MCP Server Quality Scores
Independent quality analysis of 47403 public MCP servers
Last updated 1 hour, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25051 |
Search, retrieve, compare, and render SVG icons visually for AI agents.
|
F 30 4⁄3 | ||||||||
| 25052 |
A comprehensive MCP server that integrates Ollama model management with special…
|
F 30 4⁄3 | ||||||||
| 25053 |
A context-optimized web scraping server that converts HTML to markdown/text and…
|
F 30 4⁄4 | ||||||||
| 25054 |
An MCP server that enables AI assistants to order food from TGO Yemek by browsi…
|
F 30 4⁄4 | ||||||||
| 25055 |
Provides access to Scenario.com's generative AI API for text-to-image and image…
|
F 30 4⁄4 | ||||||||
| 25056 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25057 |
mcp\_3d\_relief
|
F 30 4⁄4 | ||||||||
| 25058 |
MCP server for TIDAL - search tracks, manage playlists, and get personalized re…
|
F 30 4⁄3 | ||||||||
| 25059 |
Convert docs to agent-readable specs with criteria and constraints. $0.10/conve…
|
F 30 4⁄3 | ||||||||
| 25060 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||
| 25061 |
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, …
|
F 30 4⁄3 | ||||||||
| 25062 |
Provides up-to-date documentation context for a specific Rust crate to LLMs via…
|
F 30 4⁄3 | ||||||||
| 25063 |
Integrate with Docker to manage containers, images, volumes, and networks.
|
F 30 4⁄3 | ||||||||
| 25064 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 25065 |
A lightweight, AI-native server that enables GPT-based AI agents to fetch real-…
|
F 30 4⁄4 | ||||||||
| 25066 |
The most powerful MCP server for Slack Workspaces.
|
F 30 4⁄4 | ||||||||
| 25067 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25068 |
Integration with [QA Sphere](https://qasphere.com/) test management system, ena…
|
F 30 4⁄4 | ||||||||
| 25069 |
Empowering AI with Workflow Orchestration
|
F 30 4⁄3 | ||||||||
| 25070 |
Connect AI agents to the Aevo trading platform. Retrieve market data, manage ac…
|
F 30 4⁄4 | ||||||||
| 25071 |
Enables dynamic database querying through natural language questions using LLM-…
|
F 30 4⁄4 | ||||||||
| 25072 |
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
|
F 30 4⁄3 | ||||||||
| 25073 |
An MCP-compatible Flask server that integrates with the educhain Python library…
|
F 30 4⁄3 | ||||||||
| 25074 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 25075 |
Enables management and querying of multiple MySQL databases through natural lan…
|
F 30 4⁄4 | ||||||||
| 25076 |
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
|
F 30 4⁄4 | ||||||||
| 25077 |
Enables interaction with Ethereum-compatible smart contracts through their ABI,…
|
F 30 4⁄4 | ||||||||
| 25078 |
Summarize academic papers by uploading PDFs or providing PDF URLs to get concis…
|
F 30 4⁄3 | ||||||||
| 25079 |
MCP Expr Lang
|
F 30 4⁄3 | ||||||||
| 25080 |
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
|
F 30 4⁄4 | ||||||||
| 25081 |
MCP server providing OpenAI/Perplexity-like autonomous deep research, structure…
|
F 30 4⁄4 | ||||||||
| 25082 |
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
|
F 30 4⁄4 | ||||||||
| 25083 |
Enables management of the Proflores budgeting system, allowing users to interac…
|
F 30 4⁄4 | ||||||||
| 25084 |
A privacy-first MCP server that provides local LLM-enhanced tools for code anal…
|
F 30 4⁄3 | ||||||||
| 25085 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25086 |
An MCP server that provides access to supervisor evaluations and ratings from u…
|
F 30 4⁄3 | ||||||||
| 25087 |
Enables AI assistants to interact with Mealie recipe databases through MCP clie…
|
F 30 4⁄4 | ||||||||
| 25088 |
A demonstration MCP server showcasing the xmcp framework's structured approach …
|
F 30 4⁄3 | ||||||||
| 25089 |
Provides a tiered, persistent memory architecture for Claude to automatically c…
|
F 30 4⁄4 | ||||||||
| 25090 |
An auto-generated MCP server that enables interaction with Google Kubernetes En…
|
F 30 4⁄4 | ||||||||
| 25091 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 25092 |
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
|
F 30 4⁄3 | ||||||||
| 25093 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25094 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 25095 |
MCP Server for Snowflake from Snowflake Labs
|
F 30 4⁄3 | ||||||||
| 25096 |
A persistent memory server that implements a local knowledge graph using the Ku…
|
F 30 4⁄3 | ||||||||
| 25097 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 25098 |
Provides dynamic short-term and long-term memory management with keyword-based …
|
F 30 4⁄3 | ||||||||
| 25099 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 25100 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||