MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 1 day ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 9701 |
A Model Context Protocol (MCP) server written in Python for natural language in…
|
C 67 5⁄5 | ||||||||
| 9702 |
Provides emergency coding assistance by querying three AI coding models simulta…
|
C 67 5⁄5 | ||||||||
| 9703 |
The Yeepay MCP service provides integration with Yeepay services via the Model …
|
C 67 5⁄5 | ||||||||
| 9704 |
MCP server that allows FE/UI/Designers to retrieve SVG icons via the Iconify AP…
|
C 67 5⁄5 | ||||||||
| 9705 |
An MCP server for building AI-powered bots and interacting with Solana wallets …
|
C 67 5⁄5 | ||||||||
| 9706 |
Connect any bitcoin lightning wallet to your agent to send and receive instant …
|
C 67 6⁄6 | ||||||||
| 9707 |
Integrate seamlessly with Prem AI's powerful features for chat completions and …
|
C 67 5⁄5 | ||||||||
| 9708 |
Connects to Kaggle, ability to download and analyze datasets.
|
C 67 5⁄5 | ||||||||
| 9709 |
An MCP server that enables AI assistants to access real-time Hacker News data i…
|
C 67 5⁄5 | ||||||||
| 9710 |
MongoDB MCP Server
Claim
Allows interaction with MongoDB collections and documents through standardized …
|
C 67 5⁄5 | ||||||||
| 9711 |
Enables interaction with Trello through the Trello API, allowing users to manag…
|
C 67 5⁄5 | ||||||||
| 9712 |
Playwright MCP
Claim
Enables browser automation and web scraping by exposing Playwright tools throug…
|
C 67 5⁄4 | ||||||||
| 9713 |
Enables AI agents to query Korean listed companies' financial statements, publi…
|
C 67 5⁄5 | ||||||||
| 9714 |
Build tools for LLMs in Rust using Model Context Protocol
|
C 67 5⁄4 | ||||||||
| 9715 |
Enables LLMs to interact with the Blocksworld Simulation to perform block manip…
|
C 67 5⁄5 | ||||||||
| 9716 |
A Model Context Protocol server that converts PDF documents into PNG images thr…
|
C 67 5⁄4 | ||||||||
| 9717 |
A Model Context Protocol server that enables AI assistants to fetch current wea…
|
C 67 5⁄5 | ||||||||
| 9718 |
Zerodha MCP Server
Claim
Enables trading operations on Zerodha platform through natural language, suppor…
|
C 66 5⁄5 | ||||||||
| 9719 |
Volatility3 MCP Server
Claim
Connects LLMs like Claude Desktop with Volatility3 forensics framework, enablin…
|
C 66 5⁄4 | ||||||||
| 9720 |
Enables advanced OpenAI GPT model integration with Claude through 5 specialized…
|
C 66 5⁄5 | ||||||||
| 9721 |
An MCP Server Integration with Apple Shortcuts
|
C 66 5⁄4 | ||||||||
| 9722 |
A Python-based MCP server that aggregates real-time trending topics and news fr…
|
C 66 5⁄5 | ||||||||
| 9723 |
Model-tiered content pipeline — cheap models seed, expensive models verify
|
C 66 5⁄4 | ||||||||
| 9724 |
Enables sending and receiving emails through SMTP, IMAP, and POP3 protocols wit…
|
C 66 5⁄5 | ||||||||
| 9725 |
An MCP server that enables asset tracking by providing a bridge between the ite…
|
C 66 5⁄5 | ||||||||
| 9726 |
Maximo MCP Server
Claim
An API server that enables interaction with IBM Maximo resources like Assets an…
|
C 66 5⁄5 | ||||||||
| 9727 |
Enables AI agents to search the web, crawl websites, and perform intelligent RA…
|
C 66 5⁄5 | ||||||||
| 9728 |
A Model Context Protocol server that enables AI assistants to control Chrome br…
|
C 66 5⁄4 | ||||||||
| 9729 |
deBridge MCP Server
Claim
Enables cross-chain cryptocurrency swap quotes and operations using the deBridg…
|
C 66 5⁄5 | ||||||||
| 9730 |
Enables deployment of MCP servers to Cloudflare Workers without authentication …
|
C 66 5⁄5 | ||||||||
| 9731 |
A Model Context Protocol server that provides text-to-speech capabilities using…
|
C 66 5⁄5 | ||||||||
| 9732 |
Todoist MCP Server
Claim
Enables AI assistants to manage Todoist tasks, projects, comments, and labels t…
|
C 66 5⁄5 | ||||||||
| 9733 |
An MCP server that enables AI image generation, editing, and analysis using Goo…
|
C 66 5⁄5 | ||||||||
| 9734 |
Enables AI assistants to reflect on, critique, and continuously improve their p…
|
C 66 6⁄6 | ||||||||
| 9735 |
MCP server for Sber GigaChat API — chat completions, models, embeddings.
|
C 66 4⁄4 | ||||||||
| 9736 |
An MCP server that bridges local Ollama models and ChromaDB vector memory to MC…
|
C 66 5⁄4 | ||||||||
| 9737 |
A Model Context Protocol server that enables generation of high-quality images …
|
C 66 5⁄5 | ||||||||
| 9738 |
connects Jupyter Notebook to Claude AI, allowing Claude to directly interact wi…
|
C 66 5⁄4 | ||||||||
| 9739 |
MCP Dockerized Server
Claim
A minimal, containerized MCP server that exposes a Streamable HTTP transport wi…
|
C 66 5⁄5 | ||||||||
| 9740 |
Enables trading and market analysis through Tiger Brokers API integration. Prov…
|
C 66 5⁄5 | ||||||||
| 9741 |
Generate visualizations from fetched data using the VegaLite format and rendere…
|
C 66 5⁄4 | ||||||||
| 9742 |
A custom Model Context Protocol server that gives Claude Desktop and other LLMs…
|
C 66 5⁄4 | ||||||||
| 9743 |
brainiall-mcp-server
Claim
AI-powered speech tools: pronunciation assessment with phoneme-level feedback, …
|
C 66 5⁄5 | ||||||||
| 9744 |
Enables secure, read-only access to Firebase Firestore collections and Storage …
|
C 66 5⁄5 | ||||||||
| 9745 |
A Model Context Protocol server that enables integration with GitHub Actions, a…
|
C 66 5⁄5 | ||||||||
| 9746 |
MCP server for Kaiten API — cards, boards. 3 tools.
|
C 66 4⁄4 | ||||||||
| 9747 |
Connects Claude with Spotify, enabling playback control, search functionality, …
|
C 66 5⁄4 | ||||||||
| 9748 |
Provides AI assistants with direct access to the complete Godot Engine document…
|
C 66 5⁄4 | ||||||||
| 9749 |
This MCP server provides connection to Starrocks allows you to explore this que…
|
C 66 5⁄5 | ||||||||
| 9750 |
An MCP server that enables Claude to learn from user corrections by recording t…
|
C 66 5⁄4 | ||||||||