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Startup Intelligence
Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
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17,045 products · 82,562 snapshots
Product Hunt MCP

Product Hunt MCP

Strong signal

The community you trust in the assistant you use

Launched 3d ago
Signal
75
Velocity
2

What this means

50×Growing 50× faster than the typical AI Agents launch.
Compared to 11 AI Agents launches at the same age.
Decaying
Vote pace down to 3% of launch speed.
60%Strong buyer-intent signal in the discussion.
60% of commenters sound like potential buyers — mostly founders.
70%Comment sentiment overwhelmingly positive.
Audience strongly receptive — founders engaged.
Users are asking for competitor analysis + comment replies.
Feature requests surfaced from the comment thread.
Recurring concerns: limited search results, lack of comment support.
Pain points raised more than once by different people.
26.7×Founder historically performs 26.7× the median launch we track.
Best prior launch: Product Hunt Visual Launch Editor, attention 418.

Prediction

Top-5 finish probability
26%
today
Projected end-of-day votes
438range 329–591
Trajectory
decaying
Vote pace down to 3% of launch speed.
Speed vs peers
50×
11 AI Agents launches

About

Ask your AI assistant to find your next favorite product. Building something yourself? Turn your README and website into a launch draft, add images, and check what's missing before you submit. No API key needed.

AI Summary

Product Hunt MCP is an AI-powered assistant that helps users discover new products, compare alternatives, and gather community feedback. It also allows developers to create launch drafts from their README and website content without requiring an API key.

Attention & discussion velocity

Performance

Velocity2
Vote pace vs average
Momentum2
Sustained over 6h
Virality5
Spread × engagement
Engagement18
Discussion per unit of attention

Signal sources

3 of 6 active
  • Launch tracking9 readings since we picked it up
  • AI analysisAI Agents
  • Comment intelligencethread analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Mike Ciesielka
@mike_ciesielka1
rep 74
Mike Ciesielka
@mike_ciesielka1 · hunter

Topics

Developer ToolsArtificial IntelligenceProductivity

Comment Intelligence· 21 comments analysed

Sentiment

Positive70%
Neutral20%
Negative10%
Buyer intent
60%
of commenters sound like potential buyers
Audience
founders
Sentiment over 3 days
Positive
Negative
Buyer intent
-14%
Overall vibe

Overall, commenters express excitement and find value in the tool, with some requests for additional features.

Top themes
  • tool discovery
  • launch preparation
  • community feedback
  • AI assistance
Feature requests
  • competitor analysis
  • comment replies
  • detailed feedback
  • launch readiness checks
  • paging for results
Complaints
  • limited search results
  • lack of comment support

Top comments

[REDACTED]
↑ 9

Love this idea. Can it calculate my preparedness for the launch (chances of being featured)? Can it scan all the launches so far and give me an overview of whether something similar (competitors) already exists in the history of this platform?

[REDACTED]
↑ 8

Hey folks, You already ask your AI assistant which tools to use. Describe what you need, compare alternatives, and see what people like or dislike. Community reviews, ratings, and maker details give you more to go on than a product description alone. Try asking: Find tools for turning meeting notes into tasks. Building something of your own? Ask your assistant to draft a launch from your README and website. It can help with copy, images, and missing details to craft the best version of your launch. And we want sharing what you've built to be just as easy, so there's more for everyone to discover. Install instructions are here. Give it a try and tell us how it goes. What could we improve to make it more useful for you? (P.S. You can send feedback without leaving your chat. Ask your assistant to use the submit_feedback tool to tell us what worked, what didn't, or what you'd love to see next. We'd love to hear from you!)

[REDACTED]
↑ 4

this is GOATED. all the missing gold from future launches can be fixed by running this on an agent within an existing repo 🚀 gonna use this for our next launch >

[REDACTED]
↑ 4

How do this work for hunters who want to post products on other makers' behalves?

Sentiment computed via openrouter