5⁄5 | ||||||||
| 11480 |
Enables secure execution of shell commands through a dynamic approval system th…
|
C 63 5⁄4 | ||||||||
| 11481 |
The Seq MCP Server enables interaction with Seq's API endpoints for logging and…
|
C 63 5⁄5 | ||||||||
| 11482 |
MCP-Gateway
|
C 63 5⁄5 | ||||||||
| 11483 |
Enables deployment of Model Context Protocol servers on Cloudflare Workers with…
|
C 63 5⁄5 | ||||||||
| 11484 |
Jokes MCP — wraps JokeAPI v2 (free, no auth)
|
C 63 5⁄5 | ||||||||
| 11485 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
C 63 5⁄4 | ||||||||
| 11486 |
Provides MCP multi-cluster Kubernetes management and operations. It can be inte…
|
C 63 5⁄5 | ||||||||
| 11487 |
MCP Medium Accelerator
Claim
A Claude Desktop MCP server that extracts and summarizes Medium articles from s…
|
C 63 5⁄4 | ||||||||
| 11488 |
Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools f…
|
C 63 6⁄6 | ||||||||
| 11489 |
A Model Context Protocol server that allows LLMs to execute shell commands with…
|
C 63 5⁄5 | ||||||||
| 11490 |
Social layer for Claude Code - DMs, presence, discovery, and games between AI-a…
|
C 63 6⁄4 | ||||||||
| 11491 |
A server that enables AI models to interact with Confluence Data Center through…
|
C 63 5⁄5 | ||||||||
| 11492 |
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-un…
|
C 63 5⁄4 | ||||||||
| 11493 |
An MCP server that runs AI-driven venture capitalist agents whose thinking is c…
|
C 63 5⁄5 | ||||||||
| 11494 |
EdgeOne Geo MCP Server
Claim
Enables large language models to access user geolocation information through Ed…
|
C 63 5⁄5 | ||||||||
| 11495 |
An MCP server that provides access to Malaysia prayer time data through Claude …
|
C 63 6⁄4 | ||||||||
| 11496 |
Provides tools for managing a product catalog, including functions to list, add…
|
C 63 5⁄5 | ||||||||
| 11497 |
A server implementation of the Model Context Protocol (MCP) that provides REST …
|
C 63 5⁄4 | ||||||||
| 11498 |
A Model Context Protocol server that enables generating and managing Robot Fram…
|
C 63 5⁄5 | ||||||||
| 11499 |
Enables inspection and analysis of project structures to detect languages, fram…
|
C 63 6⁄4 | ||||||||
| 11500 |
A containerized MCP server for parsing OT/ICS packet captures, specifically sup…
|
C 63 5⁄5 | ||||||||