Devtools distribution: GitHub stars vs. Show HN vs. content
The three channels every devtools founder considers, what each is actually for, and the realistic conversion rates from each to paying customers.
Three channels dominate devtools distribution conversation: GitHub stars, Show HN / Product Hunt, and content marketing. They're not interchangeable. Each is good at something different, and the founders who treat them as interchangeable burn months on the wrong one.
GitHub stars — what they're actually for
What they signal: "developers think this is worth keeping an eye on."
What they don't do: drive paying customers directly. The realistic conversion from a star to paid is roughly 0.1-0.5%. A repo at 1,000 stars produces 1-5 paying customers per quarter unless paired with other channels.
What they're useful for:
- Social proof on the sales page ("Trusted by 10,000+ developers" with the star badge).
- Hiring leverage — strong engineers prefer to work on products other engineers respect.
- Investor signal — for venture-track devtools, stars are a leading indicator investors use to triangulate adoption.
- Inbound enterprise — buyer's procurement team finds you faster.
How to get them: ship something useful, write a great README, post in the right communities. Don't run a "star us!" campaign — engineers see through it and the stars decay anyway.
Show HN and Product Hunt — what they're actually for
What they signal: "lots of people saw this on one day."
What they don't do: produce a sustained customer pipeline. A successful Show HN top spot gets you a one-day traffic spike (10-50k visitors), maybe 50-200 sign-ups, and then nothing.
What they're useful for:
- Distribution moment for content you'll repackage. The Show HN comments thread is often more valuable than the traffic — it's a free focus group on positioning, features, and objections.
- Compounding signal for round 2. "Show HN #1 for devtools last quarter" is leverage for the next conversation with investors or potential partners.
- Recruitment. Top engineers read HN; a strong launch produces 5-15 cold "want to work on this?" emails.
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