{"slug":"saeedkolivand-job-match-standards","name":"job-match-standards","description":"How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed.","long_description":"---\nname: job-match-standards\ndescription: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed.\n---\n\n# ATS scoring & job-match standards (reality, not myth)\n\nExternal best-practices for ATS scoring, JD analysis, and resume↔job matching. Load with `author-contract` (job-match-author) / `token-efficiency` (job-match-expert). Pairs with `docs/knowledge/matching-algorithm.md` (the scoring kernel).\n\n## How real ATS work (verified 2026-06)\n\n- **No universal \"ATS score.\"** Each platform scores differently; a single portable percentage is marketing fiction. Present our number as a _guidance estimate with evidence_, never as the employer's verdict. https://www.hireflow.net/blog/workday-vs-greenhouse-vs-lever-which-parses-best\n- **Greenhouse** — structured scorecards + Boolean over parsed fields; **AI Talent Matching added Feb 2026**. **Lever** — full-text relevance + Gem _semantic_ JD understanding (not exact-keyword). **Workday** — weights **job-title/seniority match heavily** (mismatched title tanks the score). **Taleo** — strict literal keyword match. **iCIMS** — ML semantic match. **Ashby** — Boolean search; 0–100 Match Score + reason bullets only via AI add-ons.\n- **Recruiter Boolean/keyword search is still the dominant filter** — candidates surface via search, not just auto-rank.\n- **AI/LLM screening** — ~65% of US enterprise employers use AI-assisted screening (2025); LLM layers now score career-narrative fit + achievement quality. https://incruiter.com/blog/ai-in-recruitment-2026-trends-stats-what-works/\n\n## Matching best-practices (what our scorer should do)\n\n- Extract JD requirements and **classify hard (must-have/knockout) vs nice-to-have**; treat knockout/screening questions as **gating**, not weighted.\n- **Normalize keywords + synonyms** (title/skill aliases, seniority mapping) — helps both literal (Taleo) and semantic (iCIMS/Lever) parsers.\n- **Evidence-based scoring** — credit skills backed by experience/context, not raw frequency; **never reward keyword stuffing** (semantic + AI-content detection penalize it). https://www.jobscan.co/blog/can-ats-detect-ai-resume/\n- **Explainable output** — per-requirement match + reason bullets; be honest the number is _our_ estimate.\n- **Invalidate derived caches on input change** — when a posting's text changes (e.g. the full description is resolved on open), drop its cached **embedding** + any text-hash-keyed score, **and** invalidate the renderer query that reads that posting. Otherwise the next score reuses the stale snippet embedding _and_ the UI keeps showing the truncated text (#486).\n\n## ⚠️ 2026 legal / AI constraints on automated screening — flag prominently\n\n- **EU AI Act:** recruitment AI that sources/scores/ranks/shortlists CVs→JDs is **high-risk (Annex III)**. The legally binding high-risk deadline under **Art. 113 is still 2 Aug 2026**; a provisional May-2026 \"Digital Omnibus\" political agreement _would_ defer it to 2 Dec 2027 but is **not yet adopted in the Official Journal** — until formally enacted, treat **2 Aug 2026** as the binding date and advise preparing for it. Obligations: risk mgmt, human oversight, transparency, logging, conformity assessment. (Prohibited-practices + AI-literacy duties already in force since 2 Feb 2025.) https://www.gibsondunn.com/eu-ai-act-omnibus-agreement-postponed-high-risk-deadlines-and-other-key-changes/\n- **NYC Local Law 144:** automated employment-decision tools need an **independent bias audit within the prior 12 months**, published, with **10-business-day candidate notice**. https://rules.cityofnewyork.us/rule/automated-employment-decision-tools-2/\n- **EEOC (US):** withdrew its 2023 AI guidance (2025-01-27), but **Title VII disparate-impact liability still applies** (unintentional bias counts); four-fifths/adverse-impact validation + human oversight expected.\n- **GDPR Art. 22:** no decision based **solely** on automated processing with significant effect — a glance at an AI shortlist is not \"meaningful\" human involvement; candidates get human review + contest rights + a right to meaningful information. https://gdprinfo.eu/gdpr-article-22-explained-automated-decision-making-profiling-and-your-rights\n\n## Myths & mistakes — do NOT encode these\n\n- ❌ \"75% of resumes are auto-rejected by ATS\" — **debunked**; traces to a 2012 sales pitch, no primary source. https://jobcannon.io/blog/ai-resume-statistics-2026\n- ❌ \"One ATS score works everywhere\" — vendor logic differs (Workday title-weighted, Lever/iCIMS semantic, Taleo literal).\n- ❌ \"Keyword stuffing beats the bot\" — semantic + AI-detection layers penalize it.\n- ❌ \"All ATS keyword-match like Taleo\" — over-tuning for literal match misleads users.\n- ❌ \"ATS read everything\" — scanned/image PDFs + graphics-heavy layouts break legacy parsers.\n- ❌ \"Our match % = the employer's decision\" — present as a guidance estimate with caveats.\n","tagline":"How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"1d since push"},{"status":"pass","label":"License clarity","detail":"NOASSERTION"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"info","label":"Dependency/runtime risk","detail":"credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"secrets or environment access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"3 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"48 GitHub stars","repoActivity":"48 stars, 3 forks","lastPushed":"1d since push","license":"NOASSERTION","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","install":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","1d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["automation","agent-skill"],"doNotUseFor":["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"],"knownRisks":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"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"]},"outcome_stats":null,"safety":{"score":48,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","48/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","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","Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","48/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":67,"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},"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.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Permission surface: secrets or environment access","High-risk permission hints: Secrets or environment access","Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"],"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 job-match-standards before installing it in an agent workflow","automation","Document processing 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 saeedkolivand/ai-job-hunter-app --skill job-match-standards"]},{"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 saeedkolivand/ai-job-hunter-app --skill job-match-standards"]},{"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","48 GitHub stars","NOASSERTION"]},{"id":"audit_score","label":"Audit score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Needs review","evidence":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":48,"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":"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":"NOASSERTION","evidence":["NOASSERTION"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"1d since push","evidence":["1d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":74,"required_for_auto_install":true,"detail":"secrets or environment access","evidence":["Network access: medium","Secrets or environment access: high","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/saeedkolivand-job-match-standards/evals","api":"/api/agent/evals?slug=saeedkolivand-job-match-standards","text":"/api/agent/evals?slug=saeedkolivand-job-match-standards&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"saeedkolivand-job-match-standards","name":"job-match-standards","description":"How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed.","category":"automation","url":"https://www.openagentskill.com/skills/saeedkolivand-job-match-standards","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","github_repo":"saeedkolivand/ai-job-hunter-app"},"suited_tasks":["Document processing workflows","Claude Code teams","builders willing to evaluate younger projects","Read uploaded files","Extract structured fields","Prepare clean context for downstream agents","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install saeedkolivand-job-match-standards"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"job-match-standards\" agent skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" as a Claude Code skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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/saeedkolivand-job-match-standards/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/saeedkolivand-job-match-standards"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"48 GitHub stars","repoActivity":"48 stars, 3 forks","lastPushed":"1d since push","license":"NOASSERTION","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","install":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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":["automation","agent-skill"],"known_risks":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"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":63,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"1d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","High-risk permission hints: Secrets or environment access","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use job-match-standards in an 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: 76/100 Needs review","Safety: 48/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"saeedkolivand-job-match-standards (job-match-standards)","install_command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","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":"saeedkolivand-job-match-standards","task":"Use job-match-standards 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/saeedkolivand-job-match-standards","api":"https://www.openagentskill.com/api/agent/skills/saeedkolivand-job-match-standards","audit":"https://www.openagentskill.com/skills/saeedkolivand-job-match-standards/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=saeedkolivand-job-match-standards&task=Use%20job-match-standards%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20job-match-standards%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20job-match-standards%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/saeedkolivand-job-match-standards/install","manifest":"https://www.openagentskill.com/api/registry/manifest/saeedkolivand-job-match-standards"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"saeedkolivand-job-match-standards","name":"job-match-standards","description":"How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed.","category":"automation","url":"https://www.openagentskill.com/skills/saeedkolivand-job-match-standards","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","github_repo":"saeedkolivand/ai-job-hunter-app"},"suited_tasks":["Document processing workflows","Claude Code teams","builders willing to evaluate younger projects","Read uploaded files","Extract structured fields","Prepare clean context for downstream agents","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install saeedkolivand-job-match-standards"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"job-match-standards\" agent skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" as a Claude Code skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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/saeedkolivand-job-match-standards/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/saeedkolivand-job-match-standards"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"48 GitHub stars","repoActivity":"48 stars, 3 forks","lastPushed":"1d since push","license":"NOASSERTION","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","install":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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":["automation","agent-skill"],"known_risks":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"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":63,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"1d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","High-risk permission hints: Secrets or environment access","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use job-match-standards in an 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: 76/100 Needs review","Safety: 48/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"saeedkolivand-job-match-standards (job-match-standards)","install_command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","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":"saeedkolivand-job-match-standards","task":"Use job-match-standards 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/saeedkolivand-job-match-standards","api":"https://www.openagentskill.com/api/agent/skills/saeedkolivand-job-match-standards","audit":"https://www.openagentskill.com/skills/saeedkolivand-job-match-standards/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=saeedkolivand-job-match-standards&task=Use%20job-match-standards%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20job-match-standards%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20job-match-standards%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/saeedkolivand-job-match-standards/install","manifest":"https://www.openagentskill.com/api/registry/manifest/saeedkolivand-job-match-standards"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"document-processing","title":"Document processing"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":48,"starsLabel":"48","forks":3,"license":"NOASSERTION","qualityScore":63,"trustScore":71,"auditScore":76},"maintenance":{"status":"fresh","label":"1d since push","daysSincePush":1,"lastPushedAt":"2026-08-21T00:26:43+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"coverageTags":["Research","Document processing","automation","agent-skill"]},"audit":{"audit_score":76,"risk_level":"needs_review","risk_label":"Needs review","quality_score":63,"trust_score":71,"maintenance_score":100,"security_score":77,"install_score":92,"warnings":["Repository license is NOASSERTION; no explicit license for the skill content, which may restrict reuse.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 48 GitHub stars","Stars/forks activity: 48 stars, 3 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":11.83,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"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"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add saeedkolivand/ai-job-hunter-app --skill job-match-standards","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install saeedkolivand-job-match-standards","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 \"job-match-standards\" agent skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" as a Claude Code skill from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards. 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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 \"job-match-standards\" from https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards 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: How real ATS (Workday/Greenhouse/Lever/Taleo/iCIMS/Ashby) parse, score and rank in 2026; evidence-based matching; and the legal limits on automated screening (EU AI Act high-risk, NYC LL144, EEOC Title VII, GDPR Art. 22). Load for changes under commands/match_resume.rs, cover_letter.rs, validate/, documents/embed. 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\":\"saeedkolivand-job-match-standards\",\"task\":\"Install job-match-standards\",\"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/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","github_repo":"saeedkolivand/ai-job-hunter-app","version":"1.0.0","license":"NOASSERTION","urls":{"web":"https://www.openagentskill.com/skills/saeedkolivand-job-match-standards","repository":"https://github.com/saeedkolivand/ai-job-hunter-app/tree/main/.claude/skills/job-match-standards","api":"/api/agent/skills/saeedkolivand-job-match-standards","install_api":"/api/skills/saeedkolivand-job-match-standards/install"},"meta":{"created_at":"2026-08-21T00:36:17.466716+00:00","updated_at":"2026-08-21T00:36:17.466716+00:00","agent_friendly":true}}