Mvp Measurement Framework Builder

Mvp Measurement Framework Builder

Advanced operational skill for mvp-measurement-framework-builder.

## Activation trigger

Use this skill when the user requests **mvp measurement framework builder** and needs a high-confidence, decision-ready outcome in **mvp-build**.

## Required inputs

- User objective and constraints.

• Repository context.

• Expected output format.

  Optional inputs

  • Previous outputs from this skill family.
  • Team ownership map and delivery timeline.
  • Explicit constraints for cost, risk, or compliance.

  Files to inspect

  • concept/, templates/, examples/, scripts/ in this skill folder.
  • User-referenced repository files and related modules.
  • Prior artifacts that constrain or inform this decision.

  Execution workflow

  1. Clarify scope.

2. Inspect context.

3. Generate structured output.

4. Validate result.

5. Return actionable deliverable.

   Generated artifacts

   • outputs/result.md

   Output contract

   Final response must include:

   • Objective and scope boundaries.
   • Inputs and assumptions used.
   • Analysis and decision rationale.
   • Artifact paths and summary.
   • Validation result and residual risks.
   • Next actions ordered by priority.

   Validation checklist

   • Required sections are complete and non-empty.

• No placeholder content (TODO, TBD, lorem, placeholder).

• Claims are traceable to provided inputs or inspected files.

• Output includes explicit decisions, risks, and next steps.

  Safety / failure rules

  • Pause and ask for clarification if required inputs are missing or contradictory.

• Do not invent metrics, user evidence, or repository facts.

• Do not modify unrelated files or broaden scope silently.

• If high-risk uncertainty remains, return a gated recommendation instead of false precision.

  Example commands

  $mvp-measurement-framework-builder "Run mvp measurement framework builder on my current project context"
  python scripts/run.py --input examples/input-example.md
  python scripts/validate.py --file examples/output-example.md
  

  Advanced usage

  • Run in phased mode: discovery -> draft -> validation -> final.
  • Compare two decision branches and include tradeoff table.
  • Enforce stricter gates for production/release-critical use.