Dev & AI Ecosystem MCP

Give your AI agent 6 dev/AI research tools: trending models and repos, OSS analysis, and the launch communities. Built for dev tooling research, AI ecosystem analysis, and technical due diligence. Runs in Apify Standby mode (warm, responds in seconds). Free to try right now (in the 14-day price-notice window), then $0.10 per tool call.

Connect in 30 seconds

The server speaks Streamable HTTP at /mcp. Add this to your MCP client config:

{
  "mcpServers": {
    "dev-ai-ecosystem": {
      "url": "https://fetchcraft--dev-ai-ecosystem-mcp.apify.actor/mcp?token=YOUR_APIFY_TOKEN"
    }
  }
}

Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code, and any Streamable-HTTP MCP client.

Get your token: sign in at apify.com, then Settings, then Integrations, then copy your Personal API token. Paste it in place of YOUR_APIFY_TOKEN. The first call wakes the standby server (about 5 seconds); after that, calls are instant.

Test it works (replace the token):

curl -s -X POST "https://fetchcraft--dev-ai-ecosystem-mcp.apify.actor/mcp?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" -H "Accept: application/json, text/event-stream" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}'

What you get

A representative result (clean structured JSON):

{
  "model_id": "meta-llama/Llama-3.1-8B-Instruct",
  "downloads": 11146200,
  "likes": 6021,
  "trending_score": 766,
  "pipeline_tag": "text-generation"
}

Tools

Tool	What it does
search_huggingface_models	HF models by downloads, likes, trending, author
github_trending	GitHub trending repos by day/week/month and language
analyze_github_repos	Stars, languages, contributors, activity for repos
devto_top_articles	Top dev.to articles by reactions, filtered by tag
show_hn_launches	Show HN launches with maker info, points, comments
producthunt_daily	Product Hunt daily launches with makers, upvotes, tags

Each tool runs a maintained fetchcraft Apify Actor under the hood and returns clean structured JSON. No LLM key, no scraping infrastructure to manage.

Example agent prompts

• "Top trending text-generation models on Hugging Face?" -> search_huggingface_models
• "What is trending on GitHub in Python today?" -> github_trending
• "Analyze vercel/next.js." -> analyze_github_repos

Pricing

• Free right now. Every tool call is free during the 14-day price-notice window.
• After that: $0.10 per tool call, flat. No subscription, no seat licenses, no minimum.
• Every Apify account includes $5/month in free platform credits (= 50 free tool calls every month).

FAQ

Which MCP clients work? Any client supporting Streamable HTTP: Claude Desktop, Cursor, Cline, Windsurf, VS Code, and others.

Do I need an LLM key? No. Connect your Apify token and go.

Is the first call slow? Only the very first one, while the standby server wakes (about 5 seconds). Subsequent calls are instant.

Can I get the full fetchcraft suite? Yes, 28 scrapers plus 6 MCP servers under the fetchcraft publisher. Storefront: https://ai-sales-personalizer.vercel.app/scrapers

Support

Found a bug or want a new tool? Open an issue on the Actor's Issues tab.

Last Updated

2026-06-17