MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15451 |
PiAPI MCP server makes users able to generate media content with Midjourney/Flu…
|
F 30 5⁄5 | ||||||||
| 15452 |
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
|
F 30 5⁄4 | ||||||||
| 15453 |
A MCP server providing real-time web search capabilities to any AI model.
|
F 30 5⁄4 | ||||||||
| 15454 |
Self-improving tool discovery for AI agents. Searches registries, installs MCP …
|
F 30 5⁄4 | ||||||||
| 15455 |
A secure middleware that intercepts AI agent tool calls to evaluate risks and m…
|
F 30 5⁄5 | ||||||||
| 15456 |
AI-powered business intelligence tools via MCP, enabling competitors analysis, …
|
F 30 6⁄6 | ||||||||
| 15457 |
An MCP server for running code locally via Docker and supporting multiple progr…
|
F 30 5⁄4 | ||||||||
| 15458 |
A code-first MCP server that provides a single tool to execute JavaScript or Ty…
|
F 30 5⁄4 | ||||||||
| 15459 |
Enables Claude to delegate coding tasks to local Ollama models, reducing API to…
|
F 30 5⁄4 | ||||||||
| 15460 |
Provides access to FluentLab's funding database, enabling users to search for f…
|
F 30 5⁄5 | ||||||||
| 15461 |
Helps YouTube content creators find perfect background music for their shorts b…
|
F 30 5⁄5 | ||||||||
| 15462 |
A Model Context Protocol server that provides expert guidance for Dojo and Cair…
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F 30 5⁄5 | ||||||||
| 15463 |
An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
|
F 30 5⁄5 | ||||||||
| 15464 |
A 7-layer security system for AI agents that detects and blocks prompt injectio…
|
F 30 5⁄5 | ||||||||
| 15465 |
Enables AI agents to send, receive, schedule, and manage SMS and MMS messages u…
|
F 30 5⁄5 | ||||||||
| 15466 |
An AI-powered server that analyzes uploaded images and automatically generates …
|
F 30 5⁄4 | ||||||||
| 15467 |
A MCP server for LLDB enabling AI binary and core file analysis, debugging, dis…
|
F 30 5⁄4 | ||||||||
| 15468 |
An MCP server that provides real-time cryptocurrency news sourced from NewsData…
|
F 30 5⁄5 | ||||||||
| 15469 |
Integrates with Dumpling AI to provide data scraping, content processing, knowl…
|
F 30 5⁄5 | ||||||||
| 15470 |
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
|
F 30 5⁄5 | ||||||||
| 15471 |
A simple Model Context Protocol server that evaluates mathematical expressions …
|
F 30 5⁄5 | ||||||||
| 15472 |
Integrates Cursor AI with Vite Dev server, allowing AI agents to modify code an…
|
F 30 5⁄4 | ||||||||
| 15473 |
Enables interaction with a tool for generating true random coin flips via rando…
|
F 30 5⁄5 | ||||||||
| 15474 |
Runs isolated AI agents in Docker containers with persistent workspaces and con…
|
F 30 5⁄5 | ||||||||
| 15475 |
A Model Context Protocol server implementation that enables connection between …
|
F 30 6⁄6 | ||||||||
| 15476 |
MCP C++ SDK - Model Context Protocol implementation in CPP with enterprise-grad…
|
F 30 5⁄4 | ||||||||
| 15477 |
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
|
F 30 5⁄4 | ||||||||
| 15478 |
An intelligent task management server that generates context-aware engineering …
|
F 30 5⁄5 | ||||||||
| 15479 |
Builds and manages a cardiology-focused knowledge graph in Neo4j by extracting …
|
F 30 5⁄5 | ||||||||
| 15480 |
Search Naver (Korea's #1 search engine) for shopping prices, real-time news, an…
|
F 30 5⁄5 | ||||||||
| 15481 |
An AI-powered job recommender built on the Model Context Protocol that provides…
|
F 30 5⁄5 | ||||||||
| 15482 |
An implementation of the Recursive Language Models architecture that enables AI…
|
F 30 5⁄5 | ||||||||
| 15483 |
Provides real-time trending tokens from DexScreener.
|
F 30 5⁄5 | ||||||||
| 15484 |
An MCP server that performs code reviews by comparing local source code against…
|
F 30 6⁄6 | ||||||||
| 15485 |
|
F 30 5⁄4 | ||||||||
| 15486 |
A lightweight and modular framework for building MCP-based file management syst…
|
F 30 5⁄5 | ||||||||
| 15487 |
A Model Context Protocol server that provides read-only access to PostgreSQL da…
|
F 30 5⁄5 | ||||||||
| 15488 |
A Mermaid diagram rendering MCP server for Claude Code with live reload functio…
|
F 30 5⁄4 | ||||||||
| 15489 |
A demonstration MCP server that provides access to a SQLite employee database w…
|
F 30 5⁄4 | ||||||||
| 15490 |
Federal procurement intelligence toolkit that searches SAM.gov contract opportu…
|
F 30 5⁄5 | ||||||||
| 15491 |
Impact preview for AI agents - see what changes before any action executes.
|
F 30 5⁄4 | ||||||||
| 15492 |
A server implementation of the Model Context Protocol that enables calling iFly…
|
F 30 5⁄5 | ||||||||
| 15493 |
A powerful research assistant that conducts intelligent, iterative research thr…
|
F 30 5⁄5 | ||||||||
| 15494 |
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
|
F 30 5⁄5 | ||||||||
| 15495 |
A server implementing the Model Context Protocol that enables users to retrieve…
|
F 30 5⁄5 | ||||||||
| 15496 |
Enables AI assistants to print documents, manage print queues, and control prin…
|
F 30 5⁄4 | ||||||||
| 15497 |
Explore your local files with fast glob matching and text search. Find files ac…
|
F 30 5⁄4 | ||||||||
| 15498 |
An intelligent tool that automates the setup of new Model Context Protocol (MCP…
|
F 30 5⁄4 | ||||||||
| 15499 |
An MCP server that enables users to retrieve YouTube transcripts and perform vi…
|
F 30 5⁄5 | ||||||||
| 15500 |
Social media automation with AI — publish, schedule, campaigns, DMs, analytics …
|
F 30 5⁄5 | ||||||||