MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15001 |
Connects 'yt-dlp' with LLMs via the Model Context Protocol, allowing users to d…
|
F 30 5⁄4 | ||||||||
| 15002 |
Provides AI assistants with access to sales data tools, including fetching quar…
|
F 30 5⁄4 | ||||||||
| 15003 |
This server provides a note storage system with a custom URI scheme, allowing u…
|
F 30 5⁄4 | ||||||||
| 15004 |
A Docker-based local RAG backend that provides advanced document search capabil…
|
F 30 5⁄4 | ||||||||
| 15005 |
MCP server to give new instructions to agent while its working. It uses the get…
|
F 30 5⁄5 | ||||||||
| 15006 |
Enables management of Google Cloud Dataproc clusters and jobs through 22 produc…
|
F 30 5⁄5 | ||||||||
| 15007 |
The server facilitates access to Julia documentation and source code through Cl…
|
F 30 5⁄5 | ||||||||
| 15008 |
Cashfree MCP server for cashfree docs and APIs
|
F 30 5⁄5 | ||||||||
| 15009 |
Provides AI-powered assistance for coding problems using Google's Gemini AI, co…
|
F 30 5⁄5 | ||||||||
| 15010 |
A Model Context Protocol (MCP) server that enables AI assistants to generate im…
|
F 30 5⁄5 | ||||||||
| 15011 |
Generates AI-powered prompts for creating markdown slide presentations and save…
|
F 30 5⁄5 | ||||||||
| 15012 |
Interact with the Discord platform.
|
F 30 5⁄5 | ||||||||
| 15013 |
A Python MCP server that enables semantic search through Search Labs blog posts…
|
F 30 5⁄5 | ||||||||
| 15014 |
Enables control of Philips Hue lights through Claude and other LLM interfaces u…
|
F 30 5⁄5 | ||||||||
| 15015 |
A minimal Model Context Protocol server that provides a safety guardrail tool t…
|
F 30 5⁄4 | ||||||||
| 15016 |
Spot pre-launch products before they trend. Search the web and tech sites, extr…
|
F 30 6⁄6 | ||||||||
| 15017 |
Wraps the cursor-agent CLI to provide cost-effective tools for repository analy…
|
F 30 5⁄4 | ||||||||
| 15018 |
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
|
F 30 5⁄5 | ||||||||
| 15019 |
AI-powered image and video generation and processing server that supports text-…
|
F 30 6⁄6 | ||||||||
| 15020 |
A server that integrates Flux's advanced image generation and manipulation feat…
|
F 30 5⁄5 | ||||||||
| 15021 |
A persistent local memory for AI, LLMs, or Copilot in VS Code.
|
F 30 5⁄4 | ||||||||
| 15022 |
MCP server providing access to ACI.dev managed functions (tools) either directl…
|
F 30 5⁄5 | ||||||||
| 15023 |
Enables seamless real-time collaboration between Claude Code and the Gemini CLI…
|
F 30 5⁄4 | ||||||||
| 15024 |
MCP server for sequential thinking and complex problem-solving. Built iterative…
|
F 30 5⁄5 | ||||||||
| 15025 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
F 30 5⁄4 | ||||||||
| 15026 |
Generates CanvasXpress data visualization JSON configurations from natural lang…
|
F 30 5⁄5 | ||||||||
| 15027 |
🧠 Production-ready MCP server providing intelligent memory for Claude Code with…
|
F 30 5⁄4 | ||||||||
| 15028 |
Enables AI agents to generate professional Word and PDF documents with support …
|
F 30 5⁄5 | ||||||||
| 15029 |
A proxy MCP server that manages multiple upstream MCP servers by grouping them …
|
F 30 5⁄4 | ||||||||
| 15030 |
A Model Context Protocol implementation that enables LLMs to execute complex, m…
|
F 30 5⁄5 | ||||||||
| 15031 |
A Model Context Protocol server that provides expert guidance for Dojo and Cair…
|
F 30 5⁄5 | ||||||||
| 15032 |
A boilerplate project for quickly developing Model Context Protocol servers usi…
|
F 30 5⁄4 | ||||||||
| 15033 |
Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu …
|
F 30 5⁄5 | ||||||||
| 15034 |
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
|
F 30 5⁄4 | ||||||||
| 15035 |
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
|
F 30 5⁄5 | ||||||||
| 15036 |
A MCP server providing real-time web search capabilities to any AI model.
|
F 30 5⁄4 | ||||||||
| 15037 |
MCP server that fetches YouTube video transcripts and optionally summarizes the…
|
F 30 5⁄4 | ||||||||
| 15038 |
A secure Model Context Protocol server that allows AI assistants to execute ter…
|
F 30 5⁄4 | ||||||||
| 15039 |
Connects AI assistants to personal lifelog data from Limitless AI, enabling use…
|
F 30 5⁄5 | ||||||||
| 15040 |
A custom Model Context Protocol server that provides real-time financial analys…
|
F 30 5⁄5 | ||||||||
| 15041 |
A server that connects to the Databricks Genie API, allowing LLMs to ask natura…
|
F 30 5⁄5 | ||||||||
| 15042 |
Generates images from text prompts using Google's Gemini AI models with customi…
|
F 30 5⁄5 | ||||||||
| 15043 |
A basic MCP server adapted from the official quickstart guide that provides wea…
|
F 30 5⁄4 | ||||||||
| 15044 |
An intelligent debugging assistant that automates the debugging process by anal…
|
F 30 5⁄5 | ||||||||
| 15045 |
A Model Context Protocol server that enables AI clients to interact with virtua…
|
F 30 5⁄5 | ||||||||
| 15046 |
Transforms any API into an intelligent MCP agent in seconds, enabling natural l…
|
F 30 5⁄4 | ||||||||
| 15047 |
[Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabili…
|
F 30 6⁄6 | ||||||||
| 15048 |
Provides secure access to Tennis Warehouse product data, enabling users to sear…
|
F 30 5⁄5 | ||||||||
| 15049 |
MCP Gateway and Registry
|
F 30 5⁄4 | ||||||||
| 15050 |
A lightweight server that uses ChatGPT to qualify leads using the BANT framewor…
|
F 30 5⁄5 | ||||||||