{"slug":"sunshine-lang-sfumatoai-writing-skill","name":"SfumatoAI Writing Skill","description":"A Codex skill that transforms multimodal inputs into verified topics, scripts, and visually consistent 3:4 images with ready-to-publish captions for Xiaohongshu.","long_description":"# sfumatoAI Writing Skill\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)\n[![Brand assets: restricted](https://img.shields.io/badge/brand_assets-restricted-lightgrey.svg)](ASSET_LICENSE.md)\n[![Validate Skill](https://github.com/sunshine-lang/sfumatoAI-writing-skill/actions/workflows/validate.yml/badge.svg)](https://github.com/sunshine-lang/sfumatoAI-writing-skill/actions/workflows/validate.yml)\n\n一个面向 AI 小白的小红书知识图文 Skill：把关键词、长文、网页、文件、截图或混合素材，转化为经过资料核验的选题、逐页脚本、统一视觉、多张 3:4 图片和可直接发布的文案。\n\n它不会把用户投喂的内容机械压缩成卡片，而是先判断：**这批素材最值得讲什么？**\n\n## 实际产出示例\n\n下面是一组“LLM 到底是什么？”知识图文中的 4 张成品。点击图片可查看原尺寸预览。\n\n<p align=\"center\">\n  <a href=\"docs/images/examples/llm/page-01-cover.webp\"><img src=\"docs/images/examples/llm/page-01-cover.webp\" alt=\"LLM 知识图文封面：LLM 到底是什么\" width=\"46%\"></a>\n  <a href=\"docs/images/examples/llm/page-02-tokenization.webp\"><img src=\"docs/images/examples/llm/page-02-tokenization.webp\" alt=\"LLM 知识图文内页：一句话如何拆分为 Token\" width=\"46%\"></a>\n  <br>\n  <a href=\"docs/images/examples/llm/page-04-generation.webp\"><img src=\"docs/images/examples/llm/page-04-generation.webp\" alt=\"LLM 知识图文内页：模型如何逐步生成 Token\" width=\"46%\"></a>\n  <a href=\"docs/images/examples/llm/page-06-verification.webp\"><img src=\"docs/images/examples/llm/page-06-verification.webp\" alt=\"LLM 知识图文内页：流畅不等于真实\" width=\"46%\"></a>\n</p>\n\n这组图展示的是完整流程中的视觉交付，不只是生成插画：选题与定义先经过核验，再完成故事化拆解、无字底图、确定性中文排版和事实 QA。示例图属于仓库文档，适用 [MIT License](LICENSE)。\n\n## 它解决什么问题\n\n- **选题分析**：从素材池中判断最值得发布的知识点，提供 1 个推荐方向和 2 个备选方向；\n- **事实核验**：搜索并交叉验证可靠来源，处理一词多义、营销话术、事实风险和常见误解；\n- **图文制作**：规划默认 5–7 张故事化图文，分离无字底图与确定性中文排版，生成标题、正文和话题；\n- **质量控制**：检查图片数量与比例、正文长度、重复话题、标题数量和来源数量，并保留人工 QA 关卡。\n\n## 快速开始\n\n### 1. 克隆仓库\n\n```bash\ngit clone https://github.com/sunshine-lang/sfumatoAI-writing-skill.git\ncd sfumatoAI-writing-skill\n```\n\n### 2. 安装到 Codex Skills\n\n```bash\nmkdir -p ~/.codex/skills\ncp -R skills/sfumatoai-writing-skill ~/.codex/skills/\n```\n\n如果目标目录已存在，请先备份现有版本，再替换目录。\n\n> 仓库名保留品牌写法 `sfumatoAI-writing-skill`；Codex Skill 的内部标识遵循小写规范，使用 `sfumatoai-writing-ski","tagline":"从多模态素材到选题、核验、脚本、配图和小红书发布文案的 Codex Skill","category":"design-creative","tags":["writing","content-generation","fact-checking","social-media","visual-design"],"author":"sunshine-lang","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"sunshine-lang/sfumatoAI-writing-skill","creatorName":"sunshine-lang","creatorUrl":"https://github.com/sunshine-lang","sourceUrl":"https://github.com/sunshine-lang/sfumatoAI-writing-skill","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/sunshine-lang-sfumatoai-writing-skill#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. 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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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 0 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":71,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Multimodal media","maintenance":"10d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Use SfumatoAI Writing Skill 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: 72/100 Strong shortlist","Audit: 79/100 Needs review","Safety: 43/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"sunshine-lang-sfumatoai-writing-skill (SfumatoAI Writing Skill)","install_command":"npx skills add sunshine-lang/sfumatoAI-writing-skill","risk_summary":"Needs review; 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":"sunshine-lang-sfumatoai-writing-skill","task":"Use SfumatoAI Writing Skill 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/sunshine-lang-sfumatoai-writing-skill","api":"https://www.openagentskill.com/api/agent/skills/sunshine-lang-sfumatoai-writing-skill","audit":"https://www.openagentskill.com/skills/sunshine-lang-sfumatoai-writing-skill/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=sunshine-lang-sfumatoai-writing-skill&task=Use%20SfumatoAI%20Writing%20Skill%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20SfumatoAI%20Writing%20Skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20SfumatoAI%20Writing%20Skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/sunshine-lang-sfumatoai-writing-skill/install","manifest":"https://www.openagentskill.com/api/registry/manifest/sunshine-lang-sfumatoai-writing-skill"}},"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":"Multimodal media","description":"I need my agent to process images, video, or audio and extract useful information.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"content-automation","title":"Content automation"},{"slug":"multimodal-media","title":"Multimodal media"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add sunshine-lang/sfumatoAI-writing-skill","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":21,"starsLabel":"21","forks":0,"license":"MIT","qualityScore":71,"trustScore":72,"auditScore":79},"maintenance":{"status":"fresh","label":"10d since push","daysSincePush":10,"lastPushedAt":"2026-08-12T09:38:02+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"coverageTags":["Design","Multimodal media","design-creative","writing","content-generation","fact-checking","social-media","visual-design"]},"audit":{"audit_score":79,"risk_level":"needs_review","risk_label":"Needs review","quality_score":71,"trust_score":72,"maintenance_score":100,"security_score":80,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 0 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":9.4,"usage_score":0,"review_score":12.75,"metadata_score":7,"freshness_score":15},"platforms":["Python","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":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"stacks":[{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"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"}],"install":"npx skills add sunshine-lang/sfumatoAI-writing-skill","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install sunshine-lang-sfumatoai-writing-skill","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 \"SfumatoAI Writing Skill\" agent skill from https://github.com/sunshine-lang/sfumatoAI-writing-skill. 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 Codex skill that transforms multimodal inputs into verified topics, scripts, and visually consistent 3:4 images with ready-to-publish captions for Xiaohongshu. 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\":\"sunshine-lang-sfumatoai-writing-skill\",\"task\":\"Install SfumatoAI Writing Skill\",\"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 \"SfumatoAI Writing Skill\" as a Claude Code skill from https://github.com/sunshine-lang/sfumatoAI-writing-skill. 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 Codex skill that transforms multimodal inputs into verified topics, scripts, and visually consistent 3:4 images with ready-to-publish captions for Xiaohongshu. 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\":\"sunshine-lang-sfumatoai-writing-skill\",\"task\":\"Install SfumatoAI Writing Skill\",\"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 \"SfumatoAI Writing Skill\" from https://github.com/sunshine-lang/sfumatoAI-writing-skill 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 Codex skill that transforms multimodal inputs into verified topics, scripts, and visually consistent 3:4 images with ready-to-publish captions for Xiaohongshu. 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\":\"sunshine-lang-sfumatoai-writing-skill\",\"task\":\"Install SfumatoAI Writing Skill\",\"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/sunshine-lang/sfumatoAI-writing-skill","github_repo":"sunshine-lang/sfumatoAI-writing-skill","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/sunshine-lang-sfumatoai-writing-skill","repository":"https://github.com/sunshine-lang/sfumatoAI-writing-skill","api":"/api/agent/skills/sunshine-lang-sfumatoai-writing-skill","install_api":"/api/skills/sunshine-lang-sfumatoai-writing-skill/install"},"meta":{"created_at":"2026-08-14T22:36:02.25278+00:00","updated_at":"2026-08-18T17:22:21.819119+00:00","agent_friendly":true}}