Language-agnostic AI knowledge registry for Technical Project Management, PRDs, PRD review, Software Architecture planning, Task breakdown, Estimation, Risk assessment, Status reporting, Backlog prioritization, Sprint planning, Retrospectives, and Agile ticket generation. Uses Markdown + Front-matter architecture.
95
97%
Does it follow best practices?
Impact
95%
1.03xAverage score across 10 eval scenarios
Passed
No known issues
Rank work items by impact and urgency. Use a framework — not gut feeling.
DO NOT prioritize without understanding each item's impact and effort.
DO NOT assign scores without stated criteria for each dimension.
DO NOT rank everything "high priority" — force relative ordering.| Dimension | Scale | Notes |
|---|---|---|
| Reach | # users/period | Estimate users affected per quarter |
| Impact | 0.25 / 0.5 / 1 / 2 / 3 | Minimal → Massive |
| Confidence | 50% / 80% / 100% | Low / Medium / High |
| Effort | Person-weeks | Total across team |
Formula: (Reach × Impact × Confidence) ÷ Effort — higher score = higher priority.
| Dimension | Scale 1–10 | Notes |
|---|---|---|
| User/Business value | 1–10 | Revenue, satisfaction, risk reduction |
| Time criticality | 1–10 | Value decays over time? |
| Risk reduction / opportunity | 1–10 | Unlocks other work or removes risk |
| Job size | 1–10 | Relative effort (higher = bigger) |
Formula: (User value + Time criticality + Risk reduction) ÷ Job size.
Input: four feature requests for a SaaS product.
| Rank | Item | Reach | Impact | Confidence | Effort (wks) | RICE Score | Rationale |
|---|---|---|---|---|---|---|---|
| 1 | Bulk CSV export | 800 | 2 | 80% | 2 | 640 | High reach (power users), medium effort, strong confidence |
| 2 | SSO / SAML login | 200 | 3 | 80% | 4 | 120 | High impact per user (enterprise blocker), higher effort |
| 3 | Dark mode | 1 000 | 0.5 | 100% | 3 | 167 | Wide reach but low impact; bumped below SSO due to strategic weight |
| 4 | CSV import wizard | 150 | 1 | 50% | 3 | 25 | Low confidence in estimates; flag for refinement |
Flagged: "CSV import wizard" — effort estimate uncertain, revisit after spike.
| Rank | Item | Score | Rationale || Skill | When to chain |
|---|---|
| plan-tickets | Prioritize tickets after they are drafted |
| plan-sprint | Use ordered backlog to select sprint candidates |
| estimate-tasks | Use estimates as input to effort-based frameworks |
docs
evals
scenario-1
scenario-2
scenario-3
scenario-4
scenario-5
scenario-6
scenario-7
scenario-8
scenario-9
scenario-10
skills
backlog
prioritize-backlog
ceremony
create-retrospective
plan-sprint
prd
create-prd
review-prd
task-management
estimate-tasks
generate-tasks
plan-tickets