MCP Server Quality Scores
Independent quality analysis of 58579 public MCP servers
Last updated 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58251 |
Arcane MCP
Claim
AI-powered Docker management server that enables natural language control of en…
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| 58252 |
TracePulse
Claim
Runtime feedback MCP server for AI coding agents. It watches dev server logs, p…
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| 58253 |
mcp-server-github
Claim
A Model Context Protocol (MCP) server that enables AI assistants like Claude to…
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| 58254 |
real-estate-listing-mcp
Claim
real-estate-listing-mcp MCP server by MEOK AI Labs
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| 58255 |
Pterodactyl MCP Server
Claim
Enables managing Pterodactyl Game Panel servers via Client and Application APIs…
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| 58256 |
uniple-x402-purchase
Claim
Enables AI agents to browse, quote, and purchase products from Uniple's x402 ca…
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| 58257 |
shadcndashboard-mcp
Claim
MCP server for Shadcn Dashboard that enables AI to discover, search, and instal…
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| 58258 |
leetcode-helper
Claim
An MCP server that provides structured, AI-powered guidance for LeetCode proble…
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| 58259 |
leboncoin-mcp
Claim
Enables AI assistants to search and consult Leboncoin classified ads through th…
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| 58260 |
Cairn
Claim
A local-private context-handoff tool for AI agents, preserving decisions, evide…
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| 58261 |
Semantic Code MCP Server
Claim
Bridges MCP and LSP to enable semantic code analysis, including go-to-definitio…
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| 58262 |
ms-todo-only-mcp
Claim
Thin MCP wrapper providing read-only access to Microsoft To Do tasks via Micros…
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| 58263 |
freee-chat-mcp-server
Claim
Enables Claude Desktop to interact with freee accounting API for expense regist…
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| 58264 |
infra-diagnostics-mcp
Claim
An MCP server providing infrastructure diagnostic tools including port checks, …
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| 58265 |
mcp-availability-server
Claim
Provides tools to check appointment availability and format call summaries via …
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| 58266 |
touchdesigner-mcp
Claim
An MCP server for TouchDesigner that lets you control TouchDesigner with Claude
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| 58267 |
MCP server for Cloudflare D1 database introspection, providing schema analysis,…
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| 58268 |
figma-comments-mcp
Claim
Enables reading and acting on comments in Figma and FigJam, resolving which lay…
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| 58269 |
Enables searching, reading, and listing pages from the official chezmoi documen…
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| 58270 |
Cortex
Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
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| 58271 |
Provides AI-powered access to the largest EU GDPR enforcement decisions databas…
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| 58272 |
treesitter-mcp
Claim
An MCP server and CLI that uses Tree-sitter to parse and analyze code.
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| 58273 |
Enables AI-powered web test automation with self-healing locators and automatic…
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| 58274 |
Retrograde MCP
Claim
A Model Context Protocol server that provides real astronomical data (planetary…
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| 58275 |
CloakBrowser MCP
Claim
CloakBrowser MCP is a Python MCP server that lets agents control a CloakBrowser…
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| 58276 |
metatrader-mcp-server
Claim
Enables natural language management of MetaTrader 5 accounts, including checkin…
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| 58277 |
qa-ai-agents
Claim
Enables automated QA testing by running a pipeline of AI agents that generate t…
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| 58278 |
Background Process MCP
Claim
Enables LLMs to start, stop, and monitor long-running command-line processes in…
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| 58279 |
LinguaMCP
Claim
Serves daily language lessons from a structured curriculum, enabling natural pr…
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| 58280 |
gmail-mcp
Claim
Full Gmail control for any MCP-compatible AI agent. Exposes ~40 tools for readi…
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| 58281 |
agent-orchestrator
Claim
Enables multi-model leader-worker agent orchestration, workflow execution, and …
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| 58282 |
fi-eli-mcp
Claim
Enables accessing Finnish legislation from the Finlex open-data API, listing st…
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| 58283 |
shopify-mcp
Claim
Enables management of Shopify store via GraphQL, including products, orders, in…
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| 58284 |
Local-first MCP-style code memory for research repositories: enables file searc…
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| 58285 |
Elasticsearch MCP Server
Claim
A read-only MCP server for Elasticsearch 7.10 clusters, providing tools for clu…
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| 58286 |
vibe-code-mcp
Claim
Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 s…
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| 58287 |
whois-mcp
Claim
A Model Context Protocol server for performing WHOIS domain lookups directly vi…
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| 58288 |
A production-ready MCP server providing comprehensive DevOps capabilities for t…
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| 58289 |
eip7702-rescue
Claim
Forensic MCP + hardened delegate for recovering assets from EIP-7702-compromise…
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| 58290 |
pve-mcp-server
Claim
Enables AI assistants to monitor and analyze Proxmox VE virtualization environm…
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| 58291 |
MCP server that provides access to Chinese stock market data using akshare-one
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| 58292 |
Agent Ready
Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
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| 58293 |
Kafka MCP Server
Claim
Enables interaction with Kafka clusters via MCP, supporting topic management (l…
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| 58294 |
Octoparse MCP Server
Claim
Enables AI assistants to perform no-code web scraping via Octoparse. Users can …
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| 58295 |
error2fix
Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
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| 58296 |
inFakt MCP Server
Claim
Integrates the inFakt API with Claude AI, enabling management of invoices, clie…
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| 58297 |
@kubova/mcp
Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
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| 58298 |
A collection of MCP servers providing structured tools for ARM specification, v…
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| 58299 |
indic-normalize-mcp
Claim
Enables Indic-language transliteration and normalization of Indian names and ad…
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| 58300 |
Date MCP Server
Claim
Provides AI assistants with real-time date, time, and timezone information, ena…
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