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ai-product-managers-pack

36 skills for deciding if AI fits, testing it before launch and keeping it honest after: deciding if AI fits, speccing it as tests, briefing the model and the agent, building the…

Plugin bundle · by 90n

About

ai-product-managers-pack is a plugin bundle for AI coding tools published by 90n. Marketplaces we read that list it: 1 (Community GitHub marketplaces). The last change we recorded was on 2026-11-04. As of our marketplace pass on 2026-11-05.

In its own words, on Community GitHub marketplaces:

36 skills for deciding if AI fits, testing it before launch and keeping it honest after: deciding if AI fits, speccing it as tests, briefing the model and the agent, building the evals from real outputs, shipping it safely, running and improving it, and its cost, price and explanation to leaders. Each skill is one named method or one artifact, with the inputs it needs, where it breaks and a fixed output template.

What it asks for

  • Installs as a plugin bundle

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a Claude Code plugin

Built from what Community GitHub marketplaces declares.

Claude CodeInside a Claude Code session
/plugin marketplace add polar-bear-org/claude-skills
/plugin install ai-product-managers-pack@90n-skills

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Community marketplace polar-bear-org/claude-skills (Open the source on GitHub) Listed 1.0.0 Forks (GitHub): 18
Stars (GitHub): 48
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

Listed in one community marketplace
MarketplaceRepositoryStars (GitHub)
polar-bear-skills polar-bear-org/claude-skills 48

Which marketplaces we read and how we check them

What the bundle contains

As published on Community GitHub marketplaces.

Skills: 36

  • aipm-agent-spec
  • aipm-ai-failure-modes
  • aipm-ai-impact-assessment
  • aipm-ai-incident-response
  • aipm-ai-launch-checklist
  • aipm-ai-model-selection
  • aipm-ai-prd
  • aipm-ai-prototype-brief
  • aipm-ai-risk-register
  • aipm-ai-success-criteria
  • aipm-ai-use-case-canvas
  • aipm-ai-ux-review
Show the remaining 24
  • aipm-behavior-contract
  • aipm-context-engineering
  • aipm-data-privacy-brief
  • aipm-error-analysis
  • aipm-eval-plan
  • aipm-eval-rubric
  • aipm-exec-brief
  • aipm-feature-card
  • aipm-feedback-signals
  • aipm-golden-dataset
  • aipm-human-in-the-loop
  • aipm-launch-gates
  • aipm-legal-questions
  • aipm-llm-judge
  • aipm-model-migration
  • aipm-prompt-regression-test
  • aipm-quality-review
  • aipm-red-team-plan
  • aipm-synthetic-test-data
  • aipm-system-prompt
  • aipm-tool-descriptions
  • aipm-unit-economics
  • aipm-usage-and-pricing-test
  • aipm-workflow-or-agent

What changed

  1. Became a product we track
  2. Community GitHub marketplaces: appeared

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Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

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