MCP Server Quality Scores
Independent quality analysis of 33842 public MCP servers
Last updated 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15701 |
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
|
F 30 5⁄4 | ||||||||
| 15702 |
Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base c…
|
F 30 6⁄6 | ||||||||
| 15703 |
|
F 30 5⁄4 | ||||||||
| 15704 |
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficien…
|
F 30 5⁄4 | ||||||||
| 15705 |
Provides weather information for 110 cities across Japan with natural language …
|
F 30 5⁄5 | ||||||||
| 15706 |
Provides access to official MeteoSwiss weather data, including regional reports…
|
F 30 5⁄5 | ||||||||
| 15707 |
This repository is the official companion for the Azure AI Foundry Agent Servic…
|
F 30 5⁄4 | ||||||||
| 15708 |
The Tenth Man Protocol — structured contrarian analysis for decision-makers via…
|
F 30 5⁄4 | ||||||||
| 15709 |
A Model Context Protocol server that performs comprehensive web research by com…
|
F 30 5⁄5 | ||||||||
| 15710 |
Lightweight, focused utilities to manage connections and execute MCP tools with…
|
F 30 5⁄4 | ||||||||
| 15711 |
Best people search engine that reduces the time spent on talent discovery
|
F 30 5⁄5 | ||||||||
| 15712 |
Provides AI agents with seamless access to Filecoin's decentralized storage net…
|
F 30 5⁄5 | ||||||||
| 15713 |
N-to-1 MCP Orchestration. Unified gateway for multiple MCP servers with intelli…
|
F 30 5⁄4 | ||||||||
| 15714 |
Enables comprehensive MySQL database operations including CRUD, performance opt…
|
F 30 5⁄5 | ||||||||
| 15715 |
A Model Context Protocol server that transforms text into structured JSON data …
|
F 30 5⁄4 | ||||||||
| 15716 |
Enables AI agents and automation scripts to securely interact with self-hosted …
|
F 30 5⁄5 | ||||||||
| 15717 |
A Model Context Protocol (MCP) proxy server that enables efficient management o…
|
F 30 5⁄4 | ||||||||
| 15718 |
An MCP server that enables AI-assisted network packet analysis using Wireshark'…
|
F 30 5⁄4 | ||||||||
| 15719 |
Enables AI agents to autonomously manage and improve execution processes for re…
|
F 30 5⁄4 | ||||||||
| 15720 |
Provides software development planning tools to help users create implementatio…
|
F 30 5⁄5 | ||||||||
| 15721 |
Provide programmatic access to privacy-respecting meta-search functionality via…
|
F 30 5⁄4 | ||||||||
| 15722 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 15723 |
Analyzes codebases to suggest relevant learning projects and generate interacti…
|
F 30 5⁄5 | ||||||||
| 15724 |
Ambient voice intelligence for AI agents. Connects wearable microphones to a lo…
|
F 30 5⁄4 | ||||||||
| 15725 |
A TypeScript-based server that allows calling other MCP clients from your own M…
|
F 30 5⁄5 | ||||||||
| 15726 |
Enables interaction with Slack channels including checking Xcode Cloud build st…
|
F 30 5⁄5 | ||||||||
| 15727 |
Enables users to analyze local Excel and CSV files through natural language que…
|
F 30 5⁄4 | ||||||||
| 15728 |
|
F 30 5⁄4 | ||||||||
| 15729 |
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
|
F 30 5⁄4 | ||||||||
| 15730 |
Provides access to the World Health Organization's Global Health Observatory da…
|
F 30 5⁄5 | ||||||||
| 15731 |
An MCP server enabling CFBD API queries within Claude Desktop.
|
F 30 5⁄5 | ||||||||
| 15732 |
Generates beautiful App Store and Play Store screenshots by inserting app image…
|
F 30 5⁄5 | ||||||||
| 15733 |
Enables AI assistants to navigate and query hierarchical documentation structur…
|
F 30 5⁄5 | ||||||||
| 15734 |
Integrates Claude Desktop with Super Singularity's course creation API, enablin…
|
F 30 5⁄5 | ||||||||
| 15735 |
Search Naver (Korea's #1 search engine) for shopping prices, real-time news, an…
|
F 30 5⁄5 | ||||||||
| 15736 |
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
|
F 30 5⁄5 | ||||||||
| 15737 |
A server that enhances Claude's reasoning capabilities by integrating DeepSeek …
|
F 30 5⁄5 | ||||||||
| 15738 |
A multi-agent framework that models complex social systems through a coordinate…
|
F 30 5⁄5 | ||||||||
| 15739 |
MCP server for AI agent for cybersecurity: automate assessment of documents, qu…
|
F 30 5⁄5 | ||||||||
| 15740 |
Enables AI assistants to interact with Gmail accounts for reading unread emails…
|
F 30 5⁄4 | ||||||||
| 15741 |
Enables querying Azure Application Insights logs by order number through natura…
|
F 30 5⁄5 | ||||||||
| 15742 |
A Model Context Protocol server that enhances LLM capabilities by connecting to…
|
F 30 5⁄5 | ||||||||
| 15743 |
Interacting with Obsidian via REST API
|
F 30 5⁄5 | ||||||||
| 15744 |
Draw on your website, let your AI agent see it. Visual context for code generat…
|
F 30 6⁄6 | ||||||||
| 15745 |
Connects AI assistants directly to Obsidian vaults with intelligent note creati…
|
F 30 5⁄4 | ||||||||
| 15746 |
A starter project designed to help developers quickly build and deploy Model Co…
|
F 30 5⁄4 | ||||||||
| 15747 |
Access your reMarkable tablet - read documents, browse files, extract text and …
|
F 30 5⁄4 | ||||||||
| 15748 |
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
|
F 30 5⁄4 | ||||||||
| 15749 |
A TypeScript-based server that connects MCP Clients to Dify applications, dynam…
|
F 30 5⁄5 | ||||||||
| 15750 |
Intentionally vulnerable Model Context Protocol (MCP) server designed for secur…
|
F 30 5⁄5 | ||||||||