MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 3 hours, 39 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46801 |
Copr MCP
Claim
Provides tools to interact with Fedora Copr, enabling users to manage projects,…
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| 46802 |
Claude Stitch MCP
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Enables managing Stitch design projects via natural language, including listing…
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| 46803 |
server-anthropic
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Provides access to Anthropic's AI models through the Model Context Protocol, en…
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| 46804 |
BioOpenMCP
Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
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| 46805 |
llm-bus
Claim
Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, h…
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| 46806 |
Autopilots by Dania.ai
Claim
Social media automation with AI. Publish, schedule, manage campaigns, DMs, anal…
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| 46807 |
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
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| 46808 |
Memory MCP
Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
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| 46809 |
MCP Finder and Installer
Claim
Discover and connect to Model Context Protocol servers effortlessly. Installati…
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| 46810 |
MCP server for FireCrawl web scraping integration
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| 46811 |
feishu-reader
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Enables AI tools to extract Feishu documents (Docx/Wiki) via Feishu Open API an…
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| 46812 |
PixelLab Forge MCP
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An MCP server that connects AI assistants to the PixelLab pixel art generation …
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| 46813 |
WhisperGraph
Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
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| 46814 |
vault-mcp-server
Claim
Turns any folder of Markdown files into a searchable, structured knowledge base…
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| 46815 |
AgentOverflow
Claim
A token-optimized documentation and Q&A registry for AI agents, providing dense…
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| 46816 |
EdgeFinder
Claim
CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and…
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| 46817 |
eq-reference-mcp
Claim
MCP server for searching, browsing, solving, and interpolating engineering equa…
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| 46818 |
fanfou-mcp
Claim
基于 FastMCP 构建的饭否 MCP 服务器,提供饭否时间线、用户、发布等工具和服务。
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| 46819 |
markdown-ai-mcp
Claim
markdown-ai-mcp MCP server by MEOK AI Labs
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| 46820 |
Canvas
Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
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| 46821 |
clipboard-ai-mcp
Claim
clipboard-ai-mcp MCP server by MEOK AI Labs
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| 46822 |
rootcause-mcp
Claim
Enables AI agents to perform structured root cause analysis from clinical incid…
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| 46823 |
webcal-mcp
Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
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| 46824 |
A Model Context Protocol server that searches educational articles from todamat…
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| 46825 |
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
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| 46826 |
Nepal payments for AI agents — Khalti wallet via Khalti. Never holds funds.
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| 46827 |
React MCP
Claim
Enable Claude AI to manage and interact with React applications seamlessly.
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| 46828 |
OneNote MCP Server
Claim
Enables AI agents to read, search, write, and update Microsoft OneNote pages th…
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| 46829 |
Orshot
Claim
Orshot's MCP Server lets you dynamically generate images from your templates fr…
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| 46830 |
mcp-test
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| 46831 |
Closeread Verify
Claim
A verified dependency-audit verdict any AI agent can call over MCP, not a raw s…
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| 46832 |
Trello Task Manager MCP
Claim
Integrates with Trello to manage tasks and cards with features like creating, u…
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| 46833 |
files-vector-mcp-server
Claim
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
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| 46834 |
dr-mcp
Claim
Audits MCP configs, scores risk, and creates reversible repair plans.
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| 46835 |
karate-graph-mcp
Claim
Enables analysis of Karate framework feature files, extracting dependencies and…
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| 46836 |
ds-mcp-sync
Claim
Syncs design tokens and components from Figma to a Design System codebase, enab…
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| 46837 |
An MCP server that integrates with the Amadeus Flight Availabilities Search API…
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| 46838 |
mysql-mcp-server
Claim
Enables natural language interaction with MySQL databases through MCP, supporti…
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| 46839 |
astro
Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
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| 46840 |
smokeball-mcp
Claim
MCP server providing full Smokeball API coverage for law firm practice manageme…
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| 46841 |
TODO MCP Server
Claim
A minimal Model Context Protocol server implementation that provides tools for …
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| 46842 |
dbt-mcp
Claim
MCP server that provides tools to interact with dbt, including dbt Core, Cloud …
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| 46843 |
cjm_test
Claim
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| 46844 |
aivectormemory
Claim
Gives AI coding assistants cross-session persistent memory with semantic search…
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| 46845 |
Celo MCP
Claim
Enables read and write access to the Celo blockchain including balance checks, …
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| 46846 |
Base MCP Server
Claim
Enables AI applications to interact with the Base blockchain network and Coinba…
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| 46847 |
Archergate
Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
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| 46848 |
Azure DevOps MCP Server
Claim
An MCP server providing 69 tools for interacting with Azure DevOps, supporting …
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| 46849 |
MCP WPPConnect Server
Claim
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
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| 46850 |
Webhook testing API for AI agents. Send POST/PUT/PATCH/DELETE requests to any e…
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