MCP Server Quality Scores
Independent quality analysis of 59785 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 1701 |
Enables academic paper search and analysis through the AMiner API. Supports key…
|
B 79 5⁄5 | ||||||||
| 1702 |
MCP server for RDS Services via OPENAPI.
|
B 79 5⁄5 | ||||||||
| 1703 |
Enables AI agents to perform Black-Litterman portfolio optimization with invest…
|
B 79 5⁄4 | ||||||||
| 1704 |
pty-mcp
Claim
Interactive PTY sessions for AI agents — local shells, SSH with persistent sess…
|
B 79 4⁄4 | ||||||||
| 1705 |
A TypeScript-based MCP server that enables users to write text notes directly t…
|
B 79 5⁄4 | ||||||||
| 1706 |
Enables synchronization and management of FoundryVTT journal entries within a N…
|
B 79 5⁄4 | ||||||||
| 1707 |
Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→…
|
B 79 5⁄4 | ||||||||
| 1708 |
Meting-Agent
Claim
🪐 面向 AI 的多音乐平台的 API 代理 • 网易云 • QQ音乐 • 酷狗 • 酷我 🎻 Multi-platform music API agent …
|
B 79 5⁄4 | ||||||||
| 1709 |
Persistent semantic memory for AI agents. SQLite-backed, local-first, zero conf…
|
B 79 5⁄4 | ||||||||
| 1710 |
Provides access to real-time data from the French Basketball Federation (FFBB),…
|
B 79 6⁄6 | ||||||||
| 1711 |
Provides Claude Desktop access to Defense.com threat intelligence data for risk…
|
B 79 5⁄5 | ||||||||
| 1712 |
Model Context Protocol server for Fast Healthcare Interoperability Resources (F…
|
B 79 5⁄5 | ||||||||
| 1713 |
Analyzes git repository metrics to understand team health, development patterns…
|
B 79 5⁄4 | ||||||||
| 1714 |
Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusi…
|
B 79 5⁄5 | ||||||||
| 1715 |
Enables applying unified diff patches to files with comprehensive security vali…
|
B 79 5⁄5 | ||||||||
| 1716 |
Enables LLMs to create and manage persistent, interactive shell sessions with f…
|
B 79 5⁄4 | ||||||||
| 1717 |
A comprehensive MCP server for stock analysis and trading insights, including s…
|
B 79 5⁄4 | ||||||||
| 1718 |
Enables AI assistants to interact with Zoho Projects for managing projects, tas…
|
B 79 5⁄5 | ||||||||
| 1719 |
Timezone, dates, cron, timestamps for AI agents
|
B 79 4⁄4 | ||||||||
| 1720 |
A Model Context Protocol (MCP) server providing AI assistants with access to he…
|
B 79 5⁄5 | ||||||||
| 1721 |
Cross-reference your BirdNET-Pi data with eBird observations using natural lang…
|
B 79 5⁄5 | ||||||||
| 1722 |
Enables AI assistants to validate LPC code and examine compiled bytecode using …
|
B 79 5⁄4 | ||||||||
| 1723 |
omen
Claim
Multi-language code analysis for complexity, debt, hotspots, ownership, and def…
|
B 79 5⁄4 | ||||||||
| 1724 |
MCP server for envibe that provides controlled access to environment variables …
|
B 79 5⁄4 | ||||||||
| 1725 |
Web page change tracking with structured diffs. markgrab + snapgrab integration.
|
B 79 4⁄4 | ||||||||
| 1726 |
Enables efficient editing of structured RBT documents through targeted operatio…
|
B 79 5⁄5 | ||||||||
| 1727 |
Enables automation and management of TP-Link BE3600 routers through browser aut…
|
B 79 5⁄4 | ||||||||
| 1728 |
A minimal and auditable MCP server that enables local AI assistants to read and…
|
B 79 5⁄5 | ||||||||
| 1729 |
Provides automated login functionality for localhost web applications using pre…
|
B 79 5⁄5 | ||||||||
| 1730 |
notion-mcp
Claim
A Model Context Protocol (MCP) server that integrates with Notion's API to mana…
|
B 79 5⁄5 | ||||||||
| 1731 |
On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token…
|
B 79 5⁄5 | ||||||||
| 1732 |
Provides comprehensive website validation across performance, accessibility, SE…
|
B 79 5⁄5 | ||||||||
| 1733 |
Provides comprehensive medical information by querying authoritative sources in…
|
B 79 5⁄5 | ||||||||
| 1734 |
Enhances AI model capabilities with structured, retrieval-augmented thinking pr…
|
B 79 5⁄5 | ||||||||
| 1735 |
ComfyUI MCP Server
Claim
Generate and refine AI images/audio/video through natural conversation.
|
B 79 5⁄4 | ||||||||
| 1736 |
Enables secure database interactions with MySQL, PostgreSQL, and SQLite through…
|
B 79 5⁄5 | ||||||||
| 1737 |
An AI-powered automation bridge for Adobe Premiere Pro that enables controlling…
|
B 79 5⁄5 | ||||||||
| 1738 |
Provides conversational access to a local CVE (Common Vulnerabilities and Expos…
|
B 79 5⁄5 | ||||||||
| 1739 |
Jinni is a tool to efficiently provide Large Language Models the context of you…
|
B 79 5⁄5 | ||||||||
| 1740 |
Gemini-powered MCP server for automated code review, analysis, and documentatio…
|
B 79 5⁄4 | ||||||||
| 1741 |
An advanced web browsing server enabling headless browser interactions via a se…
|
B 79 5⁄5 | ||||||||
| 1742 |
Enables users to generate sound effects from text descriptions using Meta's Aud…
|
B 79 5⁄4 | ||||||||
| 1743 |
An MCP server for Apache Airflow
|
B 79 5⁄4 | ||||||||
| 1744 |
An MCP server for the RocketCyber Managed SOC platform that provides read-only …
|
B 79 5⁄5 | ||||||||
| 1745 |
A secure, containerized MCP server that enables AI assistants to manage Terrafo…
|
B 79 5⁄4 | ||||||||
| 1746 |
MySQL Navigator MCP
|
B 79 5⁄4 | ||||||||
| 1747 |
MCP server for Synthesizer V AI Vocal Studio, which allows LLMs to create/edit …
|
B 79 5⁄5 | ||||||||
| 1748 |
Enterprise AI coding usage analytics — track spend, model usage, and costs acro…
|
B 79 5⁄4 | ||||||||
| 1749 |
Enables processing and translating SRT subtitle files with intelligent conversa…
|
B 79 5⁄5 | ||||||||
| 1750 |
A MCP server for interacting with Taiga Project Manager
|
B 79 5⁄5 | ||||||||