MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15351 |
Gives AI agents direct access to your Arcate product discovery workspace to rea…
|
F 30 5⁄5 | ||||||||
| 15352 |
A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, a…
|
F 30 5⁄5 | ||||||||
| 15353 |
A lightweight Model Context Protocol (MCP) server that enables natural language…
|
F 30 5⁄4 | ||||||||
| 15354 |
Provides intelligent access to OPTA football API documentation with automatic a…
|
F 30 5⁄5 | ||||||||
| 15355 |
An MCP server that automates the continuation of AI tasks by intercepting tool …
|
F 30 5⁄4 | ||||||||
| 15356 |
Enables MCP clients to interact with Sally AI assistant using x402 blockchain-b…
|
F 30 5⁄5 | ||||||||
| 15357 |
A starter project designed to help developers quickly build and deploy Model Co…
|
F 30 5⁄4 | ||||||||
| 15358 |
Provides unified access to multiple cloud object storage services (Huawei OBS, …
|
F 30 6⁄6 | ||||||||
| 15359 |
Enables autonomous data exploration on .csv-based datasets, providing intellige…
|
F 30 5⁄5 | ||||||||
| 15360 |
Enables AI-powered frontend code review and unit test generation for Phabricato…
|
F 30 5⁄5 | ||||||||
| 15361 |
An MCP server that enables web search capabilities using OpenAI's o3 model, all…
|
F 30 5⁄5 | ||||||||
| 15362 |
An orchestration platform for deploying parallel swarms of tool-enabled AI agen…
|
F 30 5⁄4 | ||||||||
| 15363 |
Enables fetching and extracting web content as markdown using Firecrawl API, wi…
|
F 30 5⁄5 | ||||||||
| 15364 |
Analyze stocks and SEC filings to surface key insights, from price and volume t…
|
F 30 6⁄6 | ||||||||
| 15365 |
MCP server that helps AI models understand Vite/Nuxt applications better, avail…
|
F 30 5⁄4 | ||||||||
| 15366 |
Enables users to extract, search, and analyze YouTube video transcripts directl…
|
F 30 5⁄5 | ||||||||
| 15367 |
Providing real-time cross-chain bridge metrics.
|
F 30 5⁄5 | ||||||||
| 15368 |
An MCP server for running code locally via Docker and supporting multiple progr…
|
F 30 5⁄4 | ||||||||
| 15369 |
Enables AI agents to interact with Windows operating systems through native UI …
|
F 30 5⁄4 | ||||||||
| 15370 |
An MCP server that provides real-time stock data, technical indicators, and fin…
|
F 30 5⁄5 | ||||||||
| 15371 |
An advanced integration package that leverages OpenRouter and Perplexity APIs t…
|
F 30 5⁄5 | ||||||||
| 15372 |
Connects 'yt-dlp' with LLMs via the Model Context Protocol, allowing users to d…
|
F 30 5⁄4 | ||||||||
| 15373 |
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
|
F 30 5⁄4 | ||||||||
| 15374 |
An MCP server that provides healthcare tools for interacting with FHIR data and…
|
F 30 5⁄5 | ||||||||
| 15375 |
Execute terminal commands locally or remotely via SSH with session persistence …
|
F 30 5⁄4 | ||||||||
| 15376 |
Search and retrieve news articles and trending keywords from Google News and Go…
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F 30 5⁄5 | ||||||||
| 15377 |
Predict anything with Chronulus AI forecasting and prediction agents.
|
F 30 5⁄5 | ||||||||
| 15378 |
Provides access to a community knowledge base of 16k+ debugging solutions and 2…
|
F 30 5⁄5 | ||||||||
| 15379 |
MCP server for free Google AI Mode search with citations. Query optimization, C…
|
F 30 5⁄5 | ||||||||
| 15380 |
A Model Context Protocol implementation that enables LLMs to execute complex, m…
|
F 30 5⁄5 | ||||||||
| 15381 |
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
|
F 30 5⁄4 | ||||||||
| 15382 |
Provides an intelligent, graph-based memory system for LLM agents using the Zet…
|
F 30 5⁄5 | ||||||||
| 15383 |
Impact preview for AI agents - see what changes before any action executes.
|
F 30 5⁄4 | ||||||||
| 15384 |
An MCP server that allows users to define custom tools via a configuration file…
|
F 30 5⁄4 | ||||||||
| 15385 |
Enables AI-assisted development for Webasyst framework projects, including crea…
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F 30 5⁄4 | ||||||||
| 15386 |
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
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F 30 5⁄4 | ||||||||
| 15387 |
A basic MCP server that provides arithmetic calculation tools and system inform…
|
F 30 5⁄4 | ||||||||
| 15388 |
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|
F 30 6⁄6 | ||||||||
| 15389 |
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
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F 30 5⁄5 | ||||||||
| 15390 |
|
F 30 5⁄4 | ||||||||
| 15391 |
Enables AI agents to create, modify, and manage Figma designs through natural l…
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F 30 5⁄5 | ||||||||
| 15392 |
Implements Chain of Thought methodology for extended sequential thinking on com…
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F 30 5⁄5 | ||||||||
| 15393 |
A versatile MCP server framework that enables AI capabilities like remote contr…
|
F 30 5⁄5 | ||||||||
| 15394 |
Connects AI agents to Accord chat server instances via the Model Context Protoc…
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F 30 5⁄4 | ||||||||
| 15395 |
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
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F 30 6⁄6 | ||||||||
| 15396 |
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, …
|
F 30 5⁄4 | ||||||||
| 15397 |
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
|
F 30 6⁄6 | ||||||||
| 15398 |
An AI-powered server that analyzes uploaded images and automatically generates …
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F 30 5⁄4 | ||||||||
| 15399 |
Let AI agents interact with serial devices — list ports, connect, send, and rea…
|
F 30 5⁄5 | ||||||||
| 15400 |
Provides up-to-date CSS documentation and browser compatibility data from MDN t…
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F 30 5⁄5 | ||||||||