{"eval":{"version":"openagentskill-skill-eval-v1","slug":"ilyautov-humanizer-ru","name":"Humanizer Ru","generated_at":"2026-07-21T23:03:35.899Z","task_input":"Evaluate Humanizer Ru before installing it in an AI agent workflow","status":"review","score":87,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add ilyautov/humanizer-ru","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ilyautov/humanizer-ru"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Humanizer Ru\" agent skill from https://github.com/ilyautov/humanizer-ru. 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Humanizer Ru\" as a Claude Code skill from https://github.com/ilyautov/humanizer-ru. 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Humanizer Ru\" from https://github.com/ilyautov/humanizer-ru 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."}]},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"150 GitHub stars","repoActivity":"150 stars, 9 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ilyautov/humanizer-ru","install":"npx skills add ilyautov/humanizer-ru","installSafety":"standard package or runtime install path","permissionSurface":"network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":76,"tier":"reviewed","label":"Reviewed","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":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata"]},"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 Humanizer Ru before installing it in an AI agent workflow","utility","GitHub automation 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 ilyautov/humanizer-ru"]},{"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 ilyautov/humanizer-ru"]},{"id":"trust_score","label":"Trust score","status":"pass","score":87,"required_for_auto_install":true,"detail":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","evidence":["Production candidate","150 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":92,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":76,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":100,"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":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"network or browser access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["k-dense-ai-claude-scientific-skills","composiohq-awesome-claude-skills","kubesphere-kubesphere"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","Stars/forks activity: 150 stars, 9 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."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"alternatives":[{"slug":"k-dense-ai-claude-scientific-skills","name":"Claude Scientific Skills","url":"https://www.openagentskill.com/skills/k-dense-ai-claude-scientific-skills","stars":31153,"install_command":"npx skills add K-Dense-AI/claude-scientific-skills","trust_score":90,"audit_score":93},{"slug":"composiohq-awesome-claude-skills","name":"Awesome Claude Skills","url":"https://www.openagentskill.com/skills/composiohq-awesome-claude-skills","stars":65935,"install_command":"npx skills add ComposioHQ/awesome-claude-skills","trust_score":83,"audit_score":88},{"slug":"kubesphere-kubesphere","name":"Kubesphere","url":"https://www.openagentskill.com/skills/kubesphere-kubesphere","stars":16973,"install_command":"npx skills add kubesphere/kubesphere","trust_score":89,"audit_score":91}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ilyautov-humanizer-ru","name":"Humanizer Ru","description":"A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT.","category":"utility","url":"https://www.openagentskill.com/skills/ilyautov-humanizer-ru","repository":"https://github.com/ilyautov/humanizer-ru","github_repo":"ilyautov/humanizer-ru"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add ilyautov/humanizer-ru","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ilyautov/humanizer-ru"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Humanizer Ru\" agent skill from https://github.com/ilyautov/humanizer-ru. 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Humanizer Ru\" as a Claude Code skill from https://github.com/ilyautov/humanizer-ru. 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Humanizer Ru\" from https://github.com/ilyautov/humanizer-ru 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: A Claude skill that removes 54 neural network fingerprints from Russian text to bypass AI detectors like GPTZero and RuBERT."}],"handoff_url":"https://www.openagentskill.com/api/skills/ilyautov-humanizer-ru/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ilyautov-humanizer-ru"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"150 GitHub stars","repoActivity":"150 stars, 9 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ilyautov/humanizer-ru","install":"npx skills add ilyautov/humanizer-ru","installSafety":"standard package or runtime install path","permissionSurface":"network or browser 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":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["utility","text-humanization","russian","claude","ai-detection-bypass","perplexity"],"known_risks":["Stars/forks activity: 150 stars, 9 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":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":94,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"Pushed today","risk":"Safe to try"},"alternative_skills":[{"slug":"k-dense-ai-claude-scientific-skills","name":"Claude Scientific Skills","url":"https://www.openagentskill.com/skills/k-dense-ai-claude-scientific-skills","stars":31153,"install_command":"npx skills add K-Dense-AI/claude-scientific-skills","trust_score":90,"audit_score":93},{"slug":"composiohq-awesome-claude-skills","name":"Awesome Claude Skills","url":"https://www.openagentskill.com/skills/composiohq-awesome-claude-skills","stars":65935,"install_command":"npx skills add ComposioHQ/awesome-claude-skills","trust_score":83,"audit_score":88},{"slug":"kubesphere-kubesphere","name":"Kubesphere","url":"https://www.openagentskill.com/skills/kubesphere-kubesphere","stars":16973,"install_command":"npx skills add kubesphere/kubesphere","trust_score":89,"audit_score":91}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Stars/forks activity: 150 stars, 9 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Evaluate Humanizer Ru before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 92/100 Safe to try","Safety: 76/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ilyautov-humanizer-ru (Humanizer Ru)","install_command":"npx skills add ilyautov/humanizer-ru","risk_summary":"Safe to try; Reviewed; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"ilyautov-humanizer-ru","task":"Evaluate Humanizer Ru 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/ilyautov-humanizer-ru","api":"https://www.openagentskill.com/api/agent/skills/ilyautov-humanizer-ru","audit":"https://www.openagentskill.com/skills/ilyautov-humanizer-ru/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ilyautov-humanizer-ru&task=Evaluate%20Humanizer%20Ru%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Humanizer%20Ru%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Humanizer%20Ru%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ilyautov-humanizer-ru/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ilyautov-humanizer-ru"}},"endpoints":{"web":"https://www.openagentskill.com/skills/ilyautov-humanizer-ru","api":"https://www.openagentskill.com/api/agent/skills/ilyautov-humanizer-ru","eval":"https://www.openagentskill.com/api/agent/evals?slug=ilyautov-humanizer-ru","audit":"https://www.openagentskill.com/skills/ilyautov-humanizer-ru/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Humanizer%20Ru%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":"2026-07-21T23:03:35.899Z"}}