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README.md

Project Management Skills

The PM operating system for AI coding assistants. Discovery → delivery → career, with Jira, Linear, Notion, Confluence integrations.

★ The deepest and most-used domain in Claude Skills. PMs from APM to CPO use these skills daily to ship faster with fewer meetings.


Why PMs choose this

  • 54 production-ready skills covering every stage: discovery, definition, execution, delivery, launch, career growth
  • Portable artifacts — generate once, push to Jira, Linear, Notion, Confluence, or GitHub Projects
  • Real automation, not prompts — 15+ Python tools you can pipe into CI, scripts, MCP servers
  • Exec-ready outputs — PRDs, roadmaps, status updates that don't read like AI slop
  • Career track included — interview prep, career ladder, onboarding, 1:1s (no PM tool covers this)

Quick Start by Role

New to the library? Pick your role:

👶 Associate PM (APM) → start here

  1. execution/create-prd/ — Write your first PRD with structure
  2. execution/wwas/ — Why-What-Acceptance backlog items
  3. career/pm-onboarding/ — 30-60-90 day plan
  4. career/pm-interview-prep/ — Land your next role

🧑‍💼 Product Manager (PM) → start here

  1. discovery/brainstorm-ideas/discovery/identify-assumptions/ — Product Trio discovery
  2. execution/prioritization-frameworks/ — RICE, ICE, MoSCoW, Opportunity Score
  3. execution/status-update-generator/ — Weekly exec update from Jira/Linear data
  4. examples/feature-end-to-end.md — Idea → release notes in 6 commands

🎯 Senior PM / Group PM → start here

  1. senior-pm/ — Portfolio management, stakeholder mapping, EMV risk analysis
  2. execution/north-star-metric/ — NSM + input metric tree
  3. execution/roadmap-communication/ — Exec / customer / internal roadmap variants
  4. execution/daci-framework/ — Decision facilitation at scale

🏃 Scrum Master → start here

  1. scrum-master/ — Sprint analytics, velocity forecasting, capacity planning
  2. execution/backlog-refinement/ — INVEST + DoR/DoD + splitting heuristics
  3. execution/story-splitting/ — 9 splitting patterns (Lawrence)
  4. sprint-retrospective/ — Data-driven retros

🚀 Delivery / Release Manager → start here

  1. delivery-manager/ — Release management, deployment coordination
  2. execution/launch-playbook/ — Internal + external launch coordination
  3. execution/cycle-time-analyzer/ — Flow metrics (Little's Law, CFD)
  4. execution/release-notes/ — User-facing release comms

🗂️ Program Manager → start here

  1. program-manager/ — Multi-project coordination, dependency management
  2. execution/dependency-map/ — Cross-team blockers, critical path
  3. execution/daci-framework/ — Cross-team decision governance
  4. execution/roadmap-communication/ — Stakeholder-specific roadmaps

👔 Head of Product / CPO → start here

  1. execution/north-star-metric/ — Define the NSM + input tree
  2. execution/outcome-roadmap/ — Output → outcome transformation
  3. execution/brainstorm-okrs/ — OKR brainstorming (Wodtke)
  4. career/pm-career-ladder/ — Rubrics for your team

Visual gallery

Examples of what these skills produce. (Click to enlarge — screenshots coming, see examples/ for raw outputs.)

Artifact Skill Preview
8-section PRD execution/create-prd/ Markdown, exec-ready
RICE-scored backlog execution/prioritization-frameworks/ Sortable table + rationale
User story map execution/story-mapping/ Mermaid journey diagram
Cumulative Flow Diagram execution/cycle-time-analyzer/ Mermaid gantt
Opportunity Solution Tree discovery/interview-synthesis/ Mermaid graph LR
Cross-team dependency map execution/dependency-map/ Mermaid graph LR
Weekly exec status update execution/status-update-generator/ Markdown, traffic-light
Pre-mortem risk matrix discovery/pre-mortem/ Tiger/Paper Tiger/Elephant

Complete catalog (54 skills)

Role-Based Skills (10)

Skill Focus Python Tools
senior-pm/ Portfolio, stakeholder mapping, EMV risk 4 scripts
scrum-master/ Sprint analytics, velocity, team health 4 scripts
delivery-manager/ Release, deployment, incident response
program-manager/ Multi-project coordination, dependencies
agile-coach/ Agile transformation, maturity assessment
jira-expert/ Jira admin, JQL, automation
confluence-expert/ Documentation, knowledge management
atlassian-admin/ Suite administration
atlassian-templates/ Ready-to-use Jira/Confluence templates
sprint-retrospective/ Data-driven retros

Integration Skills (3)

Skill Focus
linear-expert/ Linear admin, GraphQL queries, Jira → Linear migration
notion-pm/ Notion DBs for PRDs/OKRs/Roadmap/Decisions, API patterns
productboard-expert/ ★ NEW Productboard admin, Insight inbox triage, Driver scoring, REST API

Discovery Skills (8) — discovery/

Skill Focus Framework
brainstorm-ideas/ Product Trio ideation Opportunity Solution Tree (Torres)
brainstorm-experiments/ Lean experiment design XYZ Hypothesis (Savoia)
identify-assumptions/ Assumption mapping Torres 4-8 risk categories
pre-mortem/ Pre-launch risk analysis Tiger/Paper Tiger/Elephant (Klein)
interview-synthesis/ Interview → opportunity tree Torres + Portigal + Klement
customer-interview-script/ ★ NEW How to RUN a discovery interview Portigal + Fitzpatrick + Torres
value-proposition-canvas/ ★ NEW Strategyzer VPC (Customer Profile + Value Map) Osterwalder + Strategyzer
jtbd-workshop/ ★ NEW Full Jobs-To-Be-Done workshop Christensen + Ulwick + Moesta + Klement

Execution Skills (29) — execution/

Skill Focus Framework
create-prd/ 8-section PRD scaffolding PRD canonical
prfaq/ Working Backwards PR/FAQ Amazon Bezos PRFAQ
ai-feature-prd/ ★ NEW PRDs for AI/ML features Karpathy + Anthropic RSP + Reforge AI PM
pricing-prd/ ★ NEW Pricing experiments and pricing-page PRDs Ramanujam + Campbell + Westendorp PSM
product-vision/ ★ NEW Vision document (above NSM) Pichler + Moore + Raskin + Cagan
brainstorm-okrs/ OKR brainstorming Wodtke "Radical Focus"
north-star-metric/ NSM + input metric tree Ellis + Amplitude framework
quarterly-planning/ ★ NEW Full Q1 cycle (kickoff → mid-Q → close) Wodtke + Cagan + Reforge + RAD
outcome-roadmap/ Output → outcome roadmap Now/Next/Later
roadmap-communication/ Exec/customer/internal variants Cagan right-sizing
prioritization-frameworks/ 9-framework scoring RICE, ICE, Opportunity, MoSCoW, Weighted
backlog-refinement/ INVEST + DoR/DoD + splitting INVEST (Wake)
story-splitting/ Vertical slicing patterns Lawrence 9 patterns
story-mapping/ User story mapping Jeff Patton
job-stories/ JTBD backlog format When/Want/So (Klement)
wwas/ Why-What-Acceptance backlog WWAS
customer-feedback-triage/ ★ NEW Inbound feedback → categorize → score → backlog Kano + Cagan request-to-opportunity
activation-funnel/ ★ NEW AARRR funnel design + analyzer McClure + Ellis + Chen + Reforge
feature-flag-strategy/ ★ NEW Phased rollouts, kill-switches, flag debt Fowler toggle taxonomy + Reforge
cycle-time-analyzer/ Flow metrics, CFD, Little's Law Vacanti Kanban metrics
dependency-map/ Cross-team blockers, critical path CPM + DSM + Conway's Law
status-update-generator/ Weekly exec update SBNR + traffic-light
summarize-meeting/ Meeting summaries Action items + decisions
daci-framework/ Decision facilitation DACI
beta-program/ Closed beta playbook Kano + cohort design
launch-playbook/ Launch coordination Alpha/beta/GA + RACI
post-mortem/ ★ NEW Blameless incident RCA Google SRE + Allspaw + Dekker + Perrow
release-notes/ Release notes from tickets Category-based
eol-communication/ End-of-life messaging Sunset playbook

Career Skills (4) — career/

Skill Focus Framework
pm-interview-prep/ APM → Group PM interview prep CIRCLES (Lin) + STAR + Decode and Conquer
pm-career-ladder/ Rubrics + growth + promo packets Square/Stripe ladders + Reforge
pm-onboarding/ 30-60-90 day plan Watkins "First 90 Days" + STARS
pm-1on1s/ 1:1 templates by partner type Radical Candor + GROW + Manager Tools

★ NEW = added in the 2026-05-22 expansion (12 new skills: 3 discovery, 8 execution, 1 integration)


Worked examples

Every skill ships with a worked example. Inside each skill folder is examples/<scenario>.md with a realistic scenario, the skill's workflow applied, and the finished artifact (full PRD, full post-mortem, full status update, etc.) PMs can copy and adapt.

Plus end-to-end multi-skill scenarios in the top-level examples/:

A few highlight per-skill examples:

Skill Example artifact
execution/create-prd/ Full 8-section PRD for "Shared Dashboards"
execution/ai-feature-prd/ PRD for "AI Meeting Notes Summarizer" (eval spec + guardrails + model fallback)
execution/post-mortem/ Blameless RCA for a 47-minute payment outage
execution/status-update-generator/ Weekly exec update for "Acme Search Platform"
execution/activation-funnel/ AARRR diagnosis for a freemium SaaS with poor day-7 retention
discovery/interview-synthesis/ 8-interview synthesis → opportunity solution tree
career/pm-interview-prep/ Full CIRCLES answer for a Stripe product-sense question

Output evaluation harness

Twelve of the artifact-generating PM skills now have deterministic eval rubrics at evals/ — scores any markdown artifact 0-100 against the skill's red flags and success criteria. No LLM in the loop, stdlib only.

# Score all worked examples
python evals/run.py --all --threshold 70

# Score one skill against its own example
python evals/run.py --skill post-mortem

# Score a custom artifact
python evals/run.py --skill create-prd --artifact ./my-prd.md

Skills with rubrics: create-prd, prfaq, ai-feature-prd, brainstorm-okrs, status-update-generator, post-mortem, north-star-metric, product-vision, pricing-prd, roadmap-communication, release-notes, customer-feedback-triage.

Use case: PMs paste their drafted artifact and get back specific failures ("Summary is 12 sentences, need 2-5", "Section 5 Market Segments not found", "Found forbidden buzzword: synergy"). Faster than a human review, catches form failures consistently.


Red flags (anti-pattern library) per skill

Every PM skill now ships with a references/red-flags.md file: 10-12 concrete anti-patterns with paired bad and good artifact snippets, plus a "How to catch it" check question. Use it before sharing your output to scan for the most common failures.

Examples of red flags caught:

  • status-update-generator: "watermelon" status (green outside, red inside) — when the rationale sentence contradicts the color
  • create-prd: solution-before-problem (Section 7 expands while Section 3 is one sentence)
  • post-mortem: blame language ("Dev shipped a bad config") vs systemic framing ("Config validation lacked a pre-deploy step")
  • brainstorm-okrs: output-as-KR ("Ship the feature") vs outcome-as-KR ("Increase weekly active teams by 30%")
  • customer-feedback-triage: squeaky-wheel bias (the loudest customer's request leapfrogs the scored backlog)

See any skill's references/red-flags.md for the full library.


Runnable pipelines (chain multiple skills end-to-end)

Five pipelines/ at the repo root chain multiple PM skills into single-command flows:

Pipeline Chains Use case
pipelines/feature-end-to-end.py identify-assumptions → brainstorm-experiments → pre-mortem → create-prd → brainstorm-okrs → prioritization-frameworks → release-notes New feature from idea to launch
pipelines/weekly-cadence.py jira/linear adapter → status-update + flow-metrics + dependency-map Weekly exec status from real tracker data
pipelines/customer-discovery.py interview-synthesis → identify-assumptions → brainstorm-experiments → north-star-metric Process a batch of customer interviews
pipelines/post-mortem-flow.py post-mortem → pre-mortem (for follow-ups) → dependency-map After an incident
pipelines/launch-coordination.py beta-program → feature-flag-strategy → launch-playbook → release-notes Coordinated GA launch
python pipelines/feature-end-to-end.py --demo --output ./my-feature
# Produces: 01-assumptions.md, 02-experiments.md, 03-pre-mortem.md,
#           04-prd.md, 05-okrs.md, 06-priorities.md, 07-release-notes.md,
#           summary.md

Live data adapters

PM tools all consume JSON. To remove the "first get the data" friction, ship adapters that pull from real APIs:

# Jira -> status-update-generator
python tools/adapters/jira_to_json.py --jql "sprint in openSprints()" --format status-update \
  | python project-management/execution/status-update-generator/scripts/status_generator.py --input -

# Linear -> cycle-time-analyzer
python tools/adapters/linear_to_json.py --team ENG --cycle previous --format cycle-time \
  | python project-management/execution/cycle-time-analyzer/scripts/flow_metrics.py --input -

# Notion -> customer-feedback-triage
python tools/adapters/notion_to_json.py --database-id <uuid> --format feedback \
  | python project-management/execution/customer-feedback-triage/scripts/feedback_triage.py --input -

Stdlib only, env-var auth (JIRA_TOKEN, LINEAR_API_KEY, NOTION_TOKEN). See tools/adapters/README.md.


MCP tools (call PM skills directly from Claude Code)

15 PM skills are exposed as Claude Code MCP tools — callable inside any AI conversation without manually running Python:

pm_create_prd · pm_status_update · pm_funnel_analyze · pm_flow_metrics · pm_dependency_map · pm_feedback_triage · pm_nsm_tree · pm_refinement_score · pm_interview_synthesize · pm_prioritize · pm_okr_validate · pm_roadmap_transform · pm_pre_mortem · pm_release_notes · pm_stakeholder_map

Wire up via .mcp.json:

{ "mcpServers": { "claude-skills": { "command": "python3", "args": ["scripts/mcp_server.py"] } } }

Tool integrations

Tool Skill Push direction
Jira jira-expert/ Issues, sprints, JQL, automation
Confluence confluence-expert/ Pages, spaces, templates
Linear linear-expert/ Issues, cycles, projects, initiatives
Notion notion-pm/ DB-driven PRDs, OKRs, roadmaps
Productboard productboard-expert/ Insights, Features, Drivers, Releases
GitHub Projects (any execution skill) Issues via gh CLI
Atlassian MCP (any) Direct MCP server integration

Every PM Python tool supports --format json|markdown|mermaid|confluence|notion|linear. See SHARED_OUTPUT_SCHEMA.md.


Python tools (15+)

All tools are CLI-first, standard library only, with --help, --demo, and --format support.

# Discovery
python discovery/brainstorm-experiments/scripts/experiment_designer.py --demo
python discovery/identify-assumptions/scripts/assumption_tracker.py --demo
python discovery/pre-mortem/scripts/risk_categorizer.py --demo
python discovery/interview-synthesis/scripts/interview_synthesizer.py --demo

# Execution
python execution/create-prd/scripts/prd_scaffolder.py --demo
python execution/brainstorm-okrs/scripts/okr_validator.py --demo
python execution/outcome-roadmap/scripts/roadmap_transformer.py --demo
python execution/prioritization-frameworks/scripts/prioritization_scorer.py --demo --framework rice
python execution/release-notes/scripts/release_notes_generator.py --demo
python execution/backlog-refinement/scripts/refinement_scorer.py --demo
python execution/status-update-generator/scripts/status_generator.py --demo
python execution/north-star-metric/scripts/metric_tree_builder.py --demo
python execution/cycle-time-analyzer/scripts/flow_metrics.py --demo
python execution/dependency-map/scripts/dependency_graph.py --demo

# Senior PM
python senior-pm/scripts/stakeholder_mapper.py --demo
python senior-pm/scripts/risk_matrix_analyzer.py --demo
python senior-pm/scripts/project_health_dashboard.py --demo
python senior-pm/scripts/resource_capacity_planner.py --demo

# Scrum Master
python scrum-master/scripts/sprint_capacity_calculator.py --demo
python scrum-master/scripts/velocity_analyzer.py --demo
python scrum-master/scripts/sprint_health_scorer.py --demo
python scrum-master/scripts/retrospective_analyzer.py --demo

Installation

Quick Install (Recommended)

# Install all PM skills (54)
npx @borghei/claude-skills add pm-starter-pack

# Install individual skills
npx @borghei/claude-skills add senior-pm
npx @borghei/claude-skills add status-update-generator
npx @borghei/claude-skills add pm-interview-prep

Supported assistants: Claude Code, Cursor, Codex, Gemini CLI, Copilot, Windsurf, Cline, Aider, Goose, OpenCode


Workflows

Pattern 1: Discovery → Execution → Delivery

brainstorm-ideas → identify-assumptions → brainstorm-experiments → pre-mortem
       ↓                                                                  ↓
create-prd → brainstorm-okrs → outcome-roadmap → prioritization-frameworks
       ↓
backlog-refinement → story-splitting → (build) → release-notes
       ↓
status-update-generator → (weekly exec comms)

Pattern 2: Sprint Planning (Data-Driven)

python scrum-master/scripts/sprint_capacity_calculator.py team.json
python scrum-master/scripts/velocity_analyzer.py sprints.json
python execution/prioritization-frameworks/scripts/prioritization_scorer.py backlog.json --framework rice
python execution/cycle-time-analyzer/scripts/flow_metrics.py issues.json

Pattern 3: Cross-Team Coordination

python execution/dependency-map/scripts/dependency_graph.py deps.json --format mermaid
python execution/daci-framework/...  # Document decision rights
python execution/status-update-generator/scripts/status_generator.py --format confluence

Success Metrics

Metric Target
Sprint Predictability +40% improvement
Project On-Time Delivery +25% improvement
Atlassian/Linear Operations Efficiency +70% time savings
Documentation Findability +60% improvement
Meeting Summary Quality +50% consistency
Stakeholder Communication Coverage 100% mapped
Weekly Status Update Time 4 hr → 20 min
PM Onboarding Time 90 days → 30 days

Additional Resources


Last Updated: 2026-05-21 Skills Deployed: 54 production-ready PM skills Python Tools: 15+ CLI tools (standard library only) Integrations: Jira, Linear, Notion, Confluence, GitHub Projects, Atlassian MCP