{"slug":"samber-humaniseur-fr","name":"humaniseur-fr","description":"Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead.","long_description":"---\nname: humaniseur-fr\ndescription: \"Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead.\"\nuser-invocable: true\nlicense: MIT\ncompatibility: Designed for Claude, ChatGPT or similar harness.\nmetadata:\n  author: samber\n  version: \"1.1.3\"\n  openclaw:\n    emoji: \"🤖\"\n    homepage: https://github.com/samber/cc-skills\nallowed-tools: Read Edit Write Glob Grep Agent AskUserQuestion\n---\n\n# Humaniseur : supprimer les patterns d'écriture IA du français\n\n## Your task\n\nWhen given French text to humanize:\n\n0. **Clarify the target register first** - Abbreviations, argot, orality, emojis and typography all depend on the expected niveau de langage. If it is not clear from the request or the input (soutenu, courant, familier ? for which medium ?), ask the user before starting to humanize\n1. **Identify AI patterns** - Scan for all 38 patterns listed below\n2. **Rewrite problematic sections** - Replace AI-isms with natural French alternatives\n3. **Preserve meaning** - Keep the core message intact\n4. **Maintain voice** - Match the intended tone and register\n5. **Add soul** - Don't just remove bad patterns; inject actual personality (see Part 4)\n6. **Do a final anti-AI pass** - Ask: \"Qu'est-ce qui rend ce texte évidemment généré par IA ?\" Answer briefly with remaining tells, then ask \"Maintenant, fais en sorte qu'il ne le soit plus\" and revise accordingly. Apply the three-signal rule: one isolated marker is noise (most are normal French), but three or more co-occurring in the same passage make a reader flinch — revise until no paragraph accumulates three\n\n## The 80 % rule: imperfect compliance is the point\n\nFollow the humanizer rules _most of the time_ — not always. It is fine to leave roughly 20 % of this skill's instructions unapplied.\n\n- Real human prose contains flagged patterns at low density: « pour conclure » does not make a text 100 % AI, and a text that dodges every single tell with mechanical rigor is uniform in a new, equally detectable way.\n- Transgress deliberately: keep an em dash that earns its place, one « par ailleurs », one tidy list.\n- The tells are density and co-occurrence (see the three-signal rule), never a single occurrence.\n\n**One pass only.** Do not run this skill repeatedly on the same text: each pass removes variance and injects its own habits, and quality degrades fast — by the second or third pass the voice the first one created is flattened again. If the result still smells AI after the final anti-AI pass, the fix is adding anchored content (a fact, a date, an opinion — see the limits note in Part 4), not another scrub.\n\n## Precedence: this skill yields to context\n\nInstructions here can be overridden by the user's prompt or by a more specific skill loaded alongside. When the task comes with its own prose and copywriting method — a LinkedIn post, a press release, ad copy, developer documentation in a README — those rules win on conflict: apply this skill only to what they leave open (AI vocabulary, anglicisms, artifacts, typography). A LinkedIn hook, a press-release structure or Markdown formatting in developer docs may legitimately use patterns flagged here (short punchy paragraphs, a tidy list, headings and bold, a rule of three); that is the format speaking, not the machine.\n\n## IMPORTANT: French-specific context\n\nFrench professional writing is inherently more formal than English. Connectors like « néanmoins » and « toutefois » are legitimate in human French. The tells are different from English:\n\n- The AI lexicon is distinct (« crucial » is the #1 French AI word, not \"delve\")\n- Anglicisms from the model's English-first architecture are a major tell\n- Typographic conventions (guillemets, spacing before punctuation) are strict\n- The dissertation tradition (thèse/antithèse/synthèse) overlaps with AI structure\n- French tolerates longer sentences naturally, so burstiness signals differ\n\nDo NOT over-correct toward informal French. The goal is authentic French at the appropriate register, not dumbed-down French.\n\n**Ne jamais abaisser le registre de langue.** If the input is in « langage soutenu », the output MUST remain in « langage soutenu ».\n\n- Rewriting formal prose into casual French is a different kind of inauthenticity — just as detectable, just as artificial. The enemy is _formulaic_ writing, not _formal_ writing.\n- A well-constructed subordinate clause, a precise connector, a long periodic sentence — these are features of good French, not AI artifacts.\n- Only remove what is genuinely mechanical: inflated significance, copula avoidance, synonym cycling, promotional filler.\n\n---\n\n## Part 1: Content patterns\n\n### Pattern 1 — Inflation de signification et d'héritage\n\n**Triggers:** constitue/représente un tournant, témoigne de, joue un rôle crucial/essentiel/déterminant, souligne l'importance, reflète une tendance plus large, symbolisant son caractère durable, contribuant à, ouvrant la voie à, marquant une étape, un jalon décisif, un paysage en mutation, une empreinte indélébile, profondément ancré\n\nLLMs inflate the importance of ordinary facts by connecting them to broader trends nobody asked about.\n\n**Avant :**\n\n> L'Institut de la Statistique de la Catalogne a été officiellement créé en 1989, marquant un tournant décisif dans l'évolution des statistiques régionales en Espagne. Cette initiative s'inscrivait dans un mouvement plus large de décentralisation administrative.\n\n**Après :**\n\n> L'Institut de la Statistique de la Catalogne a été créé en 1989 dans le cadre du transfert de compétences statistiques aux communautés autonomes. Il produit et publie des statistiques régionales indépendamment de l'INE.\n\n### Pattern 2 — Insistance sur la notabilité et la couverture médiatique\n\n**Triggers:** couverture médiatique indépendante, médias locaux/nationaux/internationaux, cité par un expert reconnu, forte présence sur les réseaux sociaux\n\n**Avant :**\n\n> Ses travaux ont été cités dans Le Monde, la BBC, Les Échos et Le Figaro. Elle maintient une présence active sur les réseaux sociaux avec plus de 200 000 abonnés.\n\n**Après :**\n\n> Dans un entretien au Monde en 2024, elle a défendu l'idée que la régulation de l'IA devrait porter sur les résultats plutôt que sur les méthodes.\n\n### Pattern 3 — Analyses superficielles en participe présent (-ant)\n\n**Triggers:** soulignant/mettant en lumière..., assurant..., reflétant/symbolisant..., contribuant à..., favorisant/encourageant..., englobant..., illustrant...\n\nAI tacks participial phrases onto sentences to add fake analytical depth. The French equivalent of the English \"-ing\" problem.\n\n**Avant :**\n\n> La palette du bâtiment, mêlant bleu, vert et or, évoque la beauté naturelle de la région, symbolisant les champs de lavande et la Méditerranée, reflétant l'attachement profond de la communauté à son terroir.\n\n**Après :**\n\n> Le bâtiment utilise du bleu, du vert et de l'or. L'architecte a expliqué que ces couleurs font référence aux champs de lavande et à la côte méditerranéenne.\n\n### Pattern 4 — Langage promotionnel et publicitaire\n\n**Triggers:** dispose de, vibrant, riche (figuré), profond, renforçant son, illustrant, exemplifie, engagement envers, beauté naturelle, niché, au cœur de, révolutionnaire (figuré), renommé, à couper le souffle, incontournable, époustouflant, un joyau\n\n**Avant :**\n\n> Niché au cœur de la région époustouflante du Luberon, ce village se dresse comme un joyau vibrant doté d'un riche patrimoine culturel et d'une beauté naturelle à couper le souffle.\n\n**Après :**\n\n> Le village est situé dans le Luberon, à une trentaine de kilomètres d'Apt. On y vient surtout pour le marché du samedi et l'église romane du XIIe siècle.\n\n**Subtle variant when editing or summarizing:** AI inserts valorizing adjectives and inclusive doublets absent from the source — « nos soldats » becomes « nos _vaillants_ soldats », « concitoyens » becomes « concitoyennes et concitoyens ». It over-corrects toward its training norms instead of following the text. Restore the source's wording.\n\n### Pattern 5 — Attributions vagues et mots-fouines\n\n**Triggers:** Des rapports sectoriels, Les observateurs soulignent, Les experts estiment, Certains critiques avancent, plusieurs sources/publications (quand peu sont citées), il est communément admis que, il est largement reconnu que\n\n**Avant :**\n\n> Les experts estiment qu'elle joue un rôle crucial dans l'écosystème régional.\n\n**Après :**\n\n> La rivière abrite plusieurs espèces de poissons endémiques, selon un inventaire de 2019 du CNRS.\n\n### Pattern 6 — Sections « Défis et perspectives »\n\n**Triggers:** Malgré son... fait face à plusieurs défis..., En dépit de ces défis, Défis et héritage, Perspectives d'avenir, L'avenir s'annonce prometteur\n\nThe formulaic challenge-then-optimism sandwich.\n\n**Avant :**\n\n> Malgré sa prospérité industrielle, la commune fait face à des défis typiques des zones urbaines. En dépit de ces défis, elle continue de prospérer.\n\n**Après :**\n\n> La congestion routière s'est aggravée après 2015 avec l'ouverture de trois zones d'activités. La mairie a lancé un programme de réfection du réseau pluvial en 2022.\n\n---\n\n## Part 2: Language, grammar, and style patterns\n\n### Pattern 7 — Vocabulaire « IA » surutilisé\n\nThe single most flagged word in French AI text is **crucial**. The adverb **notamment** appears ~1/200 words in AI text vs. ~1/800 in human French (4x overuse).\n\n**High-frequency AI vocabulary (find-and-replace checklist):**\n\n| AI word/phrase | Replacement strategy |\n| --- | --- |\n| crucial, essentiel | Use domain-specific terms, or just drop |\n| également (the top measured French AI marker) | « aussi », « de même », or drop — one per paragraph max |\n| défi | « problème », « difficulté », or name the actual obstacle |\n| significatif, robuste, substantiel | Be precise: give numbers instead |\n| holistique | Remove (calque of English \"holistic\") |\n| compréhensif (= exhaustif) | Use « exhaustif » or « complet » (compréhensif = empathetic in French) |\n| disruptif | « de rupture » or describe the actual change |\n| notamment (if >1 per 800 words) | « en particulier », « entre autres », or restructure |\n| par ailleurs, en outre, de plus | Use « or », « reste que », « n'empêche que », « soit dit en passant » |\n| il convient de noter que | Delete, start sentence directly |\n| dans le paysage [actuel/numérique] | Delete entirely |\n| au cœur de | Replace with specific location/concept |\n| la pierre angulaire | Just say what it is |\n| un levier puissant | Describe the actual mechanism |\n| captivant, fascinant, passionnant | Say what is actually interesting, or drop |\n| révolutionnaire, transformateur | Describe the actual change |\n| permettre de, favoriser, optimiser | Use a concrete verb: say what actually happens |\n| mettre en lumière | « montrer », « révéler » |\n| naviguer dans, déverrouiller le potentiel de | Calques — describe the actual action |\n| garantir, assurer, offrir (as service-brochure verbs) | State the fact plainly |\n| dans cette optique, dans ce contexte, à cet égard | Delete, or link the ideas concretely |\n| que vous soyez X ou Y | Address the actual reader directly |\n\n**Jargon de ministre:** AI French leans on administrative vocabulary (« dispositif », « acteurs », « enjeux », « mise en œuvre », « dynamique territoriale ») even outside institutional contexts. Outside actual administrative prose, swap for plain words.\n\n**Formulaic openings to kill","tagline":"Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicis","category":"design-creative","tags":["agent-skill"],"author":"samber","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"samber/cc-skills","creatorName":"samber","creatorUrl":"https://github.com/samber","sourceUrl":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/samber-humaniseur-fr#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":200,"forks":15,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":39.22},"quality":{"score":70,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"200","tone":"neutral"},{"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-v5","score":74,"base_score":82,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"sandbox_only","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["74/100 Trust Score v5","82/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"200 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"200 stars, 15 forks; 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use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"200 GitHub stars","repoActivity":"200 stars, 15 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","install":"npx skills add samber/cc-skills --skill humaniseur-fr","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","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add samber/cc-skills --skill humaniseur-fr","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","4d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["This skill may touch real-money trading, broker, wallet, or exchange operations; 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use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":82,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":74,"base_score":82,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"sandbox_only","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["74/100 Trust Score v5","82/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"200 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"200 stars, 15 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":86,"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 samber/cc-skills --skill humaniseur-fr"},{"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/samber/cc-skills/tree/main/skills/humaniseur-fr"},{"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":"200 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"200 stars, 15 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 samber/cc-skills --skill humaniseur-fr"},{"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/samber/cc-skills/tree/main/skills/humaniseur-fr"},{"status":"pass","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":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"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","Outcome loop is ready but needs first real agent run"],"warnings":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"200 GitHub stars","repoActivity":"200 stars, 15 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","install":"npx skills add samber/cc-skills --skill humaniseur-fr","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","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add samber/cc-skills --skill humaniseur-fr","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","4d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add samber/cc-skills --skill humaniseur-fr","trust_score":74,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","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","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":82,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":82,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"200 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"200 stars, 15 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":86,"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 samber/cc-skills --skill humaniseur-fr"},{"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/samber/cc-skills/tree/main/skills/humaniseur-fr"},{"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":"200 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"200 stars, 15 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 samber/cc-skills --skill humaniseur-fr"},{"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/samber/cc-skills/tree/main/skills/humaniseur-fr"},{"status":"pass","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":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"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":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"200 GitHub stars","repoActivity":"200 stars, 15 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","install":"npx skills add samber/cc-skills --skill humaniseur-fr","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 samber/cc-skills --skill humaniseur-fr","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","4d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":"sandbox_only","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["design-creative","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","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":67,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"risky","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":["Audit risk risky exceeds max_risk=medium","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":78,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Audit score: Risky","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Audit score: Risky","Agent safety gate: This skill should not be selected by an agent without explicit human security review."],"warnings":["Audit risk risky exceeds max_risk=medium","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate humaniseur-fr before installing it in an agent workflow","design-creative","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 samber/cc-skills --skill humaniseur-fr"]},{"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 samber/cc-skills --skill humaniseur-fr"]},{"id":"trust_score","label":"Trust score","status":"pass","score":82,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","200 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"fail","score":83,"required_for_auto_install":true,"detail":"Risky","evidence":["Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":67,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Audit risk exceeds the requested agent policy"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"4d since push","evidence":["4d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium","Filesystem 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/samber-humaniseur-fr/evals","api":"/api/agent/evals?slug=samber-humaniseur-fr","text":"/api/agent/evals?slug=samber-humaniseur-fr&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"samber-humaniseur-fr","name":"humaniseur-fr","description":"Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead.","category":"design-creative","url":"https://www.openagentskill.com/skills/samber-humaniseur-fr","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","github_repo":"samber/cc-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Summarize source material","Adapt tone for channels"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add samber/cc-skills --skill humaniseur-fr","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add samber-humaniseur-fr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"humaniseur-fr\" agent skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" as a Claude Code skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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/samber-humaniseur-fr/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/samber-humaniseur-fr"},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"200 GitHub stars","repoActivity":"200 stars, 15 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","install":"npx skills add samber/cc-skills --skill humaniseur-fr","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":83,"risk_level":"risky","risk_label":"Risky","warnings":["Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":70,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"4d since push","risk":"Risky"},"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","Audit risk risky exceeds max_risk=medium","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use humaniseur-fr in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 82/100 Strong shortlist","Audit: 83/100 Risky","Safety: 67/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"samber-humaniseur-fr (humaniseur-fr)","install_command":"npx skills add samber/cc-skills --skill humaniseur-fr","risk_summary":"Risky; Blocked for auto-install; 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":"samber-humaniseur-fr","task":"Use humaniseur-fr 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/samber-humaniseur-fr","api":"https://www.openagentskill.com/api/agent/skills/samber-humaniseur-fr","audit":"https://www.openagentskill.com/skills/samber-humaniseur-fr/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=samber-humaniseur-fr&task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/samber-humaniseur-fr/install","manifest":"https://www.openagentskill.com/api/registry/manifest/samber-humaniseur-fr"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"samber-humaniseur-fr","name":"humaniseur-fr","description":"Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead.","category":"design-creative","url":"https://www.openagentskill.com/skills/samber-humaniseur-fr","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","github_repo":"samber/cc-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Summarize source material","Adapt tone for channels"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add samber/cc-skills --skill humaniseur-fr","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add samber-humaniseur-fr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"humaniseur-fr\" agent skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" as a Claude Code skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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/samber-humaniseur-fr/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/samber-humaniseur-fr"},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"200 GitHub stars","repoActivity":"200 stars, 15 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","install":"npx skills add samber/cc-skills --skill humaniseur-fr","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 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":83,"risk_level":"risky","risk_label":"Risky","warnings":["Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":70,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"4d since push","risk":"Risky"},"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","Audit risk risky exceeds max_risk=medium","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use humaniseur-fr in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 82/100 Strong shortlist","Audit: 83/100 Risky","Safety: 67/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"samber-humaniseur-fr (humaniseur-fr)","install_command":"npx skills add samber/cc-skills --skill humaniseur-fr","risk_summary":"Risky; Blocked for auto-install; 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":"samber-humaniseur-fr","task":"Use humaniseur-fr 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/samber-humaniseur-fr","api":"https://www.openagentskill.com/api/agent/skills/samber-humaniseur-fr","audit":"https://www.openagentskill.com/skills/samber-humaniseur-fr/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=samber-humaniseur-fr&task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20humaniseur-fr%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/samber-humaniseur-fr/install","manifest":"https://www.openagentskill.com/api/registry/manifest/samber-humaniseur-fr"}},"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Design and creative","description":"I need my agent to produce design assets, UI directions, presentations, or creative media workflows.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"content-automation","title":"Content automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add samber/cc-skills --skill humaniseur-fr","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":200,"starsLabel":"200","forks":15,"license":"MIT","qualityScore":70,"trustScore":82,"auditScore":83},"maintenance":{"status":"fresh","label":"4d since push","daysSincePush":4,"lastPushedAt":"2026-09-02T18:52:36+00:00"},"risk":{"level":"risky","label":"Risky","requiresReview":true,"notes":["Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata","Risky"]},"coverageTags":["Design","Design and creative","design-creative","agent-skill"]},"audit":{"audit_score":83,"risk_level":"risky","risk_label":"Risky","quality_score":70,"trust_score":82,"maintenance_score":100,"security_score":88,"install_score":92,"warnings":["Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Stars/forks activity: 200 stars, 15 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":16.12,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"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"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add samber/cc-skills --skill humaniseur-fr","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add samber-humaniseur-fr","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 \"humaniseur-fr\" agent skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" as a Claude Code skill from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr. 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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 \"humaniseur-fr\" from https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr 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: Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead. 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\":\"samber-humaniseur-fr\",\"task\":\"Install humaniseur-fr\",\"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/samber/cc-skills/tree/main/skills/humaniseur-fr","github_repo":"samber/cc-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/samber-humaniseur-fr","repository":"https://github.com/samber/cc-skills/tree/main/skills/humaniseur-fr","api":"/api/agent/skills/samber-humaniseur-fr","install_api":"/api/skills/samber-humaniseur-fr/install"},"meta":{"created_at":"2026-09-03T23:34:40.314355+00:00","updated_at":"2026-09-03T23:34:40.567514+00:00","agent_friendly":true}}