MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 1 hour, 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53201 |
vivado-mcp-agent
Claim
MCP server for deterministic Vivado FPGA automation including project scaffoldi…
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| 53202 |
Short Video Agent Kit
Claim
Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/…
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| 53203 |
music21-mcp
Claim
Exposes 16 music21 MIDI analysis and editing tools to AI agents, enabling them …
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| 53204 |
A Model Context Protocol server that allows interaction with Twitter, enabling …
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| 53205 |
mcp-threatintel
Claim
A threat intelligence MCP server for Claude Code that enables lookup of IOCs, t…
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| 53206 |
DeepSlate MCP
Claim
An MCP server that renders Minecraft structure files (NBT / Sponge schematic / …
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| 53207 |
hyperliquid-mcp
Claim
MCP server that allows querying Hyperliquid open positions and unrealized PnL f…
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| 53208 |
browser-mcp
Claim
Agent-native browser control MCP server that enables AI agents to browse and in…
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| 53209 |
agent-bridge
Claim
A local MCP relay that enables two or more MCP-speaking agent CLIs to communica…
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| 53210 |
mcp-leave-management
Claim
Exposes employee leave-management operations (add employees, check balance, app…
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| 53211 |
Crypto market intelligence, evidence, watchlists, feedback, and paid x402 SKU r…
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| 53212 |
Universal Database MCP
Claim
A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Serve…
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| 53213 |
PineScript MCP Server
Claim
Enables AI-assisted creation, optimization, and management of PineScript tradin…
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| 53214 |
lockstep-mcp
Claim
Enables multiple AI agents like Claude and Codex to coordinate on the same proj…
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| 53215 |
mcp-todo-demo
Claim
A minimal MCP server that provides an interactive to-do list with checkboxes in…
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| 53216 |
artl-mcp
Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
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| 53217 |
Puppeteer+ MarTech
Claim
Extends Puppeteer to enable digital marketing and SEO analysis, including detec…
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| 53218 |
EXIF Extractor
Claim
Extract EXIF metadata from JPG and PNG images. Reveal camera details, exposure …
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| 53219 |
Search MCP servers, agent skills and APIs for travel: hotel ID mapping, rates, …
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| 53220 |
Email Alert MCP Server
Claim
Enables AI agents to read, filter, send emails, and check unread counts via the…
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| 53221 |
docjet-mcp
Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
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| 53222 |
auxly-memory-cli
Claim
Local-first, file-based memory layer for AI agents — one shared Markdown vault …
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| 53223 |
LabOps Agent MCP Server
Claim
MCP server that enables clinical lab staff to predict reagent stockouts, check …
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| 53224 |
Yougile MCP Server
Claim
Enables AI agents and developer tools to interact programmatically with Yougile…
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| 53225 |
garmin-mcp
Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
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| 53226 |
An MCP server that controls WSJT-X for amateur radio weak-signal modes (FT8/FT4…
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| 53227 |
Project RAG wiki
Claim
MCP server for searching, reading, listing, writing, and appending Markdown wik…
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| 53228 |
ms-teams-mcp
Claim
Provides access to Microsoft Teams, Outlook, Calendar, and SharePoint via the M…
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| 53229 |
Modal MCP
Claim
An MCP server for managing Modal — apps, containers, volumes, and secrets — and…
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| 53230 |
linux-admin-mcp-server
Claim
Linux system administration via AI agents — MCP server for managing services, p…
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| 53231 |
ipynb-mcp
Claim
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab se…
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| 53232 |
crypto-tracker-ai-mcp
Claim
crypto-tracker-ai-mcp MCP server by MEOK AI Labs
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| 53233 |
astral-bridge
Claim
Connects QQ via NapCat OneBot v11 to an Astral Code app-server, exposing MCP to…
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| 53234 |
tr-eli-mcp
Claim
An MCP server for accessing Turkish legislation (laws, regulations, decrees) vi…
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| 53235 |
My MCP Server
Claim
A demonstration FastMCP server with FastAPI integration that provides basic ari…
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| 53236 |
wmcp
Claim
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| 53237 |
MCP SSH Server
Claim
Enables AI assistants to execute commands and transfer files on remote servers …
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| 53238 |
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
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| 53239 |
docx-mcp-server
Claim
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
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| 53240 |
Read-only Mafdet AI account tools (models, balance, usage, subscription) and do…
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| 53241 |
Provides fast, self-hosted web search and reliable web scraping using SearXNG a…
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| 53242 |
Provides tools for discovering, building, deploying, and troubleshooting AWS De…
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| 53243 |
PyKernel MCP
Claim
MCP server that provides a persistent IPython kernel for executing Python code …
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| 53244 |
md-converter-mcp
Claim
Converts files (PDF, DOCX, PPTX, XLSX, images via OCR) and URLs to Markdown, en…
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| 53245 |
mcp-victoriametrics
Claim
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| 53246 |
PhantomHand
Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
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| 53247 |
eds-mcp-server
Claim
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
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| 53248 |
Enables AI models to retrieve user geolocation information through EdgeOne Page…
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| 53249 |
zh-education-mcp
Claim
MCP server for education statistics of the Canton and City of Zurich (BISTA), p…
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| 53250 |
Substack Reader
Claim
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
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