templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
Extract and risk-rate hidden assumptions in a product brief or PRD. Use when asked to review a product brief for assumptions, audit a PRD for risks, find hidden assumptions, validate product plans, or run an assumption analysis. Produces a prioritised assumption map with confidence and impact scores, recommended validation methods, and critical assumption flags.
npx skillsauth add mohitagw15856/pm-claude-skills assumption-mapperInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Surface and prioritize the untested assumptions embedded in any product plan before development begins.
Ask the user for these if not provided:
| Assumption | Category | Confidence | Impact | Priority | Validation Method | |------------|----------|------------|--------|----------|-------------------| | [assumption] | [type] | [1-5] | [1-5] | [score] | [method] |
[Flagged items with detailed validation recommendations]
[Detailed recommendations including specific research method, estimated effort, and what the result would change]
Input: "We're building a self-serve onboarding flow to reduce time-to-value for SMB customers."
| Assumption | Category | Confidence | Impact | Priority | Validation Method | |------------|----------|------------|--------|----------|-------------------| | SMB users can complete onboarding without human help | Usability | 2 | 5 | 3 | Unmoderated usability test (n=8) | | Faster onboarding correlates with higher retention | Viability | 3 | 4 | 1 | Cohort analysis of current onboarding times vs. 90-day retention | | The current onboarding is the primary reason for slow time-to-value | Desirability | 2 | 4 | 2 | User interviews with recent churned SMB accounts |
development
Build a framework for creating shareable, high-reach social media content. Use when asked to plan viral content, develop a shareable content strategy, create a hook writing system, or build a repeatable process for content that gets shared. Produces a platform-specific viral content framework with hook formulas, content structures, shareability triggers, and a content testing system.
development
Generate article or newsletter thumbnail candidates using the Gemini API from inside Claude Code. Claude reads article copy, proposes composition concepts, writes image generation prompts incorporating brand specs, calls Gemini to generate the images, evaluates the results via computer vision, and returns ranked candidates with rationale. Use when asked to create thumbnails, generate cover images, or produce visual candidates for an article or newsletter.
testing
Flips Claude's default from "find reasons you're right" to "find reasons you're wrong." A genuine thinking partner, not a mirror with grammar. Use before high-stakes decisions, plans, assumptions, or pitches you haven't stress-tested.
development
Scrapes a Substack Notes page and exports engagement data (likes, comments, restacks) to a formatted .xlsx file with conditional formatting and summary stats.