{"eval":{"version":"openagentskill-skill-eval-v1","slug":"othmane-khadri-yalc-the-gtm-operating-system","name":"YALC The GTM Operating System","generated_at":"2026-07-04T05:15:11.044Z","task_input":"Evaluate YALC The GTM Operating System before installing it in an AI agent workflow","status":"failed","score":75,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Sales and CRM workflows","Claude Code teams","builders willing to evaluate younger projects","Research accounts","Extract contact details","Write structured CRM updates","Inspect source files","Explain architecture"],"suited_agents":["TypeScript","Sales Automation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"]},"install":{"command":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"YALC The GTM Operating System\" agent skill from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system. 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"YALC The GTM Operating System\" as a Claude Code skill from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system. 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"YALC The GTM Operating System\" from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."}]},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"238 GitHub stars","repoActivity":"238 stars, 84 forks","lastPushed":"15d since push","license":"MIT","repository":"https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system","install":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"safety_gate":{"score":51,"tier":"experimental","label":"Experimental","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Permission surface may require sandboxing"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate YALC The GTM Operating System before installing it in an AI agent workflow","growth-automation","Sales and CRM workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add Othmane-Khadri/YALC-the-GTM-operating-system"]},{"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 Othmane-Khadri/YALC-the-GTM-operating-system"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","238 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":83,"required_for_auto_install":true,"detail":"Needs review","evidence":["Permission surface may require sandboxing"]},{"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: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":74,"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":"15d since push","evidence":["15d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":48,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Browser automation: medium","Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["omkarcloud-google-maps-scraper","farzamhejazik-claude-linkedin-assistant","omkarcloud-google-maps-reviews-scraper","scrapingbee-google-reviews-scraper"]}],"blockers":["Permission surface: shell or command execution, filesystem or document access"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"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","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"alternatives":[{"slug":"omkarcloud-google-maps-scraper","name":"Google Maps Scraper","url":"https://www.openagentskill.com/skills/omkarcloud-google-maps-scraper","stars":2772,"install_command":"npx skills add omkarcloud/google-maps-scraper","trust_score":89,"audit_score":93},{"slug":"farzamhejazik-claude-linkedin-assistant","name":"Claude Linkedin Assistant","url":"https://www.openagentskill.com/skills/farzamhejazik-claude-linkedin-assistant","stars":180,"install_command":"npx skills add FarzamHejaziK/claude-linkedin-assistant","trust_score":80,"audit_score":85},{"slug":"omkarcloud-google-maps-reviews-scraper","name":"Google Maps Reviews Scraper","url":"https://www.openagentskill.com/skills/omkarcloud-google-maps-reviews-scraper","stars":175,"install_command":"npx skills add omkarcloud/google-maps-reviews-scraper","trust_score":79,"audit_score":81},{"slug":"scrapingbee-google-reviews-scraper","name":"Google Reviews Scraper","url":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper","stars":381,"install_command":"npx skills add ScrapingBee/google-reviews-scraper","trust_score":73,"audit_score":75}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"othmane-khadri-yalc-the-gtm-operating-system","name":"YALC The GTM Operating System","description":"AI-native GTM operating system. CLI-first. Open source Clay alternative.","category":"growth-automation","url":"https://www.openagentskill.com/skills/othmane-khadri-yalc-the-gtm-operating-system","repository":"https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system","github_repo":"Othmane-Khadri/YALC-the-GTM-operating-system"},"suited_tasks":["Sales and CRM workflows","Claude Code teams","builders willing to evaluate younger projects","Research accounts","Extract contact details","Write structured CRM updates","Inspect source files","Explain architecture"],"suited_agents":["TypeScript","Sales Automation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"YALC The GTM Operating System\" agent skill from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system. 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"YALC The GTM Operating System\" as a Claude Code skill from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system. 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"YALC The GTM Operating System\" from https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system 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: AI-native GTM operating system. CLI-first. Open source Clay alternative."}],"handoff_url":"https://www.openagentskill.com/api/skills/othmane-khadri-yalc-the-gtm-operating-system/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/othmane-khadri-yalc-the-gtm-operating-system"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"238 GitHub stars","repoActivity":"238 stars, 84 forks","lastPushed":"15d since push","license":"MIT","repository":"https://github.com/Othmane-Khadri/YALC-the-GTM-operating-system","install":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document 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":["growth-automation","lead-generation","sales","automation","browser-commerce","ai-native"],"known_risks":["Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"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":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"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":81,"label":"Strong"},"supply":{"track":"Marketing and growth automation","scenario":"Sales and CRM","maintenance":"15d since push","risk":"Needs review"},"alternative_skills":[{"slug":"omkarcloud-google-maps-scraper","name":"Google Maps Scraper","url":"https://www.openagentskill.com/skills/omkarcloud-google-maps-scraper","stars":2772,"install_command":"npx skills add omkarcloud/google-maps-scraper","trust_score":89,"audit_score":93},{"slug":"farzamhejazik-claude-linkedin-assistant","name":"Claude Linkedin Assistant","url":"https://www.openagentskill.com/skills/farzamhejazik-claude-linkedin-assistant","stars":180,"install_command":"npx skills add FarzamHejaziK/claude-linkedin-assistant","trust_score":80,"audit_score":85},{"slug":"omkarcloud-google-maps-reviews-scraper","name":"Google Maps Reviews Scraper","url":"https://www.openagentskill.com/skills/omkarcloud-google-maps-reviews-scraper","stars":175,"install_command":"npx skills add omkarcloud/google-maps-reviews-scraper","trust_score":79,"audit_score":81},{"slug":"scrapingbee-google-reviews-scraper","name":"Google Reviews Scraper","url":"https://www.openagentskill.com/skills/scrapingbee-google-reviews-scraper","stars":381,"install_command":"npx skills add ScrapingBee/google-reviews-scraper","trust_score":73,"audit_score":75}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"agent_contract":{"task_input":"Evaluate YALC The GTM Operating System 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: 75/100 Strong shortlist","Audit: 83/100 Needs review","Safety: 51/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"othmane-khadri-yalc-the-gtm-operating-system (YALC The GTM Operating System)","install_command":"npx skills add Othmane-Khadri/YALC-the-GTM-operating-system","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":"othmane-khadri-yalc-the-gtm-operating-system","task":"Evaluate YALC The GTM Operating System 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/othmane-khadri-yalc-the-gtm-operating-system","api":"https://www.openagentskill.com/api/agent/skills/othmane-khadri-yalc-the-gtm-operating-system","audit":"https://www.openagentskill.com/skills/othmane-khadri-yalc-the-gtm-operating-system/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=othmane-khadri-yalc-the-gtm-operating-system&task=Evaluate%20YALC%20The%20GTM%20Operating%20System%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20YALC%20The%20GTM%20Operating%20System%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20YALC%20The%20GTM%20Operating%20System%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/othmane-khadri-yalc-the-gtm-operating-system/install","manifest":"https://www.openagentskill.com/api/registry/manifest/othmane-khadri-yalc-the-gtm-operating-system"}},"endpoints":{"web":"https://www.openagentskill.com/skills/othmane-khadri-yalc-the-gtm-operating-system","api":"https://www.openagentskill.com/api/agent/skills/othmane-khadri-yalc-the-gtm-operating-system","eval":"https://www.openagentskill.com/api/agent/evals?slug=othmane-khadri-yalc-the-gtm-operating-system","audit":"https://www.openagentskill.com/skills/othmane-khadri-yalc-the-gtm-operating-system/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20YALC%20The%20GTM%20Operating%20System%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":"2026-07-04T05:15:11.044Z"}}