{"eval":{"version":"openagentskill-skill-eval-v1","slug":"aitytech-analytics-attribution","name":"analytics-attribution","generated_at":"2026-09-06T07:39:05.533Z","task_input":"Evaluate analytics-attribution before installing it in an AI agent workflow","status":"review","score":71,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Load tabular data","Calculate trends"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add aitytech/agentkits-marketing --skill analytics-attribution","ready":true,"policy":"review","safety_label":"Avoid automatic install","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 aitytech-analytics-attribution"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"analytics-attribution\" agent skill from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution. 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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 \"analytics-attribution\" as a Claude Code skill from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution. 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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 \"analytics-attribution\" from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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."}]},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","evidence":{"stars":"596 GitHub stars","repoActivity":"596 stars, 77 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution","install":"npx skills add aitytech/agentkits-marketing --skill analytics-attribution","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, database access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","No limitations section documents edge cases, data quality caveats, or situations where the skill should not be used.","The success metrics are named but not defined with concrete measurement criteria.","Quality score needs review"]},"safety_gate":{"score":51,"tier":"experimental","label":"Experimental","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output."]},"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 analytics-attribution before installing it in an AI agent workflow","core","Research agents 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 aitytech/agentkits-marketing --skill analytics-attribution"]},{"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 aitytech/agentkits-marketing --skill analytics-attribution"]},{"id":"trust_score","label":"Trust score","status":"warn","score":71,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","596 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":79,"required_for_auto_install":true,"detail":"Needs review","evidence":["SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":51,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"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":"8d since push","evidence":["8d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":62,"required_for_auto_install":true,"detail":"secrets or environment access, database access","evidence":["Network access: medium","Secrets or environment access: high","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["aitytech-marketing-fundamentals","aitytech-email-marketing","aitytech-content-strategy","aitytech-marketing-ideas"]}],"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","Permission surface: secrets or environment access, database access","High-risk permission hints: Secrets or environment access","SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","No limitations section documents edge cases, data quality caveats, or situations where the skill should not be used.","The success metrics are named but not defined with concrete measurement criteria.","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."],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","No limitations section documents edge cases, data quality caveats, or situations where the skill should not be used.","The success metrics are named but not defined with concrete measurement criteria.","Quality score needs review"],"alternatives":[{"slug":"aitytech-marketing-fundamentals","name":"marketing-fundamentals","url":"https://www.openagentskill.com/skills/aitytech-marketing-fundamentals","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill marketing-fundamentals","trust_score":73,"audit_score":80},{"slug":"aitytech-email-marketing","name":"email-marketing","url":"https://www.openagentskill.com/skills/aitytech-email-marketing","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill email-marketing","trust_score":71,"audit_score":79},{"slug":"aitytech-content-strategy","name":"content-strategy","url":"https://www.openagentskill.com/skills/aitytech-content-strategy","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill content-strategy","trust_score":72,"audit_score":80},{"slug":"aitytech-marketing-ideas","name":"marketing-ideas","url":"https://www.openagentskill.com/skills/aitytech-marketing-ideas","stars":595,"install_command":"npx skills add aitytech/agentkits-marketing --skill marketing-ideas","trust_score":82,"audit_score":84}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aitytech-analytics-attribution","name":"analytics-attribution","description":"Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports.","category":"core","url":"https://www.openagentskill.com/skills/aitytech-analytics-attribution","repository":"https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution","github_repo":"aitytech/agentkits-marketing"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Load tabular data","Calculate trends"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add aitytech/agentkits-marketing --skill analytics-attribution","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 aitytech-analytics-attribution"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"analytics-attribution\" agent skill from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution. 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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 \"analytics-attribution\" as a Claude Code skill from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution. 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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 \"analytics-attribution\" from https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution 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: Performance measurement, attribution modeling, and marketing ROI analysis. Use when setting up tracking, analyzing campaign performance, building attribution models, or creating marketing reports. 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\":\"aitytech-analytics-attribution\",\"task\":\"Install analytics-attribution\",\"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/aitytech-analytics-attribution/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aitytech-analytics-attribution"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"596 GitHub stars","repoActivity":"596 stars, 77 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/aitytech/agentkits-marketing/tree/main/skills/analytics-attribution","install":"npx skills add aitytech/agentkits-marketing --skill analytics-attribution","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, database access","documentation":"Strong README/SKILL.md context","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":["core","agent-skill"],"known_risks":["SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","No limitations section documents edge cases, data quality caveats, or situations where the skill should not be used.","The success metrics are named but not defined with concrete measurement criteria.","Quality score needs review"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":74,"label":"Strong"},"supply":{"track":"Marketing and growth automation","scenario":"Marketing and growth","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[{"slug":"aitytech-marketing-fundamentals","name":"marketing-fundamentals","url":"https://www.openagentskill.com/skills/aitytech-marketing-fundamentals","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill marketing-fundamentals","trust_score":73,"audit_score":80},{"slug":"aitytech-email-marketing","name":"email-marketing","url":"https://www.openagentskill.com/skills/aitytech-email-marketing","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill email-marketing","trust_score":71,"audit_score":79},{"slug":"aitytech-content-strategy","name":"content-strategy","url":"https://www.openagentskill.com/skills/aitytech-content-strategy","stars":596,"install_command":"npx skills add aitytech/agentkits-marketing --skill content-strategy","trust_score":72,"audit_score":80},{"slug":"aitytech-marketing-ideas","name":"marketing-ideas","url":"https://www.openagentskill.com/skills/aitytech-marketing-ideas","stars":595,"install_command":"npx skills add aitytech/agentkits-marketing --skill marketing-ideas","trust_score":82,"audit_score":84}],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md lacks an explicit step-by-step workflow describing the expected process from input to output.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","No limitations section documents edge cases, data quality caveats, or situations where the skill should not be used.","The success metrics are named but not defined with concrete measurement criteria.","Quality score needs review"],"agent_contract":{"task_input":"Evaluate analytics-attribution before installing it in an AI agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 79/100 Needs review","Safety: 51/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aitytech-analytics-attribution (analytics-attribution)","install_command":"npx skills add aitytech/agentkits-marketing --skill analytics-attribution","risk_summary":"Needs review; Experimental; Review before production","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":"aitytech-analytics-attribution","task":"Evaluate analytics-attribution before installing it in an AI 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/aitytech-analytics-attribution","api":"https://www.openagentskill.com/api/agent/skills/aitytech-analytics-attribution","audit":"https://www.openagentskill.com/skills/aitytech-analytics-attribution/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aitytech-analytics-attribution&task=Evaluate%20analytics-attribution%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20analytics-attribution%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20analytics-attribution%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aitytech-analytics-attribution/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aitytech-analytics-attribution"}},"endpoints":{"web":"https://www.openagentskill.com/skills/aitytech-analytics-attribution","api":"https://www.openagentskill.com/api/agent/skills/aitytech-analytics-attribution","eval":"https://www.openagentskill.com/api/agent/evals?slug=aitytech-analytics-attribution","audit":"https://www.openagentskill.com/skills/aitytech-analytics-attribution/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20analytics-attribution%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-09-06T07:39:05.533Z"}}