Your GitHub is doing your
marketing. See how well.
Developers and AI assistants both use your public GitHub footprint to decide whether you're worth trying. Smoower turns those signals into a builder mindshare score you can benchmark against competitors.
Your score is public and free. Track it over time and benchmark competitors in the product.
Here are the tools developers reach for:
Recommendations follow mindshare. See where you rank.
Top 10 right now
See the full indexDevelopers and AI decide what gets adopted. Most teams cannot see it.
Buying decisions for technical products start long before a form is filled in. They start in a Reddit thread, a Hacker News comment, a GitHub star, an answer an AI assistant gives in an editor. That attention compounds, and it rarely shows up in a marketing dashboard. The Builder Mindshare Index turns it into one number you can track and compare.
What goes into the score
Two sides, all computed from public signals anyone can verify — what you ship, and how the ecosystem responds. No surveys, no self-reporting.
Foundation
Is it good enough to build on?Code & Polish
Repo health, structure and releases — how polished what you ship is.
Education
README and docs quality, and how AI-ready your docs are for assistants and new devs.
AI readiness
llms.txt, hosted MCP and AI-docs — whether AI assistants can find and use you.
Builder experience
Samples, templates and quickstarts — how fast builders get going.
Traction
Is the ecosystem paying attention?Adoption
Package downloads, dependents and stars — is the market actually using it.
Community
External contributors, discussions, sentiment and community programmes.
Reach
Mentions on HN, Reddit and Stack Overflow, plus your YouTube audience.
Momentum
Active development and a steady publishing cadence.
From a public score to a growth tool
The index is free to browse. The product is where you turn it into an advantage.
Track what matters
Mentions, adoption signals and competitor moves, week over week.
Compare competitors
Benchmark yourself against direct rivals, your category and your region.
Get alerted
Daily alerts when you are mentioned or your rank shifts.
Give your team the drafts and tasks builders actually find.
Your ranking is public and free. The Coach turns it into a prioritised backlog of docs, samples and content, grounded in what your repos actually ship, so builders and AI assistants pick you up.