MCP Server Quality Scores
Independent quality analysis of 59573 public MCP servers
Last updated 2 hours, 10 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59451 |
grammar-fix-ai-mcp
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grammar-fix-ai-mcp MCP server by MEOK AI Labs
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| 59452 |
Strata Memory MCP Server
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Enables AI agents to manage hierarchical memory with Markdown-based storage, ti…
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| 59453 |
trading-mcp-server
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Provides a safe trading toolkit for AI agents with market data, indicators, pap…
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| 59454 |
Screen Capture MCP
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Enables AI agents to capture screen regions by defining a visual overlay or arb…
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| 59455 |
hko-mcp
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MCP server with basic demonstration of getting weather from Hong Kong Observato…
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| 59456 |
context-mcp
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Provides persistent memory and a codebase knowledge graph for AI coding assista…
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| 59457 |
Amplitude MCP Server
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Enables AI assistants to integrate Amplitude analytics for tracking events, pag…
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| 59458 |
pixel-surgeon-mcp
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AI image and video generation, editing, and transplant-grade region repair. Mul…
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| 59459 |
An MCP server that brokers discovery and interaction with AAuth resources, prov…
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| 59460 |
Security-hardened file organizer with smart categorization and duplicate detect…
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| 59461 |
geolocation-mcp
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An MCP server that provides fast and up-to-date IP geolocation data.
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| 59462 |
axiomatic-mcp
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MCP server enabling AI assistants to access the Axiomatic_AI Platform for scien…
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| 59463 |
Great Question
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Great Question is the Agentic UX research platform for product builders. Run in…
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| 59464 |
Turkey Data
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Live Turkey data: gold prices, TCMB FX rates, fuel prices, prayer times, Kandil…
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| 59465 |
Create and manage forms, collect submissions — a headless form builder powered …
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| 59466 |
Caboose MCP
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A comprehensive personal AI toolserver that exposes 105 tools across 25 groups—…
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| 59467 |
Finance MCP Server
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Enables fetching financial statements (Income Statement, Balance Sheet, Cash Fl…
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| 59468 |
Work-Timer
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An MCP server for time tracking and billing that allows freelancers to control …
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| 59469 |
vivado-mcp
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A minimal MCP server that provides 25 tools and 5 hooks to control Xilinx Vivad…
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| 59470 |
Searches AustLII for Australian legislation and case law, enabling AI agents to…
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| 59471 |
agy-ui-mcp
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Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision …
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| 59472 |
mcp-python-repl
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A production-grade MCP server providing a persistent Python REPL with multi-ses…
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| 59473 |
mcp-spotify
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Enables AI agents to create, manage, and populate Spotify playlists using the S…
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| 59474 |
MCP Server Template
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A production-ready FastMCP server template with modular architecture for buildi…
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| 59475 |
MCPDocSearch
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Crawls documentation websites and provides semantic search capabilities over th…
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| 59476 |
KiroStats
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Real-time credit usage and session tracking for Kiro IDE, reading from local st…
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| 59477 |
cloudprice-mcp
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MCP server that lets Claude (or any MCP-compatible client) compare on-demand co…
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| 59478 |
MCP Server Node
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A Node.js MCP server example with user management, task management, and calcula…
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| 59479 |
AgentsID Guard
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MCP server that protects shell, file, database, git, and HTTP operations with p…
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| 59480 |
mcp-dm8-server
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Provides table structure browsing and read-only query capabilities for DM8 data…
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| 59481 |
mcp-google-multi
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Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, D…
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| 59482 |
keboola-mcp-server
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interact with Keboola Connection Data Platform. This server provides tools for …
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| 59483 |
mcp-server-nmap
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Enables network scanning and reconnaissance through MCP tools, leveraging nmap …
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| 59484 |
Playwright MCP
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Provides browser automation capabilities using Playwright, allowing LLMs to int…
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| 59485 |
colab-autopilot
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Enables AI agents to autonomously manage Google Colab GPU sessions, submit and …
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| 59486 |
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
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| 59487 |
Võro MCP Server
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An MCP server for working with the Võro language: local dictionary and corpus l…
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| 59488 |
Rails Agent Skills
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Rails development skills, docs, and workflows exposed through MCP stdio.
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| 59489 |
OKX MCP Console v2.0
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Unified MCP console for OKX's full ecosystem, integrating CEX, onchain, predict…
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| 59490 |
Beeper Texts MCP Server
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Local-only MCP server that exposes Beeper Texts data (messages, chats, contacts…
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| 59491 |
Converts ComfyUI workflows into MCP tools for AI agents to generate images, vid…
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| 59492 |
mcpsmith
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deposit pour un test n8n
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| 59493 |
av1
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| 59494 |
COMSOL MCP Server
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Enables AI agents to automate COMSOL Multiphysics simulations, including model …
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| 59495 |
An MCP server that enables AI agents to interact with QuickBooks Online account…
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| 59496 |
Enables AI agents to control Home Assistant smart home devices via MCP, with ze…
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| 59497 |
google-spreadsheet-mcp
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MCP server enabling AI agents to read, write, and manage Google Sheets, includi…
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| 59498 |
projectlibre-mcp
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Read, analyze, create, and edit ProjectLibre project files (.pod/.xml) from Cla…
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| 59499 |
PAL MCP
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A Model Context Protocol server that connects multiple AI models into a single …
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| 59500 |
mega-outlook-mcp
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Comprehensive MCP server for local Microsoft Outlook automation, providing 64 t…
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