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A bunch of companies that I spoke to had their own claude & codex OTel dashboards that showed spend + seats per month.However, none of the dashboards actually analyzed how the engineers worked with the tools and if there were any areas for improvement! That's why I created https://www.promptster.ai.Managers get aggregate level view of code quality and how that ties with team workflows (nothing on a per-engineer level). While engineers get personalized coaching on how they can save tokens while keeping output high.We also have a tool built for individuals to test their local claude code setups. It's open-source and completely local. You can check that out here: https://github.com/pa-arth/cc-audit.Would love feedback on either and reach out if you're interested in purchasing the teams product!

HN · launched Jul 24, 2026 · 21 upvotes (top 27%) · 0 views

Niche: engineering and workflow analytics platforms · 39 launches, 6 in the last 7 days · Explore this niche →

Category and tags

  • Horizontal
  • Dev tools
  • Developer
  • AI feature
  • Hobby / open-source project

Source listing ↗

Could you build this?

Yes It is an analytics web dashboard ingesting OpenTelemetry traces or logs from Claude Code / LLM clients and displaying usage insights and suggestions.

Discussion

20 comments analyzed.

Competitors mentioned: Cursor, Claude Code, Codex

Concerns raised: Pace vs quality tradeoff with high code volume, Code quality metrics don't scale with AI-assisted development, Perceived as micromanagement tool if quality is only metric, Difficult to review large amounts of code at high velocity, Code volume is poor measure of engineering skill

Feature requests: Better code quality measurement that scales, Manager dashboard showing team-wide code quality metrics, Integration of DORA metrics with maintainability and complexity scores

Competitors

Other products that read as similar to this one : 810 launches clear the similarity bar, closest 8 shown.

Attention rank: #319 of 811 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 262 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.