MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15901 |
Enables searching news articles and retrieving top headlines from the GNews API…
|
F 30 5⁄5 | ||||||||
| 15902 |
Agent-to-agent referral network where AI agents discover, recommend, and refer …
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F 30 6⁄6 | ||||||||
| 15903 |
Intent-based project documentation server that automatically maps natural langu…
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F 30 5⁄5 | ||||||||
| 15904 |
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
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F 30 5⁄4 | ||||||||
| 15905 |
A Model Context Protocol server that provides OpenAI's DALL-E 3 image generatio…
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F 30 5⁄5 | ||||||||
| 15906 |
Enables interaction with Slack channels including checking Xcode Cloud build st…
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F 30 5⁄5 | ||||||||
| 15907 |
Enables AI agents to fundraise for projects on the Base chain using milestone-b…
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F 30 5⁄5 | ||||||||
| 15908 |
Enables AI assistants to build and query temporally-aware knowledge graphs from…
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F 30 5⁄5 | ||||||||
| 15909 |
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
|
F 30 6⁄6 | ||||||||
| 15910 |
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.m…
|
F 30 5⁄4 | ||||||||
| 15911 |
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
|
F 30 5⁄5 | ||||||||
| 15912 |
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
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F 30 5⁄5 | ||||||||
| 15913 |
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
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F 30 5⁄4 | ||||||||
| 15914 |
Provides a Model Context Protocol server that enables large language models to …
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F 30 5⁄5 | ||||||||
| 15915 |
An MCP server that enables AI agents to play Pokémon games by providing a funct…
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F 30 5⁄4 | ||||||||
| 15916 |
Give your AI free will tools. A fun project to explore what an AI would do with…
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F 30 5⁄4 | ||||||||
| 15917 |
MCP GPT Image 1
|
F 30 5⁄5 | ||||||||
| 15918 |
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
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F 30 5⁄5 | ||||||||
| 15919 |
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
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F 30 5⁄4 | ||||||||
| 15920 |
A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP …
|
F 30 5⁄5 | ||||||||
| 15921 |
A bridge connecting physical hardware with AI large language models through the…
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F 30 5⁄5 | ||||||||
| 15922 |
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
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F 30 6⁄6 | ||||||||
| 15923 |
Enables AI assistants to securely access and search Fastmail emails via the JMA…
|
F 30 5⁄5 | ||||||||
| 15924 |
Enables AI agents to capture and analyze screenshots of macOS applications, win…
|
F 30 5⁄4 | ||||||||
| 15925 |
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
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F 30 5⁄5 | ||||||||
| 15926 |
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
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F 30 5⁄4 | ||||||||
| 15927 |
A secure Model Context Protocol server that allows AI assistants to execute ter…
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F 30 5⁄4 | ||||||||
| 15928 |
Analyzes codebases to suggest relevant learning projects and generate interacti…
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F 30 5⁄5 | ||||||||
| 15929 |
내 상황에 맞는 사업을 키워드 기반으로 알려주고 분석함
|
F 30 5⁄4 | ||||||||
| 15930 |
Lightweight, focused utilities to manage connections and execute MCP tools with…
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F 30 5⁄4 | ||||||||
| 15931 |
Triplewhale MCP Server
|
F 30 6⁄4 | ||||||||
| 15932 |
Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, …
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F 30 5⁄5 | ||||||||
| 15933 |
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
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F 30 5⁄5 | ||||||||
| 15934 |
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
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F 30 6⁄6 | ||||||||
| 15935 |
An AI tutoring system that runs as an MCP server, allowing Claude to access and…
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F 30 5⁄5 | ||||||||
| 15936 |
Enables semantic search and insight extraction across Granola meeting notes, ca…
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F 30 5⁄4 | ||||||||
| 15937 |
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…
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F 30 5⁄5 | ||||||||
| 15938 |
A versatile MCP server framework that enables AI capabilities like remote contr…
|
F 30 5⁄5 | ||||||||
| 15939 |
Execute terminal commands locally or remotely via SSH with session persistence …
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F 30 5⁄4 | ||||||||
| 15940 |
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
|
F 30 5⁄5 | ||||||||
| 15941 |
Enables Claude to collaborate with Gemini for code reviews, second opinions, an…
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F 30 5⁄5 | ||||||||
| 15942 |
Allows AI assistants to generate and transform high-quality images from text pr…
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F 30 5⁄5 | ||||||||
| 15943 |
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
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F 30 5⁄5 | ||||||||
| 15944 |
A Model Context Protocol server that allows AI agents to interact with Apache D…
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F 30 5⁄5 | ||||||||
| 15945 |
Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages,…
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F 30 5⁄4 | ||||||||
| 15946 |
Authenticates with Databricks via OAuth and exposes remote MCP tools from Datab…
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F 30 5⁄5 | ||||||||
| 15947 |
A smart router that helps users discover the most relevant tools from an MCP ca…
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F 30 5⁄4 | ||||||||
| 15948 |
An agent-based tool that provides web search and advanced research capabilities…
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F 30 5⁄5 | ||||||||
| 15949 |
Enables comprehensive MySQL database operations including CRUD, performance opt…
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F 30 5⁄5 | ||||||||
| 15950 |
An MCP server that enables advanced CSV analysis and data visualization using G…
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F 30 5⁄5 | ||||||||