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M11Capability Engineby Patrick Moser-Brillowski
Curated AI capabilities

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Useful AI skills from strong open sources, cleaned up for discovery, task fit and direct use.

All skills

◎265k ★GitHub

Multi-Agent Orchestration

Coordinates multi-agent work with clear owners, work items, evidence, and merge gates.

Agents · Orchestration→
◎265k ★GitHub

AI Context Window Audit

Audits Claude Code context overhead and recommends ways to reduce unnecessary loaded content.

Agents · Context→
◎265k ★GitHub

AI Agent Architecture Audit

Diagnoses agent-system failures across prompts, memory, tools, wrappers, and output delivery.

Agents · Agent Architecture→
≡265k ★GitHub

AI Skill Discovery

Searches local and external skill sources for existing matches before a new skill is created.

Knowledge Work · Skill Discovery→
↗51k ★GitHub

Lead Magnet Strategy

Plans lead magnets around audience needs, buyer stage, capture approach, distribution, and measurement.

Marketing · Lead Generation→
↗27k ★GitHub

Ideal Customer Profile

Turn existing customer evidence into a target-customer profile and segment criteria. Use customer-research-synthesis to collect evidence or customer-feedback-analysis to analyze a feedback dataset.

Marketing · Audience Definition→
↗27k ★GitHub

Go-to-Market Strategy

Turn a chosen audience and acquisition approach into a launch plan with channels, messages and milestones. Use go-to-market-motions when the acquisition model is still undecided.

Marketing · Go-to-Market→
↗27k ★GitHub

Marketing Campaign Ideas

Generate and compare five campaign concepts before choosing one. Use marketing-campaign-planning to organize execution of the selected idea.

Marketing · Campaigns→
↗27k ★GitHub

Product Growth Loops

Evaluates product-led growth loops and outlines measurable experiments for sharing, collaboration and referrals.

Marketing · Growth→
↗27k ★GitHub

Competitor Analysis

Choose for strategic comparison and differentiation from competitor evidence. Use competitor-research-profiles to first build detailed URL-based dossiers.

Marketing · Market Research→
↗27k ★GitHub

North Star Metric

Defines one customer-value metric and supporting input metrics with clear measurement assumptions.

Marketing · Measurement→
↗27k ★GitHub

Product Positioning

Develops differentiated product positioning ideas with audience fit, rationale, and supporting messages.

Marketing · Positioning→
·0 ★GitHub

Product Vision

Draft and compare product vision statements grounded in company values and customer needs.

Business · Product Strategy→
·0 ★GitHub

Go-to-Market Motion Selection

Choose an acquisition or sales motion suited to your economics and buying process. Use go-to-market-strategy to turn that choice into a launch plan.

Business · Acquisition Motions→
·0 ★GitHub

Customer Feedback and JTBD Analysis

Analyze an existing feedback dataset for themes, sentiment and improvement priorities. Use customer-research-synthesis to design new research and ideal-customer-profile to define the target customer.

Business · Customer Feedback→
·0 ★GitHub

PESTLE Market Environment Analysis

Map external political, economic, social, technological, legal and environmental factors for a business decision.

Business · Product Strategy→
·0 ★GitHub

Customer Journey Mapping

Map customer touchpoints and friction from awareness through advocacy.

Business · Customer Journey→
·0 ★GitHub

Ansoff Growth Options

Compare growth options across existing and new products and markets.

Business · Product Strategy→
·0 ★GitHub

Data Analysis Validation

Review methodology, calculations and conclusions before sharing an analysis.

Data & Analytics · Data Analysis→
·0 ★GitHub

Dataset Profiling

Profile a dataset and identify quality issues and useful follow-up analyses.

Data & Analytics · Data Analysis→
·0 ★GitHub

Statistical Analysis Guidance

Choose descriptive statistics and hypothesis tests while making assumptions and uncertainty explicit.

Data & Analytics · Data Analysis→
↗0 ★GitHub

Programmatic SEO Planning

Plan useful SEO pages at scale with a data strategy, templates and twelve complete playbooks.

Marketing · SEO→
↗0 ★GitHub

Landing Page and Form Conversion Review

Review marketing pages and forms, prioritize friction fixes and design measurable experiments.

Marketing · Conversion Optimization→
↗0 ★GitHub

Paywall and Upgrade Planning

Plan transparent in-product upgrade prompts and experiments after users experience value.

Marketing · Conversion Optimization→
↗0 ★GitHub

Signup and Registration Review

Review account creation and trial signup friction while preserving necessary security and consent controls.

Marketing · Conversion Optimization→
↗0 ★GitHub

User Onboarding and Activation

Plan the first useful product experience, activation milestones and measurable onboarding experiments.

Marketing · Conversion Optimization→
↗0 ★GitHub

Popup and Modal Planning

Design dismissible, accessible conversion overlays with honest offers and measurable frequency rules.

Marketing · Conversion Optimization→
↗0 ★GitHub

Email Sequence Copy and Flow

Write full email drafts, subject variants and a branching flow diagram. Choose Lifecycle Email Sequences for broader lifecycle planning with ten supporting references and provider guides.

Marketing · Email Marketing→
↗0 ★GitHub

Marketing Campaign Planning

Turn a selected campaign concept into a brief, calendar, dependencies and measurement plan. Use marketing-campaign-ideas when you still need concepts.

Marketing · Campaign Planning→
↗0 ★GitHub

Marketing Content Drafting

Draft channel-specific marketing content using clear structures, evidence and calls to action.

Marketing · Content Marketing→
↗0 ★GitHub

Brand Voice and Content Review

Review drafts against supplied brand guidance and propose specific, prioritized revisions.

Marketing · Brand Strategy→
↗0 ★GitHub

Marketing Performance Reporting

Turn supplied campaign or channel metrics into a traceable report with comparisons and testable recommendations.

Marketing · Marketing Analytics→
◇0 ★GitHub

Sales Company Research

Research one company or partner for a sourced B2B sales brief and outreach hypothesis. Use company-contact-enrichment to fill fields across lead or contact records.

Sales · Company Research→
◇0 ★GitHub

Company and Contact Enrichment

Resolve and enrich B2B lead, company and contact records with field-level evidence. Use sales-company-research for a narrative account brief and outreach hypothesis.

Sales · Sales Intelligence→
↗0 ★GitHub

Website Information Architecture

Plan page hierarchy, navigation, stable URL patterns and useful internal links for a website.

Marketing · Website Architecture→
↗0 ★GitHub

Content Strategy and Editorial Roadmap

Prioritize content pillars, audience questions and distribution plans using evidence and available resources.

Marketing · Content Strategy→
↗0 ★GitHub

Product Launch Planning

Plan a scoped product or feature launch across preparation, release and post-launch adoption.

Marketing · Launch Strategy→
↗0 ★GitHub

Customer Research and Voice of Customer

Design customer research or combine interviews, surveys and public evidence into needs and personas. Use customer-feedback-analysis for a supplied feedback dataset; ideal-customer-profile for ICP definition.

Marketing · Customer Research→
↗0 ★GitHub

Community Growth and Member Experience

Plan a community around member value, participation and measurable business goals.

Marketing · Community Marketing→
↗0 ★GitHub

Competitor Research Profiles

Choose to collect dated competitor dossiers from URLs, pricing pages and SEO evidence. Use competitor-analysis for the strategic comparison afterward.

Marketing · Competitive Intelligence→
·0 ★GitHub

Roadmap and Release Communication

Turn approved roadmap and release facts into audience-specific updates, release notes and changelogs.

Business · Roadmaps and Releases→
↗0 ★GitHub

Lifecycle Email Sequences

Plan coordinated welcome, nurture and retention journeys with ten supporting references, including provider guides. Choose Email Sequence Copy and Flow for a focused copy-and-flow drafting workflow.

Marketing · Lifecycle Email→
·0 ★GitHub

API Contracts and Interface Design

Define API contracts, pagination, error semantics and safe retry behavior; choose this for interface design, then Observability for evidence of runtime behavior.

Development · API Contracts→
·0 ★GitHub

Observability and Instrumentation Planning

Plan logs, metrics, traces and actionable runbooks for an existing service; use API Contracts first when the missing piece is interface behavior rather than runtime evidence.

Development · Observability→
◎0 ★GitHub

Agent Context and Session Handoff

Prepare project context, rules and restartable session handoffs; choose this for organizing context, and AI Context Window Audit for diagnosing existing overhead.

Agents · Context→
·0 ★GitHub

Product Discovery Sprint

Turn customer evidence into prioritized assumptions, experiments and proceed/pivot/stop decisions. Choose Customer Research and Synthesis when the evidence itself still needs synthesis.

Business · Product Discovery→
◇0 ★GitHub

Deal Quality Scoring

Design a deal-inspection scorecard with evidence, thresholds and override rules.

Sales · Pipeline Quality→
◇0 ★GitHub

Enrichment Waterfall Design

Design provider order, fallback paths and cost limits for an enrichment workflow. Use Company and Contact Enrichment for a specific research request.

Sales · Data Enrichment→
·0 ★GitHub

Customer Retention Playbook

Turn observed churn signals into owner-assigned retention plays and measurement plans.

Business · Customer Retention→
◇0 ★GitHub

Sales Coaching Practice

Turn an identified sales coaching gap into short practice drills and follow-up criteria. Use Sales Coaching Competencies to define the rubric first.

Sales · Sales Coaching→
·0 ★GitHub

Revenue Cohort Analysis

Define comparable revenue cohorts, metrics and diagnostic views. Use Statistical Analysis Guidance for inference methods.

Data & Analytics · Revenue Analytics→
◇0 ★GitHub

Intent Signal Scoring

Design a transparent account-intent score with decay, tiers and review rules.

Sales · Intent Signals→
·0 ★GitHub

Customer Identity Matching

Specify accountable matching and conflict-resolution rules across customer data sources.

Data & Analytics · Data Quality→
·0 ★GitHub

Segment Activation Planning

Map existing customer segments to cross-team actions, owners and measurable outcomes. Use User Onboarding and Activation for the individual first-value journey.

Business · Go-to-Market Operations→
◇0 ★GitHub

Sales Call Review

Review an authorized sales-call transcript with an observable rubric and evidence-linked coaching actions.

Sales · Sales Coaching→
·0 ★GitHub

Retention Dashboard Design

Specify retention metrics, cohort views and alert logic for a BI dashboard. Use Customer Retention Playbook for the intervention plan.

Data & Analytics · Revenue Analytics→
◇0 ★GitHub

Sales Coaching Competencies

Define observable sales competencies and calibrated coaching rubrics. Use Sales Coaching Practice for follow-up exercises.

Sales · Sales Coaching→
·0 ★GitHub

Offer Delivery Design

Compare done-for-you, guided and self-service delivery for an existing offer. Use Service Productization for repeatable packages and tiers.

Business · Offer Design→
↗0 ★GitHub

Offer Value Communication

Improve how an existing offer communicates its value through naming, structure and evidence-backed comparisons. Use Product Positioning for market differentiation.

Marketing · Offer Messaging→
·0 ★GitHub

Service Productization

Turn repeatable service work into defined packages, an offer ladder and optional upgrade paths. Use Offer Delivery Design when only the fulfillment format is undecided.

Business · Offer Design→
↗0 ★GitHub

Conversion Hypothesis Prioritization

Turn observed page/funnel friction into an evidence-ranked experiment backlog. Use Landing Page Conversion Review for a focused page critique.

Marketing · Conversion Optimization→
↗0 ★GitHub

Braze Engagement Guidance

Original Braze Canvas, segmentation and lifecycle guidance with declared reference limitations.

Marketing · Lifecycle Marketing→
↗0 ★GitHub

Brand Voice Guide Design

Create voice attributes, a tone matrix and channel guidance. Use Brand Voice Content Review to check an existing draft against established rules.

Marketing · Brand Voice→
↗0 ★GitHub

Content Pipeline Orchestration

Original workflow for chaining research, editorial review and social-pack agents.

Marketing · Content Operations→
↗0 ★GitHub

Website Brand Profile

Original website-to-brand-profile workflow; extracted observations must stay separate from inferred brand rules.

Marketing · Brand Identity→
◇0 ★GitHub

Buyer Objection Clarification

Map expressed buyer concerns to factual answers, supporting evidence and improvements to the offer.

Sales · Sales Messaging→
·0 ★GitHub

Klaviyo Integration Guidance

Original Klaviyo developer guide; SDK scripts, API contracts and version claims are not functionally verified.

Engineering · API Integrations→
↗0 ★GitHub

Offer Bonus Planning

Design relevant offer extras that address concrete customer needs and disclose their actual conditions.

Marketing · Offer Design→
↗0 ★GitHub

Klaviyo Marketing Review

Original Klaviyo marketing review workflow with explicit data-access and dependency warnings.

Marketing · Lifecycle Marketing→
↗0 ★GitHub

Cross-Platform Advertising Review

Original multi-platform ad-audit orchestration; required platform packages and scoring files are not included.

Marketing · Paid Advertising→
·0 ★GitHub

Expertise Business Model

Compare ways to monetize expertise against demand, capacity and goals. Use Service Productization to package a service already chosen.

Business · Business Model Design→
↗0 ★GitHub

LinkedIn Advertising Guidance

Original LinkedIn advertising guide with explicit warnings for obsolete audience features and unverified benchmarks.

Marketing · Paid Advertising→
↗0 ★GitHub

TikTok Advertising Guidance

Original TikTok campaign, creative and measurement guide; platform details and benchmarks are unverified.

Marketing · Paid Advertising→
·0 ★GitHub

Evidence Research Brief

Synthesize topic sources into a cited brief with evidence, uncertainty and content angles. Use Customer Research and Synthesis for interviews and customer feedback.

Research · Research Synthesis→
◫0 ★GitHub

Cinematic Video Prompts

Write timed cinematic video prompts with motion, camera and continuity cues.

Image & Video · Video Prompting→
◫0 ★GitHub

Visual Prompt Model Adaptation

Adapt a visual brief to model-specific syntax while flagging unknown capabilities.

Image & Video · Visual Prompting→
◫0 ★GitHub

Visual Prompt Diagnostics

Diagnose a failed image/video result and propose controlled prompt revisions.

Image & Video · Visual Prompting→
◫0 ★GitHub

Short Film Development

Develop a short-film idea into a logline, treatment, scene list and revision plan.

Image & Video · Film Development→
◫0 ★GitHub

Cinematic Image Prompts

Write cinematic still-image prompts with composition, lighting and identity anchors.

Image & Video · Image Prompting→
◫0 ★GitHub

Visual Continuity Bible

Track recurring characters, locations, props and changing scene state.

Image & Video · Visual Continuity→
◫0 ★GitHub

Screenplay Scene Writing

Write or revise filmable scenes, dialogue, beats and Fountain-style excerpts.

Image & Video · Film Development→
◫0 ★GitHub

Shotlist and Visual Breakdown

Translate a scene into shots, camera setups, assets and continuity notes.

Image & Video · Film Development→
◫0 ★GitHub

Cinematography Direction

Translate tone and genre into reusable camera, lighting and visual-style rules.

Image & Video · Visual Direction→
·0 ★GitHub

Product and Business Data Analysis

Use product/business data to frame a decision with evidence and tradeoffs. Use Metric Change Diagnostics to explain a movement first.

Data & Analytics · Decision Analysis→
·0 ★GitHub

KPI Framework Design

Define KPI formulas, targets, drivers and guardrails. Use North Star Metric for the narrower primary-value metric choice.

Data & Analytics · Measurement Design→
·0 ★GitHub

Metric Change Diagnostics

Investigate metric movements or discrepancies before choosing a business response.

Data & Analytics · Metric Diagnostics→
↗0 ★GitHub

Marketing Prompt Toolkit

Original workflow for marketing prompt evaluation, version history and governance.

Marketing · AI Content Operations→
·0 ★GitHub

UX Research and Journey Design

Plan personas, journeys and usability research. Use Customer Research and Synthesis for evidence synthesis alone.

Business · User Research→
↗0 ★GitHub

Growth Experiment Design

Original A/B testing and experimentation workflow with explicit statistical corrections.

Marketing · Experimentation→
↗0 ★GitHub

Structured Data Guidance

Original schema.org implementation guidance with rich-result freshness limitations.

Marketing · Technical SEO→
·0 ★GitHub

Pricing and Packaging Guidance

Original pricing, tiers and willingness-to-pay workflow. Use Expertise Business Model for the overall monetization structure.

Business · Pricing→
↗0 ★GitHub

Referral and Affiliate Planning

Plan referral incentives, affiliate terms and measurement from the original framework.

Marketing · Referral Marketing→
↗0 ★GitHub

Search Console Portfolio Review

Original multi-property Search Console comparison workflow with coverage caveats.

Marketing · SEO Analytics→
↗0 ★GitHub

AI Search Difficulty Guidance

Original keyword-difficulty scoring workflow using competitor metrics and observed AI citations.

Marketing · Search Research→
↗0 ★GitHub

AI Search Visibility Planning

Plan discoverability and citations in AI search. Use Search Console Portfolio Review for measured property comparisons.

Marketing · AI Search→
↗0 ★GitHub

Technical SEO Audit Guidance

Review technical and on-page SEO issues using the original audit workflow.

Marketing · Technical SEO→
·0 ★GitHub

Industry Five Forces

Analyze industry rivalry, entry, substitutes and buyer/supplier bargaining power. Use Competitor Analysis for individual competitor comparisons.

Business · Competitive Strategy→
·0 ★GitHub

Beachhead Market Selection

Select a focused initial market segment before expanding. Use GTM Motion Selection for the selling model.

Business · Market Entry→
·0 ★GitHub

Warehouse Context Extraction

Extract reusable warehouse schema, dialect and business context for later analysis.

Data & Analytics · Data Context→
↗0 ★GitHub

Ad Creative Production Guidance

Plan ad variants, review criteria and production handoffs from the original workflow.

Marketing · Creative Production→
·0 ★GitHub

Internal Change Communications

Plan employee change communications, sequencing and feedback loops.

Business · Change Management→
·0 ★GitHub

Business Process Mapping

Map process stages, queues and candidate bottlenecks from operational evidence.

Business · Operations→
·0 ★GitHub

Operations Capacity Guidance

Frame capacity, queueing and staffing scenarios with declared assumptions.

Business · Operations→
·0 ★GitHub

Procurement Spend Guidance

Review spend, renewals and supplier consolidation opportunities.

Business · Operations→
↗0 ★GitHub

SEO Content Gap Guidance

Identify candidate topic and keyword gaps between comparable websites.

Marketing · Content Research→
↗0 ★GitHub

Semrush Research Guidance

Use the original Semrush workflow to frame competitive search research.

Marketing · SEO Analytics→
↗0 ★GitHub

Ahrefs Research Guidance

Use the original Ahrefs workflow for backlinks, keywords and competitor research.

Marketing · SEO Analytics→
↗0 ★GitHub

Keyword Opportunity Research

Research keyword opportunities, intent and candidate content priorities.

Marketing · Keyword Research→
·0 ★GitHub

Source-Driven Development Guidance

Ground implementation decisions in resolved dependency versions and source documentation.

Engineering · Development Workflow→
·0 ★GitHub

DevTools Browser Testing Guidance

Plan browser debugging and test observations using a separately available DevTools MCP.

Engineering · Testing→
·0 ★GitHub

Application Hardening Guidance

Frame application threats and defensive hardening work from the original checklist.

Engineering · Security→
·0 ★GitHub

Portfolio and Program Management

Plan enterprise project portfolios, risk registers and resource discussions.

Business · Project Management→
↗0 ★GitHub

Marketing Page Conversion Review

Review a marketing page by value proposition, CTA, trust and friction. Use Conversion Hypothesis Prioritization for selecting among experiments.

Marketing · Conversion Optimization→
·0 ★GitHub

SaaS Metrics Coaching

Structure a SaaS health report from revenue, churn and acquisition inputs.

Business · SaaS Metrics→
·0 ★GitHub

Acquisition and Integration Planning

Frame acquisition rationale, diligence, negotiation questions and integration.

Business · Corporate Strategy→
·0 ★GitHub

Strategic Data Leadership

Frame data architecture, training-data rights, asset value and hiring decisions.

Data & Analytics · Data Strategy→
·0 ★GitHub

International Market Expansion

Compare foreign markets, entry modes, localization and operating requirements. Use Beachhead Market Selection for choosing an initial narrow segment.

Business · Market Entry→
·0 ★GitHub

Agile Team Forecasting

Frame sprint forecasts, retrospective actions and team-health discussions.

Business · Project Management→
↗0 ★GitHub

B2B Demand Acquisition Planning

Plan B2B SaaS acquisition channels, funnel handoffs and measurement. Use Cross-Platform Advertising Review for comparing existing channel results.

Marketing · Demand Generation→
↗0 ★GitHub

Registration Flow Review

Review account-creation steps, field friction and post-submit experience. Use User Onboarding Activation for activation after registration.

Marketing · Conversion Optimization→
·0 ★GitHub

Board Investor Deck Outline

Structure a board or investor narrative around metrics, variance and decisions.

Business · Executive Communication→
↗0 ★GitHub

Service Area Local SEO

Review service-area business profiles, location content, NAP and local schema.

Marketing · Local SEO→
·0 ★GitHub

Security Program Leadership

Frame a security program, risk register, incident coordination and board reporting. Use Application Hardening Guidance for application-level defenses.

Engineering · Security Governance→
◎0 ★GitHub

AI Work Self-Assessment

Assess task difficulty and execution quality using a two-axis rubric.

Agents · Evaluation→
·0 ★GitHub

Pricing Model and Packaging Design

Choose a pricing model, willingness-to-pay range and packaging tiers. Use Pricing and Packaging Guidance for the broader marketing workflow.

Business · Pricing→
↗0 ★GitHub

AI Citation Content Audit

Audit content structure and citation signals. Use AI Search Visibility Planning for broader visibility strategy.

Marketing · AI Search→
◇0 ★GitHub

Commercial Revenue Forecasting

Build pipeline, bookings and cohort revenue scenarios with explicit assumptions.

Sales · Revenue Operations→
·0 ★GitHub

Company Culture Design

Translate company values into observable behavior, rituals and review questions.

Business · Organization→
◇0 ★GitHub

Channel Profitability Planning

Compare fully loaded direct and partner channel economics and allocation scenarios.

Sales · Channel Strategy→
◎0 ★GitHub

Executive Deliberation Protocol

Structure independent executive perspectives, critique and human decision review.

Agents · Executive Workflows→
·0 ★GitHub

Organization Health Review

Review cross-functional organizational health and identify follow-up questions.

Business · Organization→
◇0 ★GitHub

Partnership Commercial Design

Frame partner tiers, joint go-to-market commitments and revenue-share economics.

Sales · Channel Strategy→
↗0 ★GitHub

Marketing Workflow Routing

Choose among the upstream marketing workflows and coordinate their handoffs.

Marketing · Marketing Operations→
↗0 ★GitHub

In-Product Upgrade Review

Review paywalls, feature gates and in-product upgrade moments. Use Marketing Page Conversion Review for public pricing pages.

Marketing · Conversion Optimization→
↗0 ★GitHub

Interactive Marketing Tool Planning

Plan a useful free calculator, generator or checker as a marketing asset. Use Lead Magnet Strategy for downloadable content.

Marketing · Lead Generation→
◎0 ★GitHub

Executive Advisor Routing

Route an executive question to appropriate advisor perspectives and synthesize decisions.

Agents · Executive Workflows→
◇0 ★GitHub

Discount Policy Design

Design discount bands, approval thresholds and exception rules. Use Deal Review Routing for applying an existing policy to one deal.

Sales · Commercial Governance→
·0 ★GitHub

Legal Issue Spotting

Organize contract, IP and regulatory questions for qualified counsel.

Business · Legal Planning→
·0 ★GitHub

Market Sizing Research Methods

Plan TAM/SAM/SOM estimates, survey sampling and segment evaluation.

Business · Market Research→
·0 ★GitHub

Compound Business Scenarios

Explore interacting business shocks and cross-functional responses.

Business · Scenario Planning→
↗0 ★GitHub

Lead Form Conversion Review

Review lead, contact or demo forms. Use Registration Flow Review for account creation.

Marketing · Conversion Optimization→
↗0 ★GitHub

Popup Conversion Review

Alternative popup framework from the Alireza collection. Use Popup Modal Planning for the existing M11 workflow with bundled references; this source variant has no reference package.

Marketing · Conversion Optimization→
·0 ★GitHub

Human Review Gate Guidance

Organize named human review and structured feedback before a requested sign-off.

Engineering · Review Workflow→
·0 ★GitHub

AI Strategy and Governance

Frame model build-versus-buy, AI economics, governance questions and staffing.

Business · AI Strategy→
◇0 ★GitHub

RFP Bid Response Planning

Map bid requirements to evidence, gaps and win themes before a bid decision.

Sales · Bid Management→
·0 ★GitHub

Product Research Methods

Choose research methods and organize evidence into an insight repository. Use UX Research and Journey Design for persona/journey artifacts.

Business · User Research→
·0 ★GitHub

Financial Leadership Planning

Frame cash, unit economics, fundraising and board financial questions. Use SaaS Metrics Coaching for a focused metric health report.

Business · Financial Planning→
◇0 ★GitHub

Deal Review Routing

Apply existing commercial policy to a specific deal and route exceptions to named humans.

Sales · Commercial Governance→
◎0 ★GitHub

Multi-Model Memo Review

Plan independent model critiques of a memo while preserving disagreements.

Agents · Evaluation→
◎0 ★GitHub

Google Agent Prompt Management

Manage stored prompt versions and lifecycle in Google Agent Platform, including explicit confirmation before deletion.

Agents · Prompt Operations→
·0 ★GitHub

Google Cloud Cost Architecture

Review Google Cloud costs using the Well-Architected Framework; WAF here does not mean a web application firewall.

Engineering · Cloud Economics→
·0 ★GitHub

BigQuery Slot Cost Optimization

Analyze BigQuery job and reservation telemetry to compare slot capacity and cost options.

Data & Analytics · Warehouse Economics→
◎0 ★GitHub

Google Managed Agent API

Plan lifecycle operations for stateful managed Agent resources. Use Google Agent Prompt Management for stored prompts only.

Agents · Agent Infrastructure→
·0 ★GitHub

Google IAM Policy Simulation

Replay historical access against proposed IAM v1 allow policies before a separately approved change.

Engineering · Cloud Security→
◎0 ★GitHub

Google Agent Evaluation Flywheel

Design synthetic evaluation datasets, judge-based evaluation and iterative agent improvement on Google Cloud.

Agents · Evaluation→
↗0 ★GitHub

Google Conversion and Event Ingestion

Plan Google Data Manager event and conversion ingestion. Use Google Audience Ingestion for audience membership.

Marketing · Measurement Integration→
·0 ★GitHub

Google Analytics Admin Configuration

Configure GA accounts, properties, streams and integrations. Use Google Analytics Reporting for querying performance data.

Data & Analytics · Analytics Administration→
↗0 ★GitHub

Google Audience Ingestion

Plan adding, removing or replacing Google Customer Match audience members. Use Google Conversion and Event Ingestion for events.

Marketing · Audience Operations→
↗0 ★GitHub

Google Data Manager Setup

Set up client libraries and authentication for Google Data Manager; audience and event payloads use the dedicated ingestion skills.

Marketing · Measurement Integration→
·0 ★GitHub

BigQuery AI and ML Guidance

Select BigQuery SQL AI/ML capabilities for forecasting, anomaly detection, vectors and generative analysis.

Data & Analytics · Machine Learning→
↗0 ★GitHub

Google Ads API Quickstart

Set up Google Ads API access and a campaign retrieval example; use Google Ads Account Diagnostics once access works.

Marketing · Ads Integration→
◎0 ★GitHub

Google RAG Corpus Management

Inspect Google Agent Platform RAG corpora and retrieve grounded context; not a general database or Workspace RAG workflow.

Agents · Retrieval→
·0 ★GitHub

Google Agent Gateway Security

Design ingress and egress controls using Agent Gateway, Model Armor, IAP and registries.

Engineering · Cloud Security→
◎0 ★GitHub

Google Multi-Agent Deployment Design

Gather requirements and design Google Cloud agent deployment instructions. Use Google Cloud Solution Architecture for non-agent systems.

Agents · Agent Infrastructure→
·0 ★GitHub

Google Analytics Reporting

Query Google Analytics reporting data through the Data API. Use Google Analytics Admin Configuration for account/property settings.

Data & Analytics · Web Analytics→
·0 ★GitHub

BigQuery Lineage Impact Analysis

Inspect downstream BigQuery lineage before a proposed asset change. Use Google Data Lineage Summary for general lineage orientation.

Data & Analytics · Data Governance→
·0 ★GitHub

Google Agentic Data Science Design

Design a Google Cloud agentic data-science workflow spanning analysis, models and deployment planning.

Data & Analytics · Data Science Architecture→
·0 ★GitHub

Google Agent Alert Configuration

Plan Terraform and telemetry-based alerts for agent reliability and supported quality signals.

Engineering · Observability→
·0 ★GitHub

Google Cloud Solution Architecture

Design cross-product Google Cloud solutions and review deployment plans; use Multi-Agent Deployment Design for agent-specific systems.

Engineering · Cloud Architecture→
·0 ★GitHub

Google Data Lineage Summary

Summarize available BigQuery and GCS lineage; use BigQuery Lineage Impact Analysis for downstream change impact.

Data & Analytics · Data Governance→
◎0 ★GitHub

Google Agent Skill Registry

Browse and manage Google Agent Platform skill registry revisions; this is separate from the M11 catalog.

Agents · Skill Operations→
◎0 ★GitHub

Google Agent Model Tuning

Plan model-category-specific tuning, dataset preparation and jobs on Google Agent Platform.

Agents · Model Training→
↗0 ★GitHub

Google Ads Account Diagnostics

Investigate Google Ads conversion loss, impression share and bid/budget constraints; use API Quickstart for initial access.

Marketing · Ads Analysis→
↗0 ★GitHub

Competitor Ad Collection

Collect competitor ad samples and separate long-running from recently repeated creatives. Use Competitor Ad Intelligence for a cross-brand report.

Marketing · Creative Research→
·0 ★GitHub

GA4 Reporting Integrity

Check GA4 metric definitions, channel totals, intraday completeness and attribution differences before reporting results.

Data & Analytics · Web Analytics→
↗0 ★GitHub

Google Ads Experiment Planning

Plan Google Ads experiments using the GoMarble proposal workflow; use Growth Experiment Design for broader experiment strategy.

Marketing · Ads Operations→
↗0 ★GitHub

Meta Account Performance Analysis

Analyze Meta account performance, baselines and active-entity metrics. Use Meta Ads Deep Analysis for the wider audit framework.

Marketing · Ads Analysis→
↗0 ★GitHub

Google Ads Optimization Guardrails

Check Google Ads recommendations against valid budget controls, metric choice and source scaling rules.

Marketing · Ads Analysis→
↗0 ★GitHub

Winning Ads Workflow

Coordinate the full GoMarble competitor-to-production-brief workflow. Use the individual collection, diagnosis or brief skills for one step.

Marketing · Creative Strategy→
↗0 ★GitHub

Meta Ads Optimization Guardrails

Review Meta recommendations against budget controls, conversion type, learning-stage and evidence requirements.

Marketing · Ads Analysis→
↗0 ★GitHub

Ad Pattern Synthesis

Combine competitor, own-creative and hook evidence into test directions; this synthesizes existing research rather than collecting new data.

Marketing · Creative Strategy→
↗0 ★GitHub

Google Search Campaign Change Planning

Plan GoMarble tool parameters for Search bids, budgets, negatives and query isolation. Use Search Campaign Analysis to diagnose first.

Marketing · Ads Operations→
↗0 ★GitHub

Ad Hook Psychology

Generate or critique hooks using the source psychological framework; does not require account data or execute ads.

Marketing · Creative Strategy→
↗0 ★GitHub

Meta Ad Set Planning

Prepare Meta ad-set targeting, attribution and bids under a verified parent campaign. Use Meta Campaign Planning for campaign-level settings.

Marketing · Ads Operations→
↗0 ★GitHub

Meta Ad Change Operations

Plan updates to existing Meta campaigns, ad sets and ads; use Meta Ads Creation Workflow for new structures.

Marketing · Ads Operations→
↗0 ★GitHub

Google PMax Scaling Plan

Plan PMax scaling after maturity and performance evaluation; use Google PMax Evaluation before choosing changes.

Marketing · Ads Analysis→
↗0 ★GitHub

Own Ad Creative Diagnosis

Diagnose your own creative patterns using account data, CSV or supplied assets. Use Meta Creative Metrics Analysis for the narrow metric framework.

Marketing · Creative Analysis→
↗0 ★GitHub

Meta Creative Metrics Analysis

Apply the source video/image/catalog diagnostic framework to Meta creative metrics; use Own Ad Creative Diagnosis for a broader asset teardown.

Marketing · Creative Analysis→
↗0 ★GitHub

Meta Ads Deep Analysis

Structure a Meta audit across hierarchy, breakdowns, time and attribution; use Meta Account Performance Analysis for account baselines.

Marketing · Ads Analysis→
↗0 ★GitHub

Google Ads Keyword Planning

Plan paid-search keyword discovery and match-type choices using GoMarble's Keyword Planner workflow; not organic SEO research.

Marketing · Paid Search→
↗0 ★GitHub

Google Shopping Optimization

Review Shopping feed health and product-level decisions before campaign changes; not PMax optimization.

Marketing · Ads Analysis→
↗0 ★GitHub

Meta Ad and Creative Planning

Prepare Meta ads with single-image/video or catalog creatives under an existing ad set. Use Ad Brief Production for creator instructions.

Marketing · Ads Operations→
↗0 ★GitHub

Google Ads Creation Workflow

Route Google Ads create/update tasks through the GoMarble proposal and approval workflow; use API Quickstart for SDK setup.

Marketing · Ads Operations→
·0 ★GitHub

Shopify Revenue Reconciliation

Reconcile Shopify order reports with dashboard totals using dates, refunds, currencies and financial-status scope.

Data & Analytics · Commerce Analytics→
↗0 ★GitHub

Google Search Campaign Analysis

Classify Search queries and diagnose CPC, rank and budget pressure; use Search Campaign Change Planning for proposed mutations.

Marketing · Paid Search→
↗0 ★GitHub

Google Shared Negative Lists

Plan shared Google Ads negative lists and campaign attachments, distinguishing campaign IDs from shared-set link IDs.

Marketing · Ads Operations→
↗0 ★GitHub

Competitor Ad Intelligence

Summarize sampled competitor ads into cross-brand patterns and whitespace. Use Competitor Ad Collection for detailed cohort collection.

Marketing · Creative Research→
↗0 ★GitHub

Google Ads Deep Analysis

Organize an eight-dimension GoMarble Google Ads audit; use Google Ads Account Diagnostics for the Google-authored issue workflow.

Marketing · Ads Analysis→
↗0 ★GitHub

Meta Campaign Planning

Prepare Meta campaign objectives, ABO/CBO budgets and special-ad categories. Use Meta Ad Set Planning for targeting and attribution.

Marketing · Ads Operations→
↗0 ★GitHub

Meta Ads Creation Workflow

Coordinate Meta campaign, ad-set and creative creation with separate approval to enable new ads.

Marketing · Ads Operations→
↗0 ★GitHub

Ad Brief Production

Turn a chosen evidence-backed creative direction into a creator brief, hook, shot list, voiceover and CTA.

Marketing · Creative Production→
↗0 ★GitHub

Google Ads Bid Modifier Planning

Plan device, location and audience bid modifiers using the source mutation workflow; not campaign-budget allocation.

Marketing · Ads Operations→
↗0 ★GitHub

Google PMax Evaluation

Evaluate PMax maturity, comparative performance and asset labels before scaling. Use Google PMax Scaling Plan after this diagnosis.

Marketing · Ads Analysis→
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Task Packs

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Compact two-skill starter: clarify positioning and choose a lead magnet. Use Marketing Launch for the broader eight-skill go-to-market workflow.

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Build an evidence-led marketing plan from ICP and competition through positioning, campaigns, growth and measurement.

Agent Audit Essentials

Diagnose architecture and context, plan agent-team responsibilities, then organize project context and session handoffs. Memory and cost-runtime reviews remain outside this pack.

Conversion and Activation Review

Review the journey from landing page and lead capture through registration, first value and transparent upgrades.

Campaign Content and Brand Review

Plan a campaign, draft its channel content and review the work against actual brand guidance.

Content and Launch Planning

Prioritize an editorial roadmap and plan how to launch and distribute it across suitable channels.

Customer, Market and Community Research

Understand customer needs, compare competitors and plan a community around real member value.

Lead Magnet to Lifecycle Nurture

Choose a relevant lead magnet, then draft a permission-based nurture journey with entry, suppression and exit rules.

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Define the API contract, then plan how to observe its latency, failures and retries. Guidance and checklist; no production changes.

Data Analysis Foundation

Profile a dataset, choose and interpret statistical methods, then validate calculations and conclusions before sharing.

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01 · Category
What the MCP returns at this step
22 · Business · Project Management

Portfolio and Program Management

Plan enterprise project portfolios, risk registers and resource discussions.

projektportfolioplanungsenior-pm
Senior Project / Program Management · Original SKILL.md
---
name: "senior-pm"
description: Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio management, quantitative risk analysis, resource optimization, stakeholder alignment, and executive reporting. Uses advanced methodologies including EMV analysis, Monte Carlo simulation, WSJF prioritization, and multi-dimensional health scoring. Use when a user needs help with project plans, project status reports, risk assessments, resource allocation, project roadmaps, milestone tracking, team capacity planning, portfolio health reviews, program management, or executive-level project reporting — especially for enterprise-scale initiatives with multiple workstreams, complex dependencies, or multi-million dollar budgets.
---

# Senior Project Management Expert

## Overview

Strategic project management for enterprise software, SaaS, and digital transformation initiatives. Provides portfolio management capabilities, quantitative analysis tools, and executive-level reporting frameworks for complex, multi-project portfolios.

### Core Expertise Areas

**Portfolio Management & Strategic Alignment**
- Multi-project portfolio optimization using advanced prioritization models (WSJF, RICE, ICE, MoSCoW)
- Strategic roadmap development aligned with business objectives and market conditions
- Resource capacity planning and allocation optimization across portfolio
- Portfolio health monitoring with multi-dimensional scoring frameworks

**Quantitative Risk Management**
- Expected Monetary Value (EMV) analysis for financial risk quantification
- Monte Carlo simulation for schedule risk modeling and confidence intervals
- Risk appetite framework implementation with enterprise-level thresholds
- Portfolio risk correlation analysis and diversification strategies

**Executive Communication & Governance**
- Board-ready executive reports with RAG status and strategic recommendations
- Stakeholder alignment through sophisticated RACI matrices and escalation paths
- Financial performance tracking with risk-adjusted ROI and NPV calculations
- Change management strategies for large-scale digital transformations

## Methodology & Frameworks

### Three-Tier Analysis Approach

**Tier 1: Portfolio Health Assessment**
Uses `project_health_dashboard.py` to provide comprehensive multi-dimensional scoring:

```bash
python3 scripts/project_health_dashboard.py assets/sample_project_data.json
```

**Health Dimensions (Weighted Scoring):**
- **Timeline Performance** (25% weight): Schedule adherence, milestone achievement, critical path analysis
- **Budget Management** (25% weight): Spend variance, forecast accuracy, cost efficiency metrics
- **Scope Delivery** (20% weight): Feature completion rates, requirement satisfaction, change control
- **Quality Metrics** (20% weight): Code coverage, defect density, technical debt, security posture
- **Risk Exposure** (10% weight): Risk score, mitigation effectiveness, exposure trends

**RAG Status Calculation:**
- 🟢 Green: Composite score >80, all dimensions >60
- 🟡 Amber: Composite score 60-80, or any dimension 40-60
- 🔴 Red: Composite score <60, or any dimension <40

**Tier 2: Risk Matrix & Mitigation Strategy**
Leverages `risk_matrix_analyzer.py` for quantitative risk assessment:

```bash
python3 scripts/risk_matrix_analyzer.py assets/sample_project_data.json
```

**Risk Quantification Process:**
1. **Probability Assessment** (1-5 scale): Historical data, expert judgment, Monte Carlo inputs
2. **Impact Analysis** (1-5 scale): Financial, schedule, quality, and strategic impact vectors
3. **Category Weighting**: Technical (1.2x), Resource (1.1x), Financial (1.4x), Schedule (1.0x)
4. **EMV Calculation**:

```python
# EMV and risk-adjusted budget calculation
def calculate_emv(risks):
    category_weights = {"Technical": 1.2, "Resource": 1.1, "Financial": 1.4, "Schedule": 1.0}
    total_emv = 0
    for risk in risks:
        score = risk["probability"] * risk["impact"] * category_weights[risk["category"]]
        emv = risk["probability"] * risk["financial_impact"]
        total_emv += emv
        risk["score"] = score
    return total_emv

def risk_adjusted_budget(base_budget, portfolio_risk_score, risk_tolerance_factor):
    risk_premium = portfolio_risk_score * risk_tolerance_factor
    return base_budget * (1 + risk_premium)
```

**Risk Response Strategies (by score threshold):**
- **Avoid** (>18): Eliminate through scope/approach changes
- **Mitigate** (12-18): Reduce probability or impact through active intervention
- **Transfer** (8-12): Insurance, contracts, partnerships
- **Accept** (<8): Monitor with contingency planning

**Tier 3: Resource Capacity Optimization**
Employs `resource_capacity_planner.py` for portfolio resource analysis:

```bash
python3 scripts/resource_capacity_planner.py assets/sample_project_data.json
```

**Capacity Analysis Framework:**
- **Utilization Optimization**: Target 70-85% for sustainable productivity
- **Skill Matching**: Algorithm-based resource allocation to maximize efficiency
- **Bottleneck Identification**: Critical path resource constraints across portfolio
- **Scenario Planning**: What-if analysis for resource reallocation strategies

### Advanced Prioritization Models

Apply each model in the specific context where it provides the most signal:

**Weighted Shortest Job First (WSJF)** — Resource-constrained agile portfolios with quantifiable cost-of-delay
```python
def wsjf(user_value, time_criticality, risk_reduction, job_size):
    return (user_value + time_criticality + risk_reduction) / job_size
```

**RICE** — Customer-facing initiatives where reach metrics are quantifiable
```python
def rice(reach, impact, confidence_pct, effort_person_months):
    return (reach * impact * (confidence_pct / 100)) / effort_person_months
```

**ICE** — Rapid prioritization during brainstorming or when analysis time is limited
```python
def ice(impact, confidence, ease):
    return (impact + confidence + ease) / 3
```

**Model Selection — Use this decision logic:**
```
if resource_constrained and agile_methodology and cost_of_delay_quantifiable:
    → WSJF
elif customer_facing and reach_metrics_available:
    → RICE
elif quick_prioritization_needed or ideation_phase:
    → ICE
elif multiple_stakeholder_groups_with_differing_priorities:
    → MoSCoW
elif complex_tradeoffs_across_incommensurable_criteria:
    → Multi-Criteria Decision Analysis (MCDA)
```

Reference: `references/portfolio-prioritization-models.md`

### Risk Management Framework

Reference: `references/risk-management-framework.md`

**Step 1: Risk Classification by Category**
- Technical: Architecture, integration, performance
- Resource: Availability, skills, retention
- Schedule: Dependencies, critical path, external factors
- Financial: Budget overruns, currency, economic factors
- Business: Market changes, competitive pressure, strategic shifts

**Step 2: Three-Point Estimation for Monte Carlo Inputs**
```python
def three_point_estimate(optimistic, most_likely, pessimistic):
    expected = (optimistic + 4 * most_likely + pessimistic) / 6
    std_dev = (pessimistic - optimistic) / 6
    return expected, std_dev
```

**Step 3: Portfolio Risk Correlation**
```python
import math

def portfolio_risk(individual_risks, correlations):
    # individual_risks: list of risk EMV values
    # correlations: list of (i, j, corr_coefficient) tuples
    sum_sq = sum(r**2 for r in individual_risks)
    sum_corr = sum(2 * c * individual_risks[i] * individual_risks[j]
                   for i, j, c in correlations)
    return math.sqrt(sum_sq + sum_corr)
```

**Risk Appetite Framework:**
- **Conservative**: Risk scores 0-8, 25-30% contingency reserves
- **Moderate**: Risk scores 8-15, 15-20% contingency reserves
- **Aggressive**: Risk scores 15+, 10-15% contingency reserves

## Assets & Templates

### Project Charter Template
Reference: `assets/project_charter_template.md`

**Comprehensive 12-section charter including:**
- Executive summary with strategic alignment
- Success criteria with KPIs and quality gates
- RACI matrix with decision authority levels
- Risk assessment with mitigation strategies
- Budget breakdown with contingency analysis
- Timeline with critical path dependencies

### Executive Report Template
Reference: `assets/executive_report_template.md`

**Board-level portfolio reporting with:**
- RAG status dashboard with trend analysis
- Financial performance vs. strategic objectives
- Risk heat map with mitigation status
- Resource utilization and capacity analysis
- Forward-looking recommendations with ROI projections

### RACI Matrix Template
Reference: `assets/raci_matrix_template.md`

**Enterprise-grade responsibility assignment featuring:**
- Detailed stakeholder roster with decision authority
- Phase-based RACI assignments (initiation through deployment)
- Escalation paths with timeline and authority levels
- Communication protocols and meeting frameworks
- Conflict resolution processes with governance integration

### Sample Portfolio Data
Reference: `assets/sample_project_data.json`

**Realistic multi-project portfolio including:**
- 4 projects across different phases and priorities
- Complete financial data (budgets, actuals, forecasts)
- Resource allocation with utilization metrics
- Risk register with probability/impact scoring
- Quality metrics and stakeholder satisfaction data
- Dependencies and milestone tracking

### Expected Output Examples
Reference: `assets/expected_output.json`

**Demonstrates script capabilities with:**
- Portfolio health scores and RAG status
- Risk matrix visualization and mitigation priorities
- Resource capacity analysis with optimization recommendations
- Integration examples showing how outputs complement each other

## Implementation Workflows

### Portfolio Health Review (Weekly)

1. **Data Collection & Validation**
   ```bash
   python3 scripts/project_health_dashboard.py current_portfolio.json
   ```
   ⚠️ If any project composite score <60 or a critical data field is missing, STOP and resolve data integrity issues before proceeding.

2. **Risk Assessment Update**
   ```bash
   python3 scripts/risk_matrix_analyzer.py current_portfolio.json
   ```
   ⚠️ If any risk score >18 (Avoid threshold), STOP and initiate escalation to project sponsor before proceeding.

3. **Capacity Analysis**
   ```bash
   python3 scripts/resource_capacity_planner.py current_portfolio.json
   ```
   ⚠️ If any team utilization >90% or <60%, flag for immediate reallocation discussion before step 4.

4. **Executive Summary Generation**
   - Synthesize outputs into executive report format
   - Highlight critical issues and recommendations
   - Prepare stakeholder communications

### Monthly Strategic Review

1. **Portfolio Prioritization Review**
   - Apply WSJF/RICE/ICE models to evaluate current priorities
   - Assess strategic alignment with business objectives
   - Identify optimization opportunities

2. **Risk Portfolio Analysis**
   - Update risk appetite and tolerance levels
   - Review portfolio risk correlation and concentration
   - Adjust risk mitigation investments

3. **Resource Optimization Planning**
   - Analyze capacity constraints across upcoming quarter
   - Plan resource reallocation and hiring strategies
   - Identify skill gaps and training needs

4. **Stakeholder Alignment Session**
   - Present portfolio health and strategic recommendations
   - Gather feedback on prioritization and resource allocation
   - Align on upcoming quarter priorities and investments

### Quarterly Portfolio Optimization

1. **Strategic Alignment Assessment**
   - Evaluate portfolio contribution to business objectives
   - Assess market and competitive position changes
   - Update strategic priorities and success criteria

2. **Financial Performance Review**
   - Analyze risk-adjusted ROI across portfolio
   - Review budget performance and forecast accuracy
   - Optimize investment allocation for maximum value

3. **Capability Gap Analysis**
   - Identify emerging technology and skill requirements
   - Plan capability building investments
   - Assess make vs. buy vs. partner decisions

4. **Portfolio Rebalancing**
   - Apply three horizons model for innovation balance
   - Optimize risk-return profile using efficient frontier
   - Plan new initiatives and sunset decisions

## Integration Strategies

### Atlassian Integration
- **Jira**: Portfolio dashboards, cross-project metrics, risk tracking
- **Confluence**: Strategic documentation, executive reports, knowledge management
- Use MCP integrations to automate data collection and report generation

### Financial Systems Integration
- **Budget Tracking**: Real-time spend data for variance analysis
- **Resource Costing**: Hourly rates and utilization for capacity planning
- **ROI Measurement**: Value realization tracking against projections

### Stakeholder Management
- **Executive Dashboards**: Real-time portfolio health visualization
- **Team Scorecards**: Individual project performance metrics
- **Risk Registers**: Collaborative risk management with automated escalation

## Handoff Protocols

### TO Scrum Master
**Context Transfer:**
- Strategic priorities and success criteria
- Resource allocation and team composition
- Risk factors requiring sprint-level attention
- Quality standards and acceptance criteria

**Ongoing Collaboration:**
- Weekly velocity and health metrics review
- Sprint retrospective insights for portfolio learning
- Impediment escalation and resolution support
- Team capacity and utilization feedback

### TO Product Owner
**Strategic Context:**
- Market prioritization and competitive analysis
- User value frameworks and measurement criteria
- Feature prioritization aligned with portfolio objectives
- Resource and timeline constraints

**Decision Support:**
- ROI analysis for feature investments
- Risk assessment for product decisions
- Market intelligence and customer feedback integration
- Strategic roadmap alignment and dependencies

### FROM Executive Team
**Strategic Direction:**
- Business objective updates and priority changes
- Budget allocation and resource approval decisions
- Risk appetite and tolerance level adjustments
- Market strategy and competitive response decisions

**Performance Expectations:**
- Portfolio health and value delivery targets
- Timeline and milestone commitment expectations
- Quality standards and compliance requirements
- Stakeholder satisfaction and communication standards

## Success Metrics & KPIs

Reference: `references/portfolio-kpis.md` for full definitions and measurement guidance.

### Portfolio Performance
- On-time Delivery Rate: >80% within 10% of planned timeline
- Budget Variance: <5% average across portfolio
- Quality Score: >85 composite rating
- Risk Mitigation Coverage: >90% risks with active plans
- Resource Utilization: 75-85% average

### Strategic Value
- ROI Achievement: >90% projects meeting projections within 12 months
- Strategic Alignment: >95% investment aligned with business priorities
- Innovation Balance: 70% operational / 20% growth / 10% transformational
- Stakeholder Satisfaction: >8.5/10 executive average
- Time-to-Value: <6 months average post-completion

### Risk Management
- Risk Exposure: Maintain within approved appetite ranges
- Resolution Time: <30 days (medium), <7 days (high)
- Mitigation Cost Efficiency: <20% of total portfolio risk EMV
- Risk Prediction Accuracy: >70% probability assessment accuracy

## Continuous Improvement Framework

### Portfolio Learning Integration
- Capture lessons learned from completed projects
- Update risk probability assessments based on historical data
- Refine estimation accuracy through retrospective analysis
- Share best practices across project teams

### Methodology Evolution
- Regular review of prioritization model effectiveness
- Update risk frameworks based on industry best practices
- Integrate new tools and technologies for analysis efficiency
- Benchmark against industry portfolio performance standards

### Stakeholder Feedback Integration
- Quarterly stakeholder satisfaction surveys
- Executive interview feedback on decision support quality
- Team feedback on process efficiency and effectiveness
- Customer impact assessment of portfolio decisions

## Related Skills

- **Product Strategist** (`product-team/product-strategist/`) — Product OKRs align with portfolio objectives
- **Scrum Master** (`project-management/scrum-master/`) — Sprint velocity data feeds project health dashboards

When to use

Plan enterprise project portfolios, risk registers and resource discussions.

What you get

The complete original workflow with attributed authorship and explicit limitations.

How it works

Confirm inputs, distinguish evidence from assumptions and apply the source within the actual task.

Requirements

Portfolio milestones, costs, risks and capacity evidence.

Delivery and review notes

Original source screened for obvious dangerous instructions; not functionally tested. The example mixes ordinal probability scores with EMV probabilities; do not treat a 1–5 score as a probability. Weights and thresholds are heuristics; quantitative examples have not been validated. Other referenced tools, scripts, files and sibling skills are not bundled or installed unless explicitly listed as included.

Starting prompt

Use Portfolio and Program Management for [TASK]. Ask for missing inputs: Portfolio milestones, costs, risks and capacity evidence. Respect the declared limitations; show evidence, assumptions and unresolved requirements separately.

Not for

Claiming that missing tools are installed, illustrative metrics are verified or external actions are authorized merely by loading the source.

What M11 added

M11 added German routing, scope and limitations. Original author: Alireza Rezvani. Original source screened for obvious dangerous instructions; not functionally tested. The example mixes ordinal probability scores with EMV probabilities; do not treat a 1–5 score as a probability. Weights and thresholds are heuristics; quantitative examples have not been validated. Other referenced tools, scripts, files and sibling skills are not bundled or installed unless explicitly listed as included.

Original authorship remains with alirezarezvani/claude-skills · Original source ↗
Original license & copyright
MIT License

Copyright (c) 2025 Alireza Rezvani

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
Source SHA-256: 60ae71507d3752a1c7504ae92e0a503a2c00cb57c1d1a025fcacdd6b9cb02a8f
Snapshot checked: 2026-09-28T15:41:49.115Z
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