MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 3 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15901 |
A mock MCP server for testing MCP client implementations and development workfl…
|
F 30 5⁄5 | ||||||||
| 15902 |
Gemini Image and Video Generator
|
F 30 5⁄4 | ||||||||
| 15903 |
Enables AI agents to query a local knowledge graph built from document collecti…
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F 30 5⁄5 | ||||||||
| 15904 |
Enables AI coding assistants to search and retrieve information from a locally …
|
F 30 5⁄4 | ||||||||
| 15905 |
Implements Chain of Thought methodology for extended sequential thinking on com…
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F 30 5⁄5 | ||||||||
| 15906 |
A comprehensive utilities library for building Model Context Protocol servers, …
|
F 30 5⁄4 | ||||||||
| 15907 |
This MCP server provides seamless access to Malaysia's government open data, in…
|
F 30 6⁄6 | ||||||||
| 15908 |
Enables AI-powered Amazon product searches and recommendations by integrating t…
|
F 30 5⁄5 | ||||||||
| 15909 |
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, …
|
F 30 5⁄4 | ||||||||
| 15910 |
Enables natural language database operations and semantic document search throu…
|
F 30 5⁄4 | ||||||||
| 15911 |
Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing…
|
F 30 5⁄5 | ||||||||
| 15912 |
Best people search engine that reduces the time spent on talent discovery
|
F 30 5⁄5 | ||||||||
| 15913 |
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
|
F 30 5⁄5 | ||||||||
| 15914 |
A Model Context Protocol server that provides LLMs with read and write access t…
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F 30 5⁄5 | ||||||||
| 15915 |
A FastMCP server that provides natural language interaction with MS SQL databas…
|
F 30 5⁄4 | ||||||||
| 15916 |
An experimental MCP server that provides weather information tools, including t…
|
F 30 5⁄5 | ||||||||
| 15917 |
🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
|
F 30 5⁄4 | ||||||||
| 15918 |
Enables interaction with a tool for generating true random coin flips via rando…
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F 30 5⁄5 | ||||||||
| 15919 |
Retrieves blog articles from an external API with metadata including titles, au…
|
F 30 5⁄5 | ||||||||
| 15920 |
Agent-to-agent messaging relay. Discover agents, send messages, and receive rep…
|
F 30 5⁄4 | ||||||||
| 15921 |
A Model Context Protocol server that enables LLMs to retrieve web content and s…
|
F 30 5⁄5 | ||||||||
| 15922 |
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
|
F 30 5⁄5 | ||||||||
| 15923 |
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
|
F 30 5⁄5 | ||||||||
| 15924 |
Enhance your applications with intelligent context-aware capabilities. Leverage…
|
F 30 5⁄4 | ||||||||
| 15925 |
A proof-of-concept Model Context Protocol server that enables LLM applications …
|
F 30 5⁄5 | ||||||||
| 15926 |
Enables AI agents to autonomously manage and improve execution processes for re…
|
F 30 5⁄4 | ||||||||
| 15927 |
An MCP server that provides real-time cryptocurrency news sourced from NewsData…
|
F 30 5⁄5 | ||||||||
| 15928 |
An MCP server that enables generating scripts based on specified topics and key…
|
F 30 5⁄4 | ||||||||
| 15929 |
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
|
F 30 6⁄6 | ||||||||
| 15930 |
A Model Context Protocol server that enables AI to interact with Twitter, allow…
|
F 30 5⁄5 | ||||||||
| 15931 |
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
|
F 30 5⁄4 | ||||||||
| 15932 |
A FastMCP server providing session-based memory and dynamic authentication usin…
|
F 30 5⁄5 | ||||||||
| 15933 |
Enables AI assistants running in WSL to capture Windows screenshots of full des…
|
F 30 5⁄5 | ||||||||
| 15934 |
Enables interaction with the Civitai API to search for AI models, browse images…
|
F 30 5⁄5 | ||||||||
| 15935 |
Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling…
|
F 30 5⁄5 | ||||||||
| 15936 |
feedback-loop-mcp
|
F 30 5⁄5 | ||||||||
| 15937 |
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
|
F 30 5⁄4 | ||||||||
| 15938 |
Provides read-only access to PostgreSQL databases, allowing LLMs to inspect tab…
|
F 30 5⁄5 | ||||||||
| 15939 |
A Model Context Protocol server for ingesting, chunking and semantically search…
|
F 30 5⁄5 | ||||||||
| 15940 |
AI Agent Team-拥有24/7专业AI开发团队:产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装,支持中英文命令,…
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F 30 5⁄4 | ||||||||
| 15941 |
Persistent memory with knowledge graph visualization, semantic/hybrid search, c…
|
F 30 5⁄5 | ||||||||
| 15942 |
Search VeChain documentation, query on-chain data, and fetch fee suggestions wi…
|
F 30 6⁄6 | ||||||||
| 15943 |
A Flask-based server that implements Model Context Protocol to enhance LLMs wit…
|
F 30 5⁄5 | ||||||||
| 15944 |
A lightweight Model Context Protocol (MCP) server that enables AI assistants li…
|
F 30 5⁄4 | ||||||||
| 15945 |
Enables intelligent management of Google Cloud Platform infrastructure using Te…
|
F 30 5⁄5 | ||||||||
| 15946 |
A TypeScript-based server that allows calling other MCP clients from your own M…
|
F 30 5⁄5 | ||||||||
| 15947 |
VikingDB integration with collection and index introduction, vector store and s…
|
F 30 5⁄5 | ||||||||
| 15948 |
Serves prompt templates through a standardized protocol for transforming basic …
|
F 30 5⁄5 | ||||||||
| 15949 |
A humorous MCP server that provides AI agents with "break tools" like taking ba…
|
F 30 5⁄4 | ||||||||
| 15950 |
Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with B…
|
F 30 5⁄4 | ||||||||