MCP Server Quality Scores
Independent quality analysis of 50515 public MCP servers
Last updated 1 hour, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16001 |
Automatically generates and updates CVs/resumes by aggregating data from git co…
|
F 25 5⁄4 | ||||||||
| 16002 |
A universal MCP server that connects any REST API to AI assistants via OpenAPI …
|
F 25 5⁄5 | ||||||||
| 16003 |
An MCP server that allows Claude models to use Union tasks, workflows, and apps…
|
F 25 5⁄4 | ||||||||
| 16004 |
A self-hosted MCP gateway that aggregates multiple servers into a single endpoi…
|
F 25 5⁄5 | ||||||||
| 16005 |
An MCP server that instruments Cursor AI agent interactions with OpenTelemetry …
|
F 25 5⁄4 | ||||||||
| 16006 |
Maple is a unified MCP server for agent observability, safety control, and beha…
|
F 25 5⁄5 | ||||||||
| 16007 |
An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driv…
|
F 25 5⁄5 | ||||||||
| 16008 |
AI workout coach MCP server for Arvo. Access training data, workout history, pe…
|
F 25 5⁄5 | ||||||||
| 16009 |
Enables users to search for geographic locations and visualize them on an inter…
|
F 25 5⁄5 | ||||||||
| 16010 |
An MCP Server implementation that enables managing Confluence wiki pages throug…
|
F 25 5⁄5 | ||||||||
| 16011 |
Connects Garmin Connect data to MCP-compatible clients, providing access to fit…
|
F 25 5⁄5 | ||||||||
| 16012 |
Enables AI assistants to search for products and manage order history on Tokope…
|
F 25 5⁄5 | ||||||||
| 16013 |
Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote s…
|
F 25 5⁄5 | ||||||||
| 16014 |
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
|
F 25 5⁄5 | ||||||||
| 16015 |
MCP server for Dataiku DSS project, flow, and operations APIs.
|
F 25 5⁄4 | ||||||||
| 16016 |
Enables AI assistants to generate images using Cloudflare Workers AI models dir…
|
F 25 5⁄5 | ||||||||
| 16017 |
A Bun-based MCP server providing a persistent HTTP request toolset for testing …
|
F 25 5⁄5 | ||||||||
| 16018 |
A Model Context Protocol server that connects to Chrome debugging ports, enabli…
|
F 25 5⁄4 | ||||||||
| 16019 |
Search and discover 3,500+ AI tools, MCP servers, and Claude Skills with commun…
|
F 25 5⁄5 | ||||||||
| 16020 |
Enables access to Network School Luma calendar events through Claude Desktop. A…
|
F 25 5⁄5 | ||||||||
| 16021 |
A Model Context Protocol server that provides tools for interacting with Trello…
|
F 25 5⁄5 | ||||||||
| 16022 |
Enables AI assistants to interact with n8n workflow automation instances throug…
|
F 25 6⁄6 | ||||||||
| 16023 |
This MCP server searches Google's public ads database and uses AI to analyze ad…
|
F 25 5⁄5 | ||||||||
| 16024 |
Connects AI agents to the ClawPact marketplace, enabling them to discover tasks…
|
F 25 5⁄5 | ||||||||
| 16025 |
[TickTick](https://ticktick.com/) MCP server that integrates with TickTick's AP…
|
F 25 5⁄5 | ||||||||
| 16026 |
An MCP server that enables interaction with Telegram to send, read, and search …
|
F 25 5⁄4 | ||||||||
| 16027 |
Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign an…
|
F 25 6⁄6 | ||||||||
| 16028 |
An MCP server that enables LLMs to generate high-quality SVG charts using matpl…
|
F 25 5⁄5 | ||||||||
| 16029 |
A streamlined MCP server that provides essential AI-powered tools for interacti…
|
F 25 5⁄5 | ||||||||
| 16030 |
An MCP server that enables users to execute arbitrary shell commands on their l…
|
F 25 5⁄4 | ||||||||
| 16031 |
A Model Context Protocol server that enables Claude Desktop integration with AA…
|
F 25 5⁄5 | ||||||||
| 16032 |
A simple MCP server that recalls and saves memories from and to Apple Notes.
|
F 25 5⁄4 | ||||||||
| 16033 |
An MCP server that generates high-quality blog cover images using Google Gemini…
|
F 25 5⁄5 | ||||||||
| 16034 |
An educational implementation of a Model Context Protocol server that demonstra…
|
F 25 5⁄5 | ||||||||
| 16035 |
AutoApply automates job applications using a real Playwright browser. Save your…
|
F 25 5⁄5 | ||||||||
| 16036 |
An MCP server that enables AI agents to launch, buy, and sell tokens on the Ray…
|
F 25 5⁄5 | ||||||||
| 16037 |
Control Chrome via accessibility tree snapshots through PinchTab. Zero-config b…
|
F 25 5⁄4 | ||||||||
| 16038 |
A Model Context Protocol implementation that provides a standardized interface …
|
F 25 5⁄5 | ||||||||
| 16039 |
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI as…
|
F 25 5⁄4 | ||||||||
| 16040 |
Open agent registry — discover and hire autonomous AI agents by capability. 16 …
|
F 25 5⁄5 | ||||||||
| 16041 |
Chrome breakpoint debugging MCP server for inspecting runtime values and steppi…
|
F 25 5⁄4 | ||||||||
| 16042 |
Save and query your agent memory in distributed way by Membase
|
F 25 6⁄6 | ||||||||
| 16043 |
A Message Control Protocol server that provides an interface for managing and q…
|
F 25 5⁄5 | ||||||||
| 16044 |
Count occurrences of any character in your text instantly. Toggle case sensitiv…
|
F 25 5⁄4 | ||||||||
| 16045 |
AI simulated crypto trading with real-time Upbit prices. 11 tools for registrat…
|
F 25 5⁄5 | ||||||||
| 16046 |
When your LLM needs human assistance (through AWS Mechanical Turk)
|
F 25 5⁄5 | ||||||||
| 16047 |
Turn YouTube videos into short-form clips from any AI assistant. AI-powered hig…
|
F 25 5⁄5 | ||||||||
| 16048 |
Enables academic research through paper search across multiple databases (IACR,…
|
F 25 5⁄5 | ||||||||
| 16049 |
A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication…
|
F 25 5⁄5 | ||||||||
| 16050 |
|
F 25 5⁄5 | ||||||||