Ai Native Product Skills
Install product-centric plugins for AI maturity assessment, multi-expert council debates, autonomous prototyping, and measurable autoresearch loops before and during product bets.
Overview
AI Native Product Skills is a plugin marketplace for the Validate phase that bundles four product plugins for team AI assessment, expert council debate, prototype loops, and autoresearch iteration.
What is this marketplace?
- 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
- 4 plugins in marketplace
- team-assessment spans 6 AI autonomy dimensions
- autoresearch documents 5 modes: pure, barbell, via negativa, inverted, human-in-loop
Community signal: 10 GitHub stars.
What problem does it solve?
Product-minded solo builders lack packaged agent skills to assess AI maturity, stress-test decisions, and prototype without ad-hoc prompting.
Who is it for?
Indie PM-founders and small product teams 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 do I get? / Deliverables
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
Plugins in this marketplace
4 plugins — install individually after you add the marketplace.
Recommended Marketplaces
Journey fit
Canonical Validate placement reflects prototype and decision-quality plugins that de-risk ideas before full Build, even though council and autoresearch also support earlier research and ongoing optimization. Prototype matches the Generator-Evaluator Loop plugin and the marketplace’s emphasis on iterative product experiments rather than raw engineering integrations.
How it compares
Product-methodology plugin pack (4 plugins), not a 25-plugin dev integration catalog or Claude Code hook suite.
Common Questions / FAQ
Who is Ai Native Product Skills for?
It is for solo builders 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.