Skill rating
76 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 1 | A | Specifies what questions a dashboard must answer and the metrics, visualizations, filters, and data sources it needs, so data teams build something that informs decisions rather than displaying number | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 2 | A | Creates a structured competitive analysis comparing features, pricing, and positioning across 3-5 direct and indirect competitors, with a 2x2 map and actionable strategic recommendations. Use before e | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 3 | A | discover-interview-synthesisProcedureWriting and documentsOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Synthesizes user research interviews into actionable insights, patterns, and recommendations. Use after conducting user interviews, customer calls, or usability sessions to extract and communicate fin | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 4 | A | discover-stakeholder-summaryProcedureOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Maps the people and groups with a stake in a project, documenting their needs, concerns, influence, and engagement approach. Use at project kickoff, when taking over from another PM, or when resistanc | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 5 | A | Specifies what analytics events to track, when they fire, and what properties to include, as a contract between product and engineering that prevents undertracked features. Use before engineering buil | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 6 | A | Generates structured Given/When/Then acceptance criteria for a user story or feature slice, covering the happy path, key failure scenarios, and non-functional expectations in testable form. Use when t | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 7 | A | Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations. Use after experiments conclude to communicate findings, inform decisions, and bui | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 8 | A | Designs an A/B test or experiment with variants, success metrics, sample size, and duration for an existing hypothesis. Use when planning an experiment to validate a product change or test an assumpti | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 9 | A | utility-slideshow-creatorGeneratorPowerPointPDFOperations and projectsData and analyticsproduct-on-purpose/pm-skillsAgent Skills Generates professional presentations from a JSON deck specification using 18 slide types with dark/light variants, content-to-layout decision logic, and calibrated character limits. Ships with a defau | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 10 | A | define-problem-statementGeneratorOperations and projectsData and analyticsproduct-on-purpose/pm-skillsAgent Skills Creates a clear problem framing document with user impact, business context, and success criteria. Use when starting a new initiative, realigning a drifted project, or communicating up to leadership. | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 11 | A | Creates a cross-functional pre-launch checklist covering engineering, design, marketing, support, legal, and operations readiness, with owners, dates, and go/no-go criteria so nothing is missed before | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 12 | A | develop-design-rationaleAnalyzerDesignOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Documents the reasoning behind design decisions including alternatives considered, trade-offs evaluated, and principles applied. Use when making significant UX decisions, aligning with stakeholders on | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 13 | A | Documents backlog refinement session outcomes including stories refined, estimates, questions raised, and decisions made. Use during or after refinement to capture the results and share with absent te | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 14 | A | Applies targeted improvements to an existing pm-skills skill based on feedback, validation reports, or convention changes. Reads current files, previews proposed changes, writes on confirmation, and s | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 15 | A | Creates an opportunity solution tree connecting a desired outcome to customer opportunities and candidate solutions, preventing solution-first jumps in continuous discovery. Use when structuring scatt | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 16 | A | Creates a concise one-page solution overview that communicates the proposed approach, key decisions, and trade-offs. Use when pitching solutions to stakeholders, aligning teams on approach, or documen | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 17 | A | Produces a one-page lean canvas across nine interlocking blocks (problem, customer, UVP, solution, channels, revenue, cost, metrics, unfair advantage) with optional inline HTML and SVG visual renderin | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 18 | A | iterate-pivot-decisionAnalyzerLearningOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Documents a strategic pivot or persevere decision with the evidence, analysis, and rationale. Use when evaluating whether to change direction on a product, feature, or strategy based on market feedbac | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 19 | A | Documents the results of a completed technical or design spike, capturing the original question, approach, evidence-backed findings, and a clear proceed-or-not recommendation so the team does not re-l | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 20 | A | Drafts, reviews, rewrites, and coaches outcome-based OKR sets across team, department, product, or company scopes. Supports five entry modes (Guided default, One-Shot via --oneshot, Sustained Coach, A | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 21 | A | Facilitates and documents a team retrospective capturing what went well, what to improve, and action items. Use at the end of a sprint, project, or milestone to reflect and improve team practices. To | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 22 | A | Generates user stories in the standard persona, action, benefit story format from product requirements or feature descriptions. Use when breaking a feature into stories for sprint planning, writing ti | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 23 | A | Maps a customer journey across stages, touchpoints, emotional curve, pain points, and moments of truth into a markdown artifact with an optional mermaid timeline or flowchart. Use when synthesizing ex | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 24 | A | Creates a structured lessons learned entry for organizational memory. Use after an incident, a completed project, or a significant learning to record knowledge for future teams and initiatives. Distin | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 25 | A | Creates a Jobs to be Done canvas capturing the functional, emotional, and social dimensions of a customer job. Use when deeply understanding customer motivations, designing for jobs, or reframing prod | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 26 | A | Documents edge cases, error states, boundary conditions, race conditions, and recovery paths for a feature - the systematic catalog of what can go wrong and the failure modes to design for. Use during | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 27 | A | foundation-personaGeneratorAI and agentsOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Generates an evidence-calibrated product or marketing persona using the canonical v2.5 output contract. Use when shaping artifact perspective, stress-testing decisions, or framing product and GTM stra | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 28 | A | Scores completed OKR sets at cycle close with KR-level scoring per the canonical OKR type enum (committed | aspirational | learning | operational_health | compliance_or_safety), committed-vs-aspiratio | 100 | 92 | B | — | ★ 664 | 3 d ago | |
| 29 | A | Structured group-decision mechanic that captures silent ideation, voting summaries, and Decider sign-off in a single bundled artifact. Use when a small team needs to make a fast decision with diverse | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 30 | A | Defines a testable hypothesis with clear success metrics and a validation approach. Use when forming assumptions to test or aligning a team on what success looks like, before any experiment is designe | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 31 | A | deliver-prdGeneratorOperations and projectsWriting and documentsproduct-on-purpose/pm-skillsAgent Skills Creates a comprehensive Product Requirements Document that aligns stakeholders on what to build, why, and how success will be measured. Use when specifying features, epics, or product initiatives for | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 32 | A | Creates an Architecture Decision Record following the Nygard format to document significant technical decisions, their context, and consequences. Use when making technical choices that affect system a | 100 | 92 | C | — | ★ 664 | 3 d ago | |
| 33 | A | define-prioritization-frameworkGeneratorWriting and documentsproduct-on-purpose/pm-skillsAgent Skills Run applicable prioritization frameworks (RICE, ICE, MoSCoW, Weighted Scoring, Kano) against a list of features or initiatives. Produces a comparison table showing where rankings agree and diverge acr | 100 | 88 | B | — | ★ 664 | 3 d ago | |
| 34 | A | foundation-build-risk-reviewAnalyzerSoftware developmentOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Runs a fast pre-build risk review on a product idea, feature request, or scope change, naming the single assumption most likely to make it fail and returning a clear verdict (build small, validate fir | 100 | 88 | B | — | ★ 664 | 3 d ago | |
| 35 | A | utility-mermaid-diagramsGeneratorSoftware developmentOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Teaches PMs to create syntactically valid mermaid diagrams by selecting the right diagram type for their communication need, following syntax validity rules, and validating before shipping. Covers all | 100 | 88 | C | — | ★ 664 | 3 d ago | |
| 36 | A | discover-market-sizingGeneratorWriting and documentsCommerceproduct-on-purpose/pm-skillsAgent Skills Estimate market opportunity (TAM, SAM, SOM) using multiple sizing frameworks (top-down, bottom-up, comparable company, analogous market). Triangulates across frameworks, highlights where they converge | 100 | 88 | C | — | ★ 664 | 3 d ago | |
| 37 | A | deliver-release-notesGeneratorOperations and projectsCommerceproduct-on-purpose/pm-skillsAgent Skills Creates user-facing release notes that communicate new features, improvements, and fixes in clear, benefit-focused language. Use when shipping updates to communicate changes to users, customers, or st | 100 | 87 | C | — | ★ 664 | 3 d ago | |
| 38 | A | foundation-prioritized-action-planGeneratorSlackAI and agentsWriting and documentsproduct-on-purpose/pm-skillsAgent Skills Produce a comprehensive, evidence-grounded prioritized action plan from any PM input (notes, transcripts, drafts, executive asks, Slack threads, or a raw situation). Outputs one saveable document with | 100 | 82 | B | — | ★ 664 | 3 d ago | |
| 39 | A | Analyze survey results into actionable PM insights. Produces persona segmentation, hypothesis validation status, thematic clustering of open-text responses, statistical confidence labels, prioritized | 100 | 76 | B | — | ★ 664 | 3 d ago | |
| 40 | A | <single-line 20-100 word description; include trigger keywords and do not use folded YAML> | 100 | 76 | C | — | ★ 664 | 3 d ago | |
| 41 | C | 100 | 9 | D | — | ★ 664 | 3 d ago | ||
| 42 | A | utility-update-pm-skillsGeneratorGitHubData and analyticsCustomer supportproduct-on-purpose/pm-skillsAgent Skills Checks for newer pm-skills releases, compares local vs. latest version, previews what would change, and updates local files after user confirmation. Generates a structured update report documenting ch | 100 | 86 | F will not run | — | ★ 664 | 3 d ago | |
| 43 | C | 100 | 9 | D | — | ★ 664 | 3 d ago | ||
| 44 | A | tool-foundation-sprint-founding-hypothesisAnalyzerResearchOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Day 2 end capstone move of a Foundation Sprint. Compresses the sprint's full strategic frame into a single canonical sentence (the Founding Hypothesis) plus an assumption scorecard, why-we-believe, wh | 100 | 83 | F will not run | — | ★ 664 | 3 d ago | |
| 45 | A | Turns any source artifact (spec, discovery, research, GTM plan, experiment results, retro, or raw notes) into one canonical master document plus a set of audience-tailored briefings, each re-pitched t | 100 | 83 | F will not run | — | ★ 664 | 3 d ago | |
| 46 | A | tool-design-sprint-decide-and-storyboardAnalyzerMedia and videoOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Day 3 (Wednesday) move of a Design Sprint that runs the art museum layout, heat map, speed critique, straw poll, Decider supervote, rumble-vs-all-in-one decision, and the storyboard that drives Thursd | 100 | 79 | F will not run | — | ★ 664 | 3 d ago | |
| 47 | A | tool-foundation-sprint-approach-optionsAnalyzerOperations and projectsWriting and documentsproduct-on-purpose/pm-skillsAgent Skills Day 2 morning move of a Foundation Sprint. Forces generation of 3 to 7 candidate approaches as one-page summaries before the team converges on a top bet. Use after Day 1 is signed and before Magic Len | 100 | 79 | F will not run | — | ★ 664 | 3 d ago | |
| 48 | A | tool-foundation-sprint-differentiationGeneratorOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Day 1 afternoon move of a Foundation Sprint. Converts the morning's Basics frame into a defensible strategic position by scoring differentiator candidates against customer-perceived value, choosing tw | 100 | 79 | F will not run | — | ★ 664 | 3 d ago | |
| 49 | A | tool-foundation-sprint-magic-lensesAnalyzerOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Day 2 afternoon move of a Foundation Sprint. Evaluates the candidate approach set through multiple lenses (4 classic plus at least 1 custom) to surface trade-offs, identify consistent winners and cont | 100 | 79 | F will not run | — | ★ 664 | 3 d ago | |
| 50 | A | tool-design-sprint-map-and-targetGeneratorOperations and projectsproduct-on-purpose/pm-skillsAgent Skills Day 1 (Monday) move of a Design Sprint that produces the bundled Monday artifact containing long-term goal, sprint questions (3-7 testable risks), customer or system map (5-15 step flow), expert inter | 100 | 79 | F will not run | — | ★ 664 | 3 d ago |