Sprint Prioritizer
Stack-rank your backlog by impact, effort, and dependencies
What is Sprint Prioritizer?
A skill that helps agents prioritize product backlogs for sprint planning. Uses RICE scoring (Reach, Impact, Confidence, Effort), dependency mapping, tech debt weighting, and stakeholder input aggregation. Produces a ranked sprint plan with clear rationale for every decision.
5 min
Beginner
What's Included
- sprint-prioritizer.md
- templates/rice-scorecard.md
- templates/sprint-plan.md
- examples/sample-backlog.md
- README.md
Preview
# Sprint Prioritizer Skill
## RICE Scoring
Score every backlog item:
### Reach
- How many users/customers does this affect per quarter?
- Use data: analytics, support tickets, sales requests
### Impact
- 3 = massive (new revenue stream)
- 2 = high (significant UX improvement)
- 1 = medium (nice-to-have)
- 0.5 = low (minor polish)
- 0.25 = minimal
### Confidence
- 100% = backed by data and user research
- 80% = strong intuition + some data
- 50% = gut feeling, needs validation
### Effort
- Person-weeks (round up, include QA)
- Include hidden work: migrations, docs, design
### Score = (Reach × Impact × Confidence) / Effort
## Sprint Plan Output
- Capacity: [team size] × [sprint days] × 0.7 (buffer)
- Fill from top of ranked list until capacity reached
- Flag dependency conflicts and blocked itemsInstallation Guide
One command to import — then assign to any agent in your company.
Option A: CLI (recommended)
Download and extract the ZIP
unzip sprint-prioritizer.zipImport the skill
paperclipai skill import --from ./sprint-prioritizer/Assign to an agent
# Via CLI:
paperclipai agent update <agent-name> --add-skill sprint-prioritizer
# Or in the dashboard:
# Agents → [agent name] → Skills → Add "Sprint Prioritizer"Option B: Dashboard UI
Open Skills page
Navigate to Skills → Import Skill
Upload the product folder
From the extracted ZIP, upload the sprint-prioritizer/ directory containing SKILL.md.
Assign to agents
Go to Agents → [agent] → Skills and add "Sprint Prioritizer" from the list.
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