MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22301 |
AI-native link intelligence — shorten, track, and manage links from any AI agent
|
F 25 4⁄3 | ||||||||
| 22302 |
A powerful image generation tool using Google's Imagen 3.0 API through MCP. Gen…
|
F 25 4⁄3 | ||||||||
| 22303 |
A portable, Dockerized Python tool that implements Model Context Protocol for a…
|
F 25 4⁄3 | ||||||||
| 22304 |
Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Includes OpenAI's G…
|
F 25 4⁄3 | ||||||||
| 22305 |
Enables seamless interaction with Odoo instances through the Model Context Prot…
|
F 25 4⁄4 | ||||||||
| 22306 |
Enables AI models to perform comprehensive Git repository management including …
|
F 25 4⁄4 | ||||||||
| 22307 |
A server that connects to PostgreSQL databases and provides tools for safely ex…
|
F 25 4⁄3 | ||||||||
| 22308 |
MCP server for Slither static analysis of Solidity smart contracts
|
F 25 4⁄3 | ||||||||
| 22309 |
Facilitates interaction with Bitbucket Server for pull request management using…
|
F 25 4⁄4 | ||||||||
| 22310 |
Context+ is a semantic intelligence server that transforms codebases into searc…
|
F 25 4⁄4 | ||||||||
| 22311 |
MongoDB Model Context Protocol Server
|
F 25 4⁄3 | ||||||||
| 22312 |
An MCP server to create inboxes on the fly to send, receive, and take actions o…
|
F 25 4⁄3 | ||||||||
| 22313 |
Secure MCP access for private infrastructure over Tailscale — 48 tools across 9…
|
F 25 4⁄3 | ||||||||
| 22314 |
An MCP server that provides comprehensive DeFi analytics and data access for th…
|
F 25 4⁄3 | ||||||||
| 22315 |
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
|
F 25 4⁄4 | ||||||||
| 22316 |
Self-hosted knowledge backend for AI agents with hybrid search and MCP tools
|
F 25 4⁄3 | ||||||||
| 22317 |
Provides AI agents with 37 OSINT tools and 12 data sources to perform unified r…
|
F 25 4⁄4 | ||||||||
| 22318 |
🧠 Elasticsearch-powered MCP server with hierarchical memory categorization, int…
|
F 25 4⁄3 | ||||||||
| 22319 |
MCP server for Zabbix monitoring and automation
|
F 25 4⁄3 | ||||||||
| 22320 |
Open-source relational AI framework with identity persistence, memory, and MCP …
|
F 25 4⁄3 | ||||||||
| 22321 |
Enables Claude to automatically extract entities and relationships from URLs, P…
|
F 25 4⁄4 | ||||||||
| 22322 |
Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction …
|
F 25 4⁄4 | ||||||||
| 22323 |
An MCP server that bridges AI agents with GUI automation capabilities, allowing…
|
F 25 4⁄3 | ||||||||
| 22324 |
A Model Context Protocol server for executing commands via SSH on remote server…
|
F 25 4⁄3 | ||||||||
| 22325 |
A server implementation that enables controlling web browsers programmatically …
|
F 25 4⁄3 | ||||||||
| 22326 |
Enables AI agents to programmatically generate, edit, and view Excalidraw diagr…
|
F 25 4⁄4 | ||||||||
| 22327 |
A Python-based MCP server and React dashboard designed for system monitoring an…
|
F 25 4⁄4 | ||||||||
| 22328 |
Bridges Ghidra's reverse engineering capabilities with AI tools through 179 spe…
|
F 25 4⁄3 | ||||||||
| 22329 |
Reddit outreach at scale — find prospects, send 1000s of DMs/day, and manage yo…
|
F 25 4⁄3 | ||||||||
| 22330 |
Enables external tool registration and execution through WebSocket-based commun…
|
F 25 4⁄4 | ||||||||
| 22331 |
Nocodb database integration, read and write capabilities
|
F 25 4⁄4 | ||||||||
| 22332 |
Enables browser automation and web scraping with multi-session management, supp…
|
F 25 4⁄3 | ||||||||
| 22333 |
An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Q…
|
F 25 4⁄4 | ||||||||
| 22334 |
An intelligent assistant for Pull Request analysis that integrates GitHub with …
|
F 25 4⁄4 | ||||||||
| 22335 |
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social …
|
F 25 4⁄3 | ||||||||
| 22336 |
Enables AI assistants to interact with QuantConnect's algorithmic trading platf…
|
F 25 4⁄4 | ||||||||
| 22337 |
Security proxy that wraps any MCP server with bidirectional scanning for creden…
|
F 25 4⁄3 | ||||||||
| 22338 |
A Model Context Protocol (MCP) server that enables LLMs to interact with Plane.…
|
F 25 4⁄4 | ||||||||
| 22339 |
An MCP server that enables natural language interaction with Google's Discovery…
|
F 25 4⁄4 | ||||||||
| 22340 |
A comprehensive MCP server providing 35 tools for managing Telegram messages, m…
|
F 25 4⁄4 | ||||||||
| 22341 |
Enables interaction with the Unstructured API to manage data workflows, includi…
|
F 25 4⁄4 | ||||||||
| 22342 |
A Model Context Protocol server that enables LLMs to create, modify, and manipu…
|
F 25 4⁄4 | ||||||||
| 22343 |
All Voice Lab MCP Server
|
F 25 4⁄4 | ||||||||
| 22344 |
A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
|
F 25 4⁄3 | ||||||||
| 22345 |
A high-performance string search utility with Model Context Protocol integratio…
|
F 25 4⁄3 | ||||||||
| 22346 |
A server that connects to the Notion API and exposes functionality through Clau…
|
F 25 4⁄4 | ||||||||
| 22347 |
Gaia Protocol—a planetary DAO for global resource management using quantum-enta…
|
F 25 4⁄3 | ||||||||
| 22348 |
MCP proxy & AI automation platform with a human approval layer
|
F 25 4⁄3 | ||||||||
| 22349 |
Enables Claude to control PyMOL for molecular visualization and structural biol…
|
F 25 4⁄3 | ||||||||
| 22350 |
AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3…
|
F 25 4⁄3 | ||||||||