cyberneticlibrary
← library

Rank features by RICE scoring

feature-prioritizerskillsetup L1★103
hamzafarooq/claude-code-starter ↗
What it does

Score features by RICE and rank priorities

Best for

Deciding which features to build next when you have a backlog and want a repeatable scoring framework that works across teams.

Inputs
  • · feature list
  • · timeframe (1 quarter, 1 sprint, 1 year)
  • · committed/non-negotiable items
Outputs
  • · prioritized table (Feature|Reach|Impact|Confidence|Effort|RICE|Priority)
  • · build order rationale
  • · cut/defer list
Preconditions

Feature list is pasted or referenced; user can estimate Reach (users/period), Impact (0.25-3 scale), Confidence (%), Effort (person-months)

Failure modes

Feature list too vague; estimates missing for key fields; timeframe not specified; Effort estimates are unreliable (too wide variance)

Trust signals
  • · Uses RICE formula (Reach × Impact × Confidence) / Effort
  • · Flags assumptions and uncertainty
  • · Produces explicit build-order rationale
  • · Distinguishes strategic factors not captured in scores