MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 1 hour, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54901 |
VNStock Agent MCP Server
Claim
MCP server for Vietnamese stock market data, enabling AI assistants to access s…
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| 54902 |
MindMap
Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
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| 54903 |
mcp-gerajobs
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Local job marketplace: search jobs, apply, post listings. 50+ countries.
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| 54904 |
gemini-image-mcp
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MCP server that analyzes images with Google's Gemini vision models, allowing ag…
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| 54905 |
minecraft-schematic-lab
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Enables building and previewing Minecraft schematics from natural language desc…
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| 54906 |
Provides AI agents with a comprehensive web intelligence stack including crawli…
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| 54907 |
Claude Figma MCP
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A Model Context Protocol (MCP) server that enables Claude to create and manipul…
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| 54908 |
docshelf-mcp
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docshelf-mcp manages AI-friendly document collections — converts PDFs and Markd…
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| 54909 |
Box MCP Server
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Enables AI agents to manage Box files, folders, collaborations, and more via th…
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| 54910 |
Office-MCP
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Automates Windows Office applications (WPS Office and Outlook) via COM automati…
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| 54911 |
CollabMCP
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Provides shared real-time context for Claude Code agents, including scope aware…
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| 54912 |
XServer MCP Server
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MCP server for Xserver hosting that provides tools to manage mail accounts, DNS…
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| 54913 |
aidc-mcp-server
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AIDC MCP for OPR/BOD sizing, validation, and rackPlan layout from the shared 3D…
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| 54914 |
Lark MCP Custom
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Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
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| 54915 |
Smithery AuthKit
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Enable seamless creation and management of authentication workflows for your ap…
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| 54916 |
OPNsense MCP Server
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OPNsense MCP Server
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| 54917 |
Python Demo MCP Server
Claim
A demonstration server implementing the Model Context Protocol with Server-Sent…
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| 54918 |
High-value scientific tools for AI agents — literature search (PubMed, arXiv, S…
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| 54919 |
research-assistant-mcp
Claim
An MCP server that enables saving, retrieving, and managing research content us…
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| 54920 |
simulatte
Claim
Run synthetic research studies from any MCP client. 25+ SKUs + cross-study insi…
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| 54921 |
globalpulse-mcp
Claim
Real-world intelligence MCP — macroeconomics, climate, disasters, trade & aviat…
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| 54922 |
lark-chat-mcp
Claim
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
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| 54923 |
AbletonMCP
Claim
Control Ableton Live from Claude Code via the Model Context Protocol (MCP). Cre…
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| 54924 |
Flightdeck MCP Server
Claim
Enables AI clients to manage Flightdeck projects, work items, cycles, modules, …
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| 54925 |
agent-memory
Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
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| 54926 |
MCP Gateway
Claim
Lightweight Model Context Protocol gateway that exposes one entry point for mul…
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| 54927 |
azure-pricing-mcp
Claim
Enables LLMs to query Azure service pricing via the public Azure Retail Prices …
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| 54928 |
todo-mcp
Claim
A simple, powerful Todo list manager for Claude Desktop and other MCP-compatibl…
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| 54929 |
codetex-mcp
Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
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| 54930 |
advanced-seo-mcp
Claim
Provides AI agents with professional-grade SEO capabilities including on-page a…
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| 54931 |
groq-compound-mcp-server
Claim
Enables interaction with Groq models, including compound models, through tools …
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| 54932 |
mcpsq
Claim
A simple MCP server to discover and manage MCP servers. Provides tools to find,…
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| 54933 |
Pica MCP Server
Claim
MCP server that integrates with Pica to enable seamless interaction with 100+ t…
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| 54934 |
Dovetail MCP Server
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Enables AI tools to connect to the Dovetail API for accessing customer insights…
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| 54935 |
Weather MCP Server
Claim
An MCP server that provides weather alerts and forecasts for US locations using…
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| 54936 |
keyreaper
Claim
KeyReaper is an MCP server that gives Claude agents full control over API keys …
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| 54937 |
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
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| 54938 |
aimarket-plugins
Claim
**aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-host…
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| 54939 |
@yawlabs/npmjs-mcp
Claim
Enables npm registry operations from MCP clients like Claude Code and Cursor, w…
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| 54940 |
Ship software securely with an AI AppSec Agent
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| 54941 |
Modular RAG MCP Server
Claim
A pluggable, observable modular RAG service framework that exposes tool interfa…
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| 54942 |
mcp-youtube-search
Claim
Enables searching YouTube videos via SerpAPI, returning video details such as t…
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| 54943 |
A remote MCP server deployed on Cloudflare Workers with OAuth authentication, e…
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| 54944 |
MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via …
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| 54945 |
gbif-mcp-server
Claim
Search GBIF species taxonomy, occurrence records, datasets, and publishers.
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| 54946 |
MCP Server Basic Example
Claim
A basic Model Context Protocol server implementation that demonstrates core MCP…
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| 54947 |
MCP AI Docs
Claim
An MCP server that provides indexed, searchable access to Anthropic Claude and …
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| 54948 |
An autonomous AI operations hub for enterprise e-commerce that uses a decentral…
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| 54949 |
Cornerstone MCP Server
Claim
Enables Claude and other MCP clients to interact with Cornerstone memory, suppo…
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| 54950 |
Crypto MCP Server
Claim
Provides real-time cryptocurrency market data including prices, K-line charts, …
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