What this actor does
Monitor launches, makers, topics, comments, upvote velocity, rank movement, and breakout momentum.
Product Hunt Scraper turns launch pages and discovery surfaces into startup research feeds for VC, competitor tracking, and webhook alerts.
Use cases
- Startup launch tracking
- VC deal-flow research
- Competitor momentum monitoring
Output fields
The actor is designed for compact JSON records that are easy to send into dashboards, webhooks, MCP clients, vector databases, and AI pipelines.
Best first run
Use today mode with a small maxProducts value first, then inspect launch URL, makers, topics, comments, upvotes, rank movement, and momentum fields before enabling watch mode.
Use through Apify MCP
MCP clients can call this actor as a focused Apify tool. Open the URL below in a compatible client, connect with Apify OAuth or your client's supported token configuration, then use the prompt as a small first run.
https://mcp.apify.com?tools=harvestlab/producthunt-scraperSuggested MCP prompt:
Use harvestlab/producthunt-scraper through Apify MCP. Start with a small first run: Use today mode with a small maxProducts value first, then inspect launch URL, makers, topics, comments, upvotes, rank movement, and momentum fields before enabling watch mode. Return compact JSON with these fields when available: product, makers, topics, upvotes, comments, upvote_velocity. Include source URLs or source identifiers in the response.Sample JSON output
Field values vary by source and input, but the record shape is kept compact so it can move cleanly into dashboards, webhooks, and AI workflows.
{
"product": "Example Product",
"makers": "Example Maker",
"topics": "AI, productivity",
"upvotes": 884,
"comments": 42,
"upvote_velocity": 38
}Related search intents
FAQ
What does Product Hunt Scraper export?
Product Hunt Scraper exports structured fields including product, makers, topics, upvotes, comments, upvote_velocity.
Who is Product Hunt Scraper best for?
Product Hunt Scraper is best for Startup launch tracking, VC deal-flow research, Competitor momentum monitoring.
Where can I run Product Hunt Scraper?
Run the actor on Apify at https://apify.com/harvestlab/producthunt-scraper.
Can I use Product Hunt Scraper through Apify MCP?
Yes. Connect your MCP client to Apify's hosted MCP server and use https://mcp.apify.com?tools=harvestlab/producthunt-scraper to expose harvestlab/producthunt-scraper as a focused tool.