product-management
Skill0 starsChanged 56 days agoMITView on GitHub
End-to-end product management workflow: author structured PRDs, define ICP & Jobs-To-Be-Done, prioritize features via RICE/MoSCoW, define North Star and telemetry metrics, and establish phase readiness gates. Use when defining product requirements, roadmaps, feature specifications, or aligning engineering with product strategy.
16 other projects use a version of this.
Adopted by
Most recently taken up by
- swabbie-dev/product-intent-packagetheir own version, first seen Oct 20, 2026
- bookchaowalit/platform-agent-skillstheir own version, first seen Oct 20, 2026
- PhoenixNest/AGENT-GLOBAL-BASEtheir own version, first seen Oct 20, 2026
- foreturn/product-studiotheir own version, first seen Oct 14, 2026
- vasilyu1983/AI-Agents-publictheir own version, first seen Oct 13, 2026
- tstapler/dotfilestheir own version, first seen Oct 10, 2026
Other versions16 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 16
- travisjneuman/.claude★ 106same name
- vasilyu1983/AI-Agents-public★ 94same name
- tstapler/dotfiles★ 8same name
- HK-hub/AgentSkills★ 6same name
- prayceo/claude-skills-public★ 6same name
- foreturn/product-studio★ 3same name
- ProjAnvil/MindForge★ 3same name
- PhoenixNest/AGENT-GLOBAL-BASE★ 2same name
- aayushus/skills★ 1same name
- arush361/autoresearch-claude-skills★ 1same name
6 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository5 other files it gives its agents.
- AGENTS.mdAGENTS.md
- craft-adoptSkill
- craft-promoteSkill
- engineering-ledgerSkill
- using-craftSkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 3 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 14 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 46
Document at least one primary persona and their constraints (budget, technical fluency, permissions).
- Distinctive: line 107
When evaluating competing features, calculate the RICE score:
- Distinctive: line 124
Before handing off to System Design or Architecture:
“Common” is measured: kept by at least 6 in 10 of the 14 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Product Management
Turn ambiguous problems into high-clarity, prioritized, and measurable product roadmaps and PRDs.
When to use
- User or team asks to "write a PRD", "define product requirements", "create a roadmap", or "prioritize features".
- Preparing to build a new 0-to-1 product or major feature slice.
- Synthesizing user feedback into concrete capabilities.
- Establishing product success metrics (North Star, inputs/outputs, guardrails).
- Deciding what belongs in MVP vs. fast-follow releases.
When NOT to use
- System architecture, database schemas, or infrastructure design (use
system-design). - Detailed API endpoint shapes and contracts (use
api-design). - Code implementation or unit tests (use
incremental-implementation+test-driven-development). - High-level speculative brainstorming without intent to spec (use
idea-refinefirst).
The 6-Step PM Workflow
1. Problem Framing & Opportunity
Define the core problem with zero ambiguity:
- The Pain: What is broken, slow, expensive, or painful today?
- The User/ICP: Who suffers most from this pain? (Role, company size, workflow context).
- Current Alternatives: How do they solve it right now? (Spreadsheets, manual labor, competitor X).
- The "Why Now": What market, technological, or regulatory shift makes this urgent?
2. Jobs-To-Be-Done (JTBD) & Personas
Formulate target outcomes using the JTBD framework:
"When [situation/trigger], I want to [motivation/action], so I can [expected outcome/value]."
Document at least one primary persona and their constraints (budget, technical fluency, permissions).
3. Author the PRD (docs/PRD.md or docs/prds/PRD-###.md)
Structure the requirements document using the standard schema:
# PRD: [Feature / Product Name]
**Status:** Draft | In Review | Approved | Deprecated
**Target Release:** MVP | v1.0 | Q4
**Author / PM:** [Name / Agent]
**Lead Engineer:** [Name / Agent]
---
## 1. Executive Summary & Problem Statement
[2-3 sentences explaining the what, why, and impact]
## 2. Goals & Success Metrics
- **North Star Metric**: [Primary metric, e.g. Weekly Active Document Extractions]
- **Input Metrics**:
- [e.g. Processing latency < 2.0s for 95th percentile]
- [e.g. Extraction field accuracy >= 95%]
- **Guardrail Metrics**:
- [e.g. Cost per document processed <= $0.02]
- [e.g. Zero data leakage across customer tenants]
## 3. Non-Goals (Out of Scope)
Explicitly list what we are NOT building in this version:
- [Non-goal 1]
- [Non-goal 2]
## 4. User Journeys & Stories
### Story 1: [User Action]
- **As a:** [Persona]
- **I want to:** [Action]
- **So that:** [Value]
- **Acceptance Criteria (Gherkin format):**
- **Given:** [Precondition]
- **When:** [Trigger]
- **Then:** [Expected Result]
## 5. Functional Requirements (P0 / P1 / P2)
- **[P0 - Must Have for MVP]**:
- FR-01: [Requirement description with unambiguous testable criteria]
- **[P1 - Fast Follow]**:
- FR-02: [Requirement description]
- **[P2 - Future Consideration]**:
- FR-03: [Requirement description]
## 6. Telemetry & Analytics
Events to emit:
- `event_name`, properties, trigger condition.
## 7. Open Questions & Risks
| Risk / Question | Impact | Owner / Mitigation |
|---|---|---|
| [Risk 1] | High | [Mitigation] |4. Feature Prioritization Framework (RICE)
When evaluating competing features, calculate the RICE score:
$$\text{RICE Score} = \frac{\text{Reach} \times \text{Impact} \times \text{Confidence}}{\text{Effort}}$$
- Reach: Number of users impacted per quarter.
- Impact: 3 (Massive), 2 (High), 1 (Medium), 0.5 (Low), 0.25 (Minimal).
- Confidence: 100% (High data backing), 80% (Medium), 50% (Low / hunch).
- Effort: Person-weeks or story points.
Classify features into P0 (Must have for release), P1 (Strong value add, schedule permitting), and P2 (Nice to have, defer to backlog).
5. Roadmap Slicing & Release Strategy
- Alpha / Slice 1 (Walking Skeleton): End-to-end thin slice demonstrating value.
- Beta / MVP: Core P0 functional requirements satisfying the primary JTBD.
- GA (General Availability): Hardened, observable, documented, and benchmarked.
6. Phase Exit Gate ("Ready for Engineering")
Before handing off to System Design or Architecture:
- Problem statement validated with concrete user evidence.
- At least 2 non-goals explicitly listed to prevent scope creep.
- P0 requirements have Given/When/Then acceptance criteria.
- Success metrics and telemetry events defined.
- Attack Plan
AP-###logged indocs/engineering-ledger/attack-plans.md.
Anti-Patterns
| Anti-Pattern | Why it fails | Do this instead |
| Feature Factory | Building laundry lists of features without validating user pain | Anchor every requirement to a JTBD and success metric |
| Vague Metrics | "Make it faster", "improve UX" | Set numeric thresholds: "p95 latency < 500ms" |
| No Non-Goals | Scope expands endlessly during engineering | Define at least 3 things we explicitly will NOT build |
| Hand-wavy Acceptance | "The table looks good" | Use Given-When-Then criteria with edge cases |
| All P0s | Everything marked urgent leads to missed deadlines | Force rank: maximum 3-5 P0 capabilities for an MVP |
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