{"slug":"tjboudreaux-thinking-jobs-to-be-done","name":"thinking-jobs-to-be-done","description":"Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.","long_description":"---\nname: thinking-jobs-to-be-done\ndescription: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.\ndisable-model-invocation: true\n---\n\n# Jobs to Be Done\n\nCore rule: users hire solutions for progress in a situation. Prioritize the job, forces, outcome, and competing workaround—not the feature list.\n\n## When to Use\n\n- Choosing what to build, cut, or prioritize when user need is unclear\n- Explaining low adoption of a shipped feature\n- Mapping competition beyond same-category products (email, spreadsheets, manual work, non-consumption)\n- Positioning or research when the progress sought is contested\n\nRequires at least one evidence source: PRD/spec, tickets, support/sales notes, analytics/logs, or current product behavior. If none exist, name the research gap; do not invent quotes.\n\n## When NOT to Use\n\n- Pure execution once the job is known (bug fix, schema, CI, performance)—implement, do not rediscover the job\n- Retro-justifying a decision already locked—framework theater\n- Infrastructure/internal work with no end-user progress decision\n- When the open question is only *how* to implement a settled job\n\n## Procedure\n\n1. **Name performers and circumstance.** Who hires a solution, in what trigger situation, how often, and with what stakes. Prefer primary performers with daily high-stakes jobs over rare secondary ones.\n2. **State the job, not the solution.** Frame: `When [circumstance], I want to [progress], so I can [outcome]`. Reject solution-shaped statements (\"use Slack\", \"add a dashboard\"). Capture functional, emotional, and social dimensions only if evidence supports them.\n3. **Map forces and switch.** From artifacts: what push made the old way fail, what pull the new progress offers, what anxiety blocks switching, what habit keeps the status quo. List what they hire today—including non-software and non-consumption.\n4. **Define done and outcome metrics.** How the performer knows the job is finished. List outcomes to minimize and maximize (time-to-progress, rework, confidence, surprises). Prefer frequent, poorly served jobs over rare, adequately worked-around ones.\n5. **Score candidates against the job.** For each feature/priority: which job step it serves, performer share, frequency, quality of alternatives. Promote high-frequency underserved dimensions; demote polished work for well-served or low-stakes jobs.\n6. **Strongest countercase.** State the best case that the stated job is wrong (wrong performer, vanity metric, process-is-the-job, competition is actually non-consumption). If the countercase fits evidence better, revise the job before recommending build.\n7. **Stop.** Stop when one primary job statement, competing set, and outcome metrics are evidence-backed enough to change a build/position decision—or when artifacts cannot answer and research is the only next step.\n\n## Output\n\nProduce a JTBD decision artifact:\n\n```text\nJob statement: When …, I want to …, so I can …\nPerformers: primary / secondary (frequency, stakes)\nForces: push / pull / anxiety / habit\nCompetition: direct | indirect | non-consumption\nOutcomes: minimize […] ; maximize […]\nPriority implication: build / cut / reposition — because job gap is …\nCountercase checked: …\nEvidence used / gaps: …\n```\n\n## Verification\n\n- **Falsify:** If replacing the job statement with a feature name does not change the recommendation, you never left solution-space—rewrite the job from circumstance and progress.\n- **Stop:** Do not keep mapping job steps once the ranking decision is stable.\n- **Over-application guard:** Skip on pure implementation tasks and known jobs. Never fabricate user quotes or personas to fill missing evidence.\n","tagline":"Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.","category":"design-creative","tags":["agent-skill"],"author":"tjboudreaux","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"tjboudreaux/cc-thinking-skills","creatorName":"tjboudreaux","creatorUrl":"https://github.com/tjboudreaux","sourceUrl":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":1281,"forks":160,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":44.86},"quality":{"score":78,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"1.3K","tone":"positive"},{"label":"Freshness","value":"30d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":79,"base_score":84,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":70,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","70/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Quality score needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","70/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":80,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate thinking-jobs-to-be-done before installing it in an agent workflow","design-creative","Browser automation workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done"]},{"id":"trust_score","label":"Trust score","status":"pass","score":84,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","1.3K GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":86,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":70,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"30d since push","evidence":["30d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":88,"required_for_auto_install":true,"detail":"database access","evidence":["Network access: medium","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done/evals","api":"/api/agent/evals?slug=tjboudreaux-thinking-jobs-to-be-done","text":"/api/agent/evals?slug=tjboudreaux-thinking-jobs-to-be-done&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"tjboudreaux-thinking-jobs-to-be-done","name":"thinking-jobs-to-be-done","description":"Deciding what to build or why adoption fails. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"thinking-jobs-to-be-done\" as a Claude Code skill from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"thinking-jobs-to-be-done\" from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/tjboudreaux-thinking-jobs-to-be-done/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tjboudreaux-thinking-jobs-to-be-done"},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.3K GitHub stars","repoActivity":"1.3K stars, 160 forks","lastPushed":"30d since push","license":"MIT","repository":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","install":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","installSafety":"standard package or runtime install path","permissionSurface":"database access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":78,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"30d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use thinking-jobs-to-be-done in an agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 84/100 Strong shortlist","Audit: 86/100 Safe to try","Safety: 70/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"tjboudreaux-thinking-jobs-to-be-done (thinking-jobs-to-be-done)","install_command":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","risk_summary":"Safe to try; Reviewed; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"tjboudreaux-thinking-jobs-to-be-done","task":"Use thinking-jobs-to-be-done in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done","api":"https://www.openagentskill.com/api/agent/skills/tjboudreaux-thinking-jobs-to-be-done","audit":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=tjboudreaux-thinking-jobs-to-be-done&task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/tjboudreaux-thinking-jobs-to-be-done/install","manifest":"https://www.openagentskill.com/api/registry/manifest/tjboudreaux-thinking-jobs-to-be-done"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"tjboudreaux-thinking-jobs-to-be-done","name":"thinking-jobs-to-be-done","description":"Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.","category":"design-creative","url":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done","repository":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","github_repo":"tjboudreaux/cc-thinking-skills"},"suited_tasks":["Browser automation workflows","Claude Code teams","teams that value GitHub adoption signals","Navigate pages","Click and type safely","Check visual and DOM state","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add tjboudreaux-thinking-jobs-to-be-done"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"thinking-jobs-to-be-done\" agent skill from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"thinking-jobs-to-be-done\" as a Claude Code skill from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"thinking-jobs-to-be-done\" from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/tjboudreaux-thinking-jobs-to-be-done/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tjboudreaux-thinking-jobs-to-be-done"},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.3K GitHub stars","repoActivity":"1.3K stars, 160 forks","lastPushed":"30d since push","license":"MIT","repository":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","install":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","installSafety":"standard package or runtime install path","permissionSurface":"database access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":78,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and 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notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done","api":"https://www.openagentskill.com/api/agent/skills/tjboudreaux-thinking-jobs-to-be-done","audit":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=tjboudreaux-thinking-jobs-to-be-done&task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20thinking-jobs-to-be-done%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/tjboudreaux-thinking-jobs-to-be-done/install","manifest":"https://www.openagentskill.com/api/registry/manifest/tjboudreaux-thinking-jobs-to-be-done"}},"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Design and creative","description":"I need my agent to produce design assets, UI directions, presentations, or creative media workflows.","useCases":[{"slug":"browser-automation","title":"Browser automation"},{"slug":"research-agents","title":"Research agents"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1281,"starsLabel":"1.3K","forks":160,"license":"MIT","qualityScore":78,"trustScore":84,"auditScore":86},"maintenance":{"status":"fresh","label":"30d since push","daysSincePush":30,"lastPushedAt":"2026-08-07T18:53:22+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Quality score needs review"]},"coverageTags":["Design","Design and creative","design-creative","agent-skill"]},"audit":{"audit_score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","quality_score":78,"trust_score":84,"maintenance_score":100,"security_score":88,"install_score":92,"warnings":["Quality score needs review"]},"quality_signals":{"model":"v2","star_score":21.76,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"data-analysis","title":"Data analysis","url":"https://www.openagentskill.com/use-cases/data-analysis"}],"stacks":[{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"}],"install":"npx skills add tjboudreaux/cc-thinking-skills --skill thinking-jobs-to-be-done","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add tjboudreaux-thinking-jobs-to-be-done","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"thinking-jobs-to-be-done\" agent skill from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"thinking-jobs-to-be-done\" as a Claude Code skill from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"thinking-jobs-to-be-done\" from https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"tjboudreaux-thinking-jobs-to-be-done\",\"task\":\"Install thinking-jobs-to-be-done\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","github_repo":"tjboudreaux/cc-thinking-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/tjboudreaux-thinking-jobs-to-be-done","repository":"https://github.com/tjboudreaux/cc-thinking-skills/tree/main/skills/thinking-jobs-to-be-done","api":"/api/agent/skills/tjboudreaux-thinking-jobs-to-be-done","install_api":"/api/skills/tjboudreaux-thinking-jobs-to-be-done/install"},"meta":{"created_at":"2026-09-02T08:33:40.029742+00:00","updated_at":"2026-09-02T08:33:40.072019+00:00","agent_friendly":true}}