MCP Server Quality Scores
Independent quality analysis of 33842 public MCP servers
Last updated 2 hours, 30 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 14851 |
Qurio brings multi-provider models, custom agents, reusable skills, MCP servers…
|
F 30 5⁄4 | ||||||||
| 14852 |
A boilerplate project for quickly developing Model Context Protocol servers usi…
|
F 30 5⁄4 | ||||||||
| 14853 |
A Model Context Protocol server that connects AI agents to Dune Analytics data,…
|
F 30 5⁄5 | ||||||||
| 14854 |
Provides tools to summarize README files from local paths or public Git reposit…
|
F 30 5⁄5 | ||||||||
| 14855 |
A local code indexing and search library that enables AI agents to perform sema…
|
F 30 5⁄4 | ||||||||
| 14856 |
IP Geolocation MCP server using IP2Location.io API to ease the query of geoloca…
|
F 30 5⁄5 | ||||||||
| 14857 |
A Model Context Protocol server that enables AI agents to join and interact wit…
|
F 30 5⁄5 | ||||||||
| 14858 |
Provides AI-powered development tools including code generation, refactoring, d…
|
F 30 5⁄5 | ||||||||
| 14859 |
A focused project memory system that provides knowledge graph capabilities and …
|
F 30 5⁄4 | ||||||||
| 14860 |
A Python-based MCP server that facilitates structured problem-solving through s…
|
F 30 5⁄5 | ||||||||
| 14861 |
Read jira data via JQL and api and execute requests to create and edit tickets.
|
F 30 5⁄5 | ||||||||
| 14862 |
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+…
|
F 30 5⁄4 | ||||||||
| 14863 |
A meta-server that aggregates multiple MCP servers into a single interface, red…
|
F 30 5⁄4 | ||||||||
| 14864 |
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
|
F 30 5⁄4 | ||||||||
| 14865 |
Draw on your website, let your AI agent see it. Visual context for code generat…
|
F 30 6⁄6 | ||||||||
| 14866 |
Fetches GitHub PR and issue data server-side and combines it with a documentati…
|
F 30 5⁄5 | ||||||||
| 14867 |
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
|
F 30 5⁄5 | ||||||||
| 14868 |
A server that enables natural language interactions with Couchbase databases th…
|
F 30 5⁄5 | ||||||||
| 14869 |
A Mermaid diagram rendering MCP server for Claude Code with live reload functio…
|
F 30 5⁄4 | ||||||||
| 14870 |
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
|
F 30 5⁄5 | ||||||||
| 14871 |
Provides traffic prediction and route optimization tools that consume a REST AP…
|
F 30 5⁄5 | ||||||||
| 14872 |
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
|
F 30 5⁄5 | ||||||||
| 14873 |
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
|
F 30 5⁄5 | ||||||||
| 14874 |
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
|
F 30 6⁄6 | ||||||||
| 14875 |
Enables interaction with Amazon services through AI assistants, allowing users …
|
F 30 5⁄5 | ||||||||
| 14876 |
Enables AI assistants to read, search, and analyze local file systems with tool…
|
F 30 5⁄4 | ||||||||
| 14877 |
A comprehensive Model Context Protocol server that provides advanced Node.js de…
|
F 30 5⁄5 | ||||||||
| 14878 |
A template for building MCP servers from OpenAPI specifications, enabling autom…
|
F 30 5⁄5 | ||||||||
| 14879 |
Enables interaction with the Pagila sample PostgreSQL database through natural …
|
F 30 5⁄5 | ||||||||
| 14880 |
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
|
F 30 5⁄5 | ||||||||
| 14881 |
Enables AI models to perform MySQL database operations through a standardized i…
|
F 30 5⁄5 | ||||||||
| 14882 |
Generates CanvasXpress data visualization JSON configurations from natural lang…
|
F 30 5⁄5 | ||||||||
| 14883 |
A Model Context Protocol (MCP) server that enables natural language queries to …
|
F 30 6⁄6 | ||||||||
| 14884 |
A template project for building custom MCP servers that enables direct access t…
|
F 30 5⁄5 | ||||||||
| 14885 |
Web scraping, code review, content gen, sentiment. Zero Core Tools.
|
F 30 5⁄4 | ||||||||
| 14886 |
MCP server that fetches YouTube video transcripts and optionally summarizes the…
|
F 30 5⁄4 | ||||||||
| 14887 |
Interacting with Obsidian via REST API
|
F 30 5⁄5 | ||||||||
| 14888 |
An MCP server that enables AI to interact with the private 'my-design' React co…
|
F 30 5⁄5 | ||||||||
| 14889 |
Access your reMarkable tablet - read documents, browse files, extract text and …
|
F 30 5⁄4 | ||||||||
| 14890 |
An advanced MCP server that implements sophisticated sequential thinking using …
|
F 30 5⁄5 | ||||||||
| 14891 |
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
|
F 30 5⁄5 | ||||||||
| 14892 |
masking posts and getting account info on x.
|
F 30 5⁄4 | ||||||||
| 14893 |
Enables visual understanding and image description capabilities for iFlow CLI a…
|
F 30 5⁄5 | ||||||||
| 14894 |
A demonstration server that implements the Model Context Protocol (MCP) SDK, pr…
|
F 30 5⁄4 | ||||||||
| 14895 |
Provides AI-powered code intelligence for any codebase using local LLMs and vec…
|
F 30 5⁄4 | ||||||||
| 14896 |
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
|
F 30 5⁄5 | ||||||||
| 14897 |
A server that integrates Flux's advanced image generation and manipulation feat…
|
F 30 5⁄5 | ||||||||
| 14898 |
Spiritual services for AI agents — confessions, salvation, identity. x402 payme…
|
F 30 6⁄4 | ||||||||
| 14899 |
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
|
F 30 5⁄4 | ||||||||
| 14900 |
|
F 30 5⁄4 | ||||||||