MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 2 hours, 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15001 |
Lightweight, focused utilities to manage connections and execute MCP tools with…
|
F 30 5⁄4 | ||||||||
| 15002 |
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
|
F 30 5⁄5 | ||||||||
| 15003 |
Enables AI assistants to read, search, and post poems on pplog via the Model Co…
|
F 30 5⁄4 | ||||||||
| 15004 |
masking posts and getting account info on x.
|
F 30 5⁄4 | ||||||||
| 15005 |
A TypeScript-based server that connects MCP Clients to Dify applications, dynam…
|
F 30 5⁄5 | ||||||||
| 15006 |
An MCP server that utilizes Google Gemini and the educhain library to generate …
|
F 30 5⁄4 | ||||||||
| 15007 |
# Stop Building Features Based on Assumptions
**Spec Iterator** conducts stru…
|
F 30 5⁄4 | ||||||||
| 15008 |
A demonstration server showing MCP implementation in Python with resource handl…
|
F 30 5⁄4 | ||||||||
| 15009 |
A powerful Model Context Protocol (MCP) server that provides an access to serve…
|
F 30 5⁄4 | ||||||||
| 15010 |
Enables management of Google Cloud Dataproc clusters and jobs through 22 produc…
|
F 30 5⁄5 | ||||||||
| 15011 |
Federal procurement intelligence toolkit that searches SAM.gov contract opportu…
|
F 30 5⁄5 | ||||||||
| 15012 |
Record and share your AI-driven development journey. Auto-saves project milesto…
|
F 30 5⁄4 | ||||||||
| 15013 |
Enables AI image generation using Doubao Seedream models and video generation u…
|
F 30 6⁄6 | ||||||||
| 15014 |
Provides AI-powered development tools including code generation, refactoring, d…
|
F 30 5⁄5 | ||||||||
| 15015 |
Provides software development planning tools to help users create implementatio…
|
F 30 5⁄5 | ||||||||
| 15016 |
Enables interaction with a TrueRAG system through a GraphQL API using the Model…
|
F 30 5⁄5 | ||||||||
| 15017 |
MCP server providing access to ACI.dev managed functions (tools) either directl…
|
F 30 5⁄5 | ||||||||
| 15018 |
Integrates Gmail with Claude to fetch unread emails and generate draft replies …
|
F 30 5⁄5 | ||||||||
| 15019 |
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
|
F 30 5⁄4 | ||||||||
| 15020 |
Search and discover 500+ tools, APIs, and services for AI agents. Browse 15 cat…
|
F 30 6⁄6 | ||||||||
| 15021 |
Enables AI agents to generate music and audio content using the MiniMax Music A…
|
F 30 5⁄5 | ||||||||
| 15022 |
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropi…
|
F 30 5⁄5 | ||||||||
| 15023 |
lunar-mcp is a Go-based MCP server that provides 28+ tools for Chinese traditio…
|
F 30 5⁄4 | ||||||||
| 15024 |
A Node.js-based AI agent system using Model Context Protocol (MCP) that provide…
|
F 30 5⁄4 | ||||||||
| 15025 |
Chat with OpenAI's smartest models
|
F 30 5⁄5 | ||||||||
| 15026 |
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
|
F 30 5⁄5 | ||||||||
| 15027 |
dingding webhook mcp server
|
F 30 5⁄5 | ||||||||
| 15028 |
Your comprehensive AI companion for building modern Next.js applications with R…
|
F 30 6⁄6 | ||||||||
| 15029 |
Enables Claude to interact with Things 3 on macOS, allowing users to create, up…
|
F 30 5⁄4 | ||||||||
| 15030 |
Provides tools for automated company research, competitor identification, and b…
|
F 30 5⁄5 | ||||||||
| 15031 |
This project showcases how to use the MCP protocol with Azure OpenAI. It provid…
|
F 30 5⁄4 | ||||||||
| 15032 |
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
|
F 30 5⁄5 | ||||||||
| 15033 |
A comprehensive MCP server that provides AI assistants with tools for file syst…
|
F 30 5⁄4 | ||||||||
| 15034 |
Provides AI assistants with live access to a Gerbil Scheme environment to evalu…
|
F 30 5⁄4 | ||||||||
| 15035 |
Enables structured, step-by-step problem-solving through dynamic thinking proce…
|
F 30 5⁄5 | ||||||||
| 15036 |
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
|
F 30 5⁄5 | ||||||||
| 15037 |
Automatically converts feedback and bug reports from websites and web apps into…
|
F 30 5⁄4 | ||||||||
| 15038 |
Enables processing of Excel, Word, and PDF documents through reading, writing, …
|
F 30 5⁄4 | ||||||||
| 15039 |
A professional tool for automatically generating enterprise-standard tracking c…
|
F 30 5⁄4 | ||||||||
| 15040 |
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
|
F 30 5⁄5 | ||||||||
| 15041 |
Provides secure access to Tennis Warehouse product data, enabling users to sear…
|
F 30 5⁄5 | ||||||||
| 15042 |
An MCP extension that allows coding agents to manage and compose MCP tools by e…
|
F 30 5⁄4 | ||||||||
| 15043 |
An open-source platform for Retrieval-Augmented Generation (RAG). Upload docume…
|
F 30 5⁄5 | ||||||||
| 15044 |
Provides professional-grade access to financial and economic data from Yahoo Fi…
|
F 30 5⁄5 | ||||||||
| 15045 |
A Model Context Protocol server that provides OpenAI's DALL-E 3 image generatio…
|
F 30 5⁄5 | ||||||||
| 15046 |
Greet people, perform quick calculations, and generate images from text prompts…
|
F 30 5⁄4 | ||||||||
| 15047 |
This server enables natural language interaction between a user and their Kuzu …
|
F 30 5⁄4 | ||||||||
| 15048 |
A Model Context Protocol server that enables Claude Desktop and other MCP clien…
|
F 30 5⁄5 | ||||||||
| 15049 |
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
|
F 30 5⁄5 | ||||||||
| 15050 |
Generate tailored quality criteria and scoring guides from your task descriptio…
|
F 30 6⁄6 | ||||||||