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Model and agent tools 29 Design and media 25 Communication and chat 24 Marketing and SEO 23 Office documents and spreadsheets 23 Data warehouses and analytics 20 Project management 18 Web search and scraping 18 Operating system and shell 18 Cloud platforms 18 Calendar and scheduling 16 Science and research 15 Docs and knowledge bases 14 Maps and location 14 Coding agent tools 14 Developer tools 12 E-commerce 12 Memory and context 8 Browser automation 8 Government and public records 7 Legal and compliance 5 Jobs and HR 5 Search and retrieval (RAG) 4 Games and game engines 3 Education 2 Food and drink 2 Smart home and hardware 1 Real estate 1 Workflow automation 1

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Works in Claude Code 735 Claude Desktop 654 Cursor 735 VS Code 735 Devin Desktop 735 Zed 707 Cline 735 Continue 654 Goose 707 LM Studio 735 Gemini CLI 735 Codex 707 mcp-client-cli 4 oterm 735 TUUI 4 BoltAI 4 Agenvoy 707 Amp 735 AnythingLLM 735 Augment Code 654 Bob Shell 707 ECA 735 Kiro 707 Kiro CLI 707

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Listed in Official MCP Registry 731 npm 81 PyPI 6 Docker 2 Hugging Face Spaces 9

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NDWS Wildfire Spread Prediction co.huggingface.amar-atoum/ndws-pipeline

Conditional DDPM for next-day wildfire spread prediction

81.25% up · 30 days

Maps and location Hugging Face Spaces Remote 3 tools MIT
Alpic ai.alpic.mcp/alpic-mcp

Manage your projects, debug deployments, and check analytics for any MCP server you host with Alpic.

100% up · 30 days

Developer tools Official MCP Registry Remote
Ankra ai.ankra/platform

Deploy and operate Kubernetes: clusters, stacks, apps, logs, metrics and security, with OAuth.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
AppDeploy ai.appdeploy/deploy-app

AppDeploy turns app ideas described in AI chat into live full-stack web applications

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
Cloud World Model ai.cloudworldmodel/cloud-world-model

Simulate cloud infrastructure and estimate cost before deploying or changing infrastructure.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
ColdState — Deterministic Knowledge Infrastructure ai.coldstate/knowledge

Deterministic knowledge for AI agents: search, fetch, cite and verify a 48M-entry knowledge base.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
Data Center Index ai.datacenterindex/datacenterindex

AI infrastructure tracker: data center campuses, power projects, MW and the companies behind them

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
DealFilter ai.dealfilter/mcp

AI deal pipeline for IT freelancers in DACH: analyze, list and manage project inquiries.

100% up · 30 days

Jobs and HR Official MCP Registry Remote
FutureInfra ai.futureinfra/futureinfra

Korean cloud for AI agents — servers, Docker apps with HTTPS, domains, scraping, 300+ AI models

100% up · 30 days

Web search and scraping Official MCP Registry Remote
Cor ai.getcor/mcp

Run customer onboarding from your AI tool: build plans, deploy agents, find bottlenecks.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
Dynamic Health Monitor ai.getvda/dynamic-health-monitor

Give it one seed; it finds every service and checks HTTP, TCP, SSL and DNS.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
Mysql Redis Compose Generator Nginx ai.getvda/mysql-redis-compose-generator-nginx

MySQL + Redis Compose Generator (Nginx)

100% up · 30 days

Databases Official MCP Registry Remote
Nginx Redis Stack Generator ai.getvda/nginx-redis-stack-generator

Nginx + Redis Stack Generator

100% up · 30 days

Databases Official MCP Registry Remote
GoMain ai.gomain/domains

Domain availability and prices from 40+ registrars, name checks, DNS setup, and a domain broker

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
GreenlandAI ai.greenlandai/greenlandai

The physical world as queryable data: companies, deposits, infrastructure, projects and commodities.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
HostingFor.AI ai.hostingfor/hosting

Publish and manage websites on HostingFor.AI: files, DNS, MySQL, SSL and site checks.

100% up · 30 days

Databases Official MCP Registry Remote
Infrabase ai.infrabase/directory

Hand-verified AI infrastructure directory: tools, alternatives, EU providers, LLM API prices.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
InfraPulse ai.infrapulse/infrapulse

AI agent infrastructure for discovery, authorization, execution, identity, and signed receipts.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote
JustDeploy ai.justdeploy/mcp

Deploy and manage your apps, databases, storage, and scheduled jobs from your AI agent

100% up · 30 days

Databases Official MCP Registry Remote
Dns Check ai.kaiv/dns-check

Live DNS lookups for agents: A/MX/TXT/SPF/CNAME/PTR with TTLs and DNSSEC, via Google Public DNS.

100% up · 30 days

DevOps and infrastructure Official MCP Registry Remote

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