{"slug":"raymondhou0917-speak-human-tw","name":"Speak Human Tw","description":"A skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","tagline":"「說人話」：繁體中文的去 AI 味改寫 skill。抓 38 種 AI 寫作痕跡，順手校正中國用語與半形標點，給 Claude Code / Codex / Cursor 用。","category":"utility","tags":["traditional-chinese","ai-detox","writing-assistant","claude-code","cursor"],"author":{"name":"Raymondhou0917","verified":true,"url":"https://github.com/Raymondhou0917"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"Raymondhou0917/speak-human-tw","creatorName":"Raymondhou0917","creatorUrl":"https://github.com/Raymondhou0917","sourceUrl":"https://github.com/Raymondhou0917/speak-human-tw","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":691,"forks":79,"downloads":0,"rating":0,"review_count":0,"quality_score":62.63},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"691","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":91,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"691 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"691 stars, 79 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"4d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":100,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add Raymondhou0917/speak-human-tw"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/Raymondhou0917/speak-human-tw"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"691 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"691 stars, 79 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"4d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add Raymondhou0917/speak-human-tw"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/Raymondhou0917/speak-human-tw"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":[],"evidence":{"stars":"691 GitHub stars","repoActivity":"691 stars, 79 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/Raymondhou0917/speak-human-tw","install":"npx skills add Raymondhou0917/speak-human-tw","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add Raymondhou0917/speak-human-tw","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","4d since push"]},"agentCompatibility":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available 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":true,"sandboxRequired":true,"policy":"agent_install_candidate","reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"bestFor":["utility","traditional-chinese","ai-detox","writing-assistant","claude-code","cursor"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"knownRisks":[]},"safety":{"score":87,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","87/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","87/100 agent safety score"]},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"content-automation","title":"Content automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","Cursor","CLI","Codex"],"install":{"ready":true,"command":"npx skills add Raymondhou0917/speak-human-tw","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":691,"starsLabel":"691","forks":79,"license":"MIT","qualityScore":100,"trustScore":91,"auditScore":95},"maintenance":{"status":"fresh","label":"4d since push","daysSincePush":4,"lastPushedAt":"2026-07-24T05:34:15+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","GitHub automation","utility","traditional-chinese","ai-detox","writing-assistant","claude-code","cursor"]},"audit":{"audit_score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","primary_fit":"GitHub automation","best_for":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one GitHub automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"raymondhou0917-speak-human-tw","name":"Speak Human Tw","description":"A skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","category":"utility","url":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw","repository":"https://github.com/Raymondhou0917/speak-human-tw","github_repo":"Raymondhou0917/speak-human-tw"},"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Summarize source material","Adapt tone for channels"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add Raymondhou0917/speak-human-tw","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Raymondhou0917/speak-human-tw"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Speak Human Tw\" agent skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Speak Human Tw\" as a Claude Code skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Speak Human Tw\" from https://github.com/Raymondhou0917/speak-human-tw 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."}],"handoff_url":"https://www.openagentskill.com/api/skills/raymondhou0917-speak-human-tw/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/raymondhou0917-speak-human-tw"},"trust":{"score":91,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"691 GitHub stars","repoActivity":"691 stars, 79 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/Raymondhou0917/speak-human-tw","install":"npx skills add Raymondhou0917/speak-human-tw","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","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","traditional-chinese","ai-detox","writing-assistant","claude-code","cursor"],"known_risks":[]},"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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"4d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","No major trust warnings detected from available 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":"Use Speak Human Tw in an agent workflow","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","install_policy":"allow","minimum_review_before_use":["Trust: 91/100 Production candidate","Audit: 95/100 Safe to try","Safety: 87/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"raymondhou0917-speak-human-tw (Speak Human Tw)","install_command":"npx skills add Raymondhou0917/speak-human-tw","risk_summary":"Safe to try; Verified; 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":"raymondhou0917-speak-human-tw","task":"Use Speak Human Tw 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/raymondhou0917-speak-human-tw","api":"https://www.openagentskill.com/api/agent/skills/raymondhou0917-speak-human-tw","audit":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=raymondhou0917-speak-human-tw&task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/raymondhou0917-speak-human-tw/install","manifest":"https://www.openagentskill.com/api/registry/manifest/raymondhou0917-speak-human-tw"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"raymondhou0917-speak-human-tw","name":"Speak Human Tw","description":"A skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","category":"utility","url":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw","repository":"https://github.com/Raymondhou0917/speak-human-tw","github_repo":"Raymondhou0917/speak-human-tw"},"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Summarize source material","Adapt tone for channels"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add Raymondhou0917/speak-human-tw","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Raymondhou0917/speak-human-tw"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Speak Human Tw\" agent skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Speak Human Tw\" as a Claude Code skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Speak Human Tw\" from https://github.com/Raymondhou0917/speak-human-tw 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation."}],"handoff_url":"https://www.openagentskill.com/api/skills/raymondhou0917-speak-human-tw/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/raymondhou0917-speak-human-tw"},"trust":{"score":91,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"691 GitHub stars","repoActivity":"691 stars, 79 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/Raymondhou0917/speak-human-tw","install":"npx skills add Raymondhou0917/speak-human-tw","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","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","traditional-chinese","ai-detox","writing-assistant","claude-code","cursor"],"known_risks":[]},"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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"4d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","No major trust warnings detected from available 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":"Use Speak Human Tw in an agent workflow","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","install_policy":"allow","minimum_review_before_use":["Trust: 91/100 Production candidate","Audit: 95/100 Safe to try","Safety: 87/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"raymondhou0917-speak-human-tw (Speak Human Tw)","install_command":"npx skills add Raymondhou0917/speak-human-tw","risk_summary":"Safe to try; Verified; 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":"raymondhou0917-speak-human-tw","task":"Use Speak Human Tw 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/raymondhou0917-speak-human-tw","api":"https://www.openagentskill.com/api/agent/skills/raymondhou0917-speak-human-tw","audit":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=raymondhou0917-speak-human-tw&task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Speak%20Human%20Tw%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/raymondhou0917-speak-human-tw/install","manifest":"https://www.openagentskill.com/api/registry/manifest/raymondhou0917-speak-human-tw"}},"platforms":["Python","Claude Code","OpenAI Agents","Cursor"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"content-automation","title":"Content automation","url":"https://www.openagentskill.com/use-cases/content-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"}],"install":"npx skills add Raymondhou0917/speak-human-tw","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add Raymondhou0917/speak-human-tw","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Speak Human Tw\" agent skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","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 \"Speak Human Tw\" as a Claude Code skill from https://github.com/Raymondhou0917/speak-human-tw. 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","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 \"Speak Human Tw\" from https://github.com/Raymondhou0917/speak-human-tw 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 skill for AI agents (Claude Code, Codex, Cursor) that rewrites Traditional Chinese text to remove AI writing patterns, correct China-Taiwan localization, and fix punctuation.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/Raymondhou0917/speak-human-tw","github_repo":"Raymondhou0917/speak-human-tw","version":"1.0.0","license":"MIT","updated_at":"2026-07-24T05:35:26.895312+00:00","canonical_key":"raymondhou0917/speak-human-tw","recommendation_reasons":["Useful GitHub adoption: 691 stars","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw","api":"https://www.openagentskill.com/api/agent/skills/raymondhou0917-speak-human-tw","install_api":"https://www.openagentskill.com/api/skills/raymondhou0917-speak-human-tw/install","audit":"https://www.openagentskill.com/skills/raymondhou0917-speak-human-tw/audit","repository":"https://github.com/Raymondhou0917/speak-human-tw"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/raymondhou0917-speak-human-tw","agent_friendly":true,"api_version":"1.0","generated_at":"2026-07-28T20:43:39.394Z"}}