Ai Native Product Skills
- 14 repo stars
- Updated July 14, 2026
- BayramAnnakov/ai-native-product-skills
AI Native Product Skills is a plugin marketplace that bundles four product plugins for team AI assessment, expert council debate, prototype loops, and autoresearch iteration.
About
AI Native Product Skills is a compact Claude marketplace with four plugins aimed at product leaders and founders treating AI as a first-class part of how they decide and ship experiments. Team-assessment scores organizational AI autonomy across six dimensions and exports markdown plus a radar chart for alignment conversations. Council simulates a panel of experts with adversarial tension and explicit groupthink checks when you face ambiguous strategy questions. Prototype drives an autonomous Generator-Evaluator Loop so you can iterate UI or concept proofs without manual ping-pong. Autoresearch generalizes measurable fitness loops to workflows beyond code, with triage that refuses ill-suited fat-tailed problems and five operating modes including human-in-the-loop. Use the marketplace when you are validating bets, running structured ideation, or improving repeatable product workflows—not when you only need a single dev integration.
- 4 plugins: team-assessment, council, prototype, autoresearch
- team-assessment: 6-dimension AI autonomy maturity with team-assessment.md and radar-chart.svg outputs
- council: 3–5 expert viewpoints, adversarial debate, groupthink detection, synthesis
- prototype: autonomous builder using Generator-Evaluator Loop (generate, evaluate, improve)
- autoresearch: Karpathy-style keep-or-revert loop with pre-loop triage and five modes (pure, barbell, via negativa, inver
Ai Native Product Skills by the numbers
- Data as of Jul 16, 2026 (Skillselion catalog sync)
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| repo stars | ★ 14 |
|---|---|
| Last updated | July 14, 2026 |
| Repository | BayramAnnakov/ai-native-product-skills ↗ |
What it does
Install product-centric plugins for AI maturity assessment, multi-expert council debates, autonomous prototyping, and measurable autoresearch loops before and during product bets.
Who is it for?
Best when you're validating AI-native features, positioning, and experiments with explicit artifacts.
Skip if: Pure infrastructure engineers who only need API wiring or a single TDD coding workflow OS.
What you get
After adding the marketplace, you can run structured assessments, multi-perspective debates, prototype iteration, and measured autoresearch on workflows that admit fast feedback.
- team-assessment.md and radar-chart.svg from team-assessment
- Synthesized council output after multi-expert debate
- Iterated prototype states from Generator-Evaluator Loop
By the numbers
- 4 plugins in marketplace
- team-assessment spans 6 AI autonomy dimensions
- autoresearch documents 5 modes: pure, barbell, via negativa, inverted, human-in-loop
Plugins in this marketplace
4 plugins - install individually after you add the marketplace.
Recommended Marketplaces
How it compares
Product-methodology plugin pack (4 plugins), not a 25-plugin dev integration catalog or Claude Code hook suite.
FAQ
Who is Ai Native Product Skills for?
It is for developers and product teams who want AI-assisted assessment, deliberation, prototyping, and measurable iteration on product work.
When should I use Ai Native Product Skills?
Use it when validating an idea or prototype, running a council on a strategic question, or applying autoresearch to a workflow with clear fitness metrics and fast feedback.
How do I add Ai Native Product Skills to my agent?
Register BayramAnnakov/Ai Native Product Skills as a Claude Code marketplace, then enable team-assessment, council, prototype, or autoresearch plugins as needed for your session.