MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21701 |
Enables AI assistants to interact with the Zapmail API through natural language…
|
C 68 4⁄4 | ||||||||
| 21702 |
pmcp
Claim
High-quality Rust SDK for Model Context Protocol (MCP) with full TypeScript SDK…
|
C 68 4⁄3 | ||||||||
| 21703 |
An Elasticsearch-based AI memory system optimized for Chinese that enables pers…
|
C 68 4⁄4 | ||||||||
| 21704 |
Enables natural language search and retrieval of data from Japan's Ministry of …
|
C 68 4⁄4 | ||||||||
| 21705 |
MCP Server that connects AI agents to FHIR servers. One example use case is que…
|
C 68 4⁄4 | ||||||||
| 21706 |
Provides AI agents with visibility into React applications by exposing tools to…
|
C 68 4⁄3 | ||||||||
| 21707 |
Polyglot MCP test generation with 8-section contract enforcement across Python,…
|
C 68 3⁄3 | ||||||||
| 21708 |
Provides fast file search capabilities using fd (a modern find alternative), en…
|
C 68 4⁄3 | ||||||||
| 21709 |
A Model Context Protocol server that connects AI assistants like Claude to AWS …
|
C 68 4⁄4 | ||||||||
| 21710 |
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts.
|
C 68 3⁄3 | ||||||||
| 21711 |
MCP File Reader
Claim
A local AI-powered file reader that connects a Python MCP server with Ollama's …
|
C 68 3⁄3 | ||||||||
| 21712 |
Enables building and managing knowledge workspaces with tools for ingesting con…
|
C 68 3⁄3 | ||||||||
| 21713 |
GhidrAssistMCP
Claim
An native MCP server extension for Ghidra
|
C 68 3⁄3 | ||||||||
| 21714 |
Provides structured access to PMAS Arid Agriculture University Rawalpindi's aca…
|
C 68 4⁄4 | ||||||||
| 21715 |
Transforms AI agents into industry experts through natural conversation, enabli…
|
C 68 4⁄4 | ||||||||
| 21716 |
MCP server for Strava integration, enabling LLMs to query activities, athlete s…
|
C 68 4⁄3 | ||||||||
| 21717 |
Enables dice rolling mechanics for tabletop RPGs including standard dice notati…
|
C 68 4⁄3 | ||||||||
| 21718 |
Marketstack MCP Server
Claim
Exposes various Marketstack API endpoints as MCP tools, providing access to fin…
|
C 68 4⁄4 | ||||||||
| 21719 |
Enables interaction with Shopify store data (products, customers, orders) via G…
|
C 68 4⁄4 | ||||||||
| 21720 |
Prevents your AI from breaking code by revealing hidden file dependencies throu…
|
C 68 4⁄3 | ||||||||
| 21721 |
solon-ai
Claim
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; A…
|
C 68 3⁄3 | ||||||||
| 21722 |
Gearboy
Claim
Game Boy / Game Boy Color / Super Game Boy emulator, debugger and embedded MCP …
|
C 68 3⁄3 | ||||||||
| 21723 |
toolhive-cloud-ui
Claim
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highligh…
|
C 68 4⁄3 | ||||||||
| 21724 |
MCP Server for publicly available Indian Mutual Funds data
|
C 68 3⁄3 | ||||||||
| 21725 |
Enables database operations and cloud infrastructure management for ClickHouse,…
|
C 68 4⁄4 | ||||||||
| 21726 |
Search, discover, and contribute to AgentPedia - the knowledge base for AI agen…
|
C 68 3⁄3 | ||||||||
| 21727 |
MCP server for managing Docker containers, images, networks, volumes, and regis…
|
C 68 4⁄3 | ||||||||
| 21728 |
Enables AI agents to control Adobe Lightroom Classic on macOS for professional …
|
C 68 4⁄3 | ||||||||
| 21729 |
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonom…
|
C 68 3⁄3 | ||||||||
| 21730 |
An automated MCP server for Google Stitch that enables AI-driven UI design gene…
|
C 68 4⁄3 | ||||||||
| 21731 |
A comprehensive suite of tools for DeFi operations and analytics on the Telos b…
|
C 68 4⁄4 | ||||||||
| 21732 |
AI powered automation toolkit which acts as an agent that discovers MCP servers…
|
C 68 4⁄3 | ||||||||
| 21733 |
Query MRR, churn, and revenue from Stripe, Gumroad & Lemon Squeezy in Claude
|
C 68 3⁄3 | ||||||||
| 21734 |
Enables AI-powered management of Ludus cyber range environments through natural…
|
C 68 4⁄4 | ||||||||
| 21735 |
Bluetooth MCP Server
Claim
A ModelContextProtocol server that enables Claude AI to detect and scan nearby …
|
C 68 4⁄4 | ||||||||
| 21736 |
Zabbix integration for hosts, items, triggers, templates, problems, data and mo…
|
C 68 4⁄4 | ||||||||
| 21737 |
Enable AI agents to compile TeX files with LaTeX inside a Docker container.
|
C 68 4⁄3 | ||||||||
| 21738 |
MCP server for integrating Ghidra with AI assistants. This plugin enables binar…
|
C 68 4⁄3 | ||||||||
| 21739 |
Enables AI to control iOS simulators through the MCP protocol. Supports device …
|
C 68 3⁄3 | ||||||||
| 21740 |
|
C 68 3⁄3 | ||||||||
| 21741 |
Enhances Claude's capabilities by providing access to website analytics data fr…
|
C 68 4⁄4 | ||||||||
| 21742 |
WinBridgeAgent
Claim
Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, …
|
C 68 4⁄3 | ||||||||
| 21743 |
Enables AI assistants to interact with Metabase through its API, allowing them …
|
C 68 4⁄4 | ||||||||
| 21744 |
Provides comprehensive access to HubSpot's CRM API, enabling management of cont…
|
C 68 4⁄4 | ||||||||
| 21745 |
Episodic memory and architectural policy for AI agents. Frames, Atlas, and Poli…
|
C 68 4⁄3 | ||||||||
| 21746 |
xiaozhidog-mcp-music
Claim
免费音乐MCP服务器，提供音乐搜索、播放控制、音量调节和播放列表管理功能，专为小智AI音响设计。
|
C 68 3⁄3 | ||||||||
| 21747 |
Knowledge base for Claude Code with semantic search, feed intelligence, and tea…
|
C 68 3⁄3 | ||||||||
| 21748 |
Enables interaction with Shopify store data via the GraphQL Admin API to manage…
|
C 68 4⁄4 | ||||||||
| 21749 |
Enables direct interaction with FoundryVTT virtual tabletop servers via native …
|
C 68 4⁄4 | ||||||||
| 21750 |
MCP server for querying Google Search Console data — search analytics, URL insp…
|
C 68 3⁄3 | ||||||||