Agent skill · product strategy · yonatangross
prioritization
RICE, WSJF, ICE, MoSCoW and opportunity-cost scoring. Use when ranking a backlog or justifying roadmap trade-offs.
Why this skill is useful
Provides specific frameworks and scoring methods for prioritizing features that the AI wouldn't reliably generate on its own.
What it needs
About 4k tokens when loaded. Last updated 2026-08-06. 215 stars on the source repository.
What this skill does
Prioritization Frameworks Score, rank, and justify backlog decisions using the right framework for the situation. Decision Tree: Which Framework to Use Framework Best For Data Required Time to Score ----------- ---------- --------------- --------------- RICE Data-rich teams, steady-state prioritization Analytics, user counts 30-60 min WSJF SAFe orgs, time-sensitive or regulated work Relative estimates only 15-30 min ICE Startup speed, early validation, quick triage None 5-10 min MoSCoW Scope negotiation, release planning Stakeholder input 1-2 hours Value-Effort 2x2 visual, quick team alignment None 10-15 min --- RICE Factor Scale Notes -------- ------- ------- Reach Actual users/quarter Use analytics; do not estimate Impact 0.25 / 0.5 / 1 / 2 / 3 Minimal → Massive per user Confidence 0.3 / 0.5 / 0.8 / 1.0 Moonshot → Strong data Effort Person-months Include design, eng, QA See rules/prioritize-rice.md for ICE, Kano, and full scale tables. --- WSJF Higher WSJF = do first. Fibonacci scale (1, 2, 3, 5, 8, 13, 21) forces relative sizing. See rules/prioritize-wsjf.md for MoSCoW buckets and practical tips. See references/wsjf-guide.md for the full scoring guide. --- ICE No user data required. Score relative to other backlog items. Useful for early-stage products and rapid triage sessions. --- MoSCoW Bucket features before estimation. Must-Haves alone should ship a viable product. --- Opportunity Cost & Trade-Off Analysis When two items compete for the same team capacity, quantify what delaying each item costs per month. See rules/prioritize-opportunity-cost.md for the Value-Effort Matrix and full trade-off template. See references/rice-scoring-guide.md for detailed RICE calibration. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills yonatangross/prioritization--eef0bd