{"id":"f18803ee-605d-4604-a577-d22d4460b78f","entityType":"agent","slug":"clawhub-kyro-ma-work-productivity-proactive-agent-workflow-help","name":"Work Productivity Proactive Agent Workflow Helper","canonicalUrl":"https://www.xpersona.co/agent/clawhub-kyro-ma-work-productivity-proactive-agent-workflow-help","canonicalPath":"/agent/clawhub-kyro-ma-work-productivity-proactive-agent-workflow-help","generatedAt":"2026-10-09T22:49:28.941Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-09T19:36:07.666Z","emptyReason":null},"description":"Helps with Agent users show strong demand for Proactive Agent...","descriptionLabel":"Source description","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 2.1K downloads reported by the source. 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Helper\n\nOwner: kyro-ma\n\nSummary: Helps with Agent users show strong demand for Proactive Agent...\n\nTags: latest:0.20260911.40430\n\nVersion history:\n\nv0.0.0-20261009-045810 | 2026-10-09T05:02:03.605Z | auto\n\n- updated 5, removed 1 file(s).\n- Updated SKILL.md and bundle contents.\n\nv0.20260911.40430 | 2026-09-11T04:07:17.127Z | auto\n\n- Updated documentation in both English and Chinese (README.md, README.zh-CN.md) for clarity and detail.\n- Revised and expanded requirement evidence and planning details in references/requirement-plan.md.\n- Removed outdated skill-card.md file.\n\nv0.20260910.52416 | 2026-09-10T05:27:15.903Z | auto\n\n- Increased the number of supporting source families for validated demand from 3 to 4 in the requirement and throughout documentation.\n- Updated evidence statements to reflect the new total of 4 source families.\n- Removed the file skill-card.md.\n- Minor documentation improvements in all README and SKILL files to align with updated demand validation details.\n\nv0.20260908.51704 | 2026-09-08T05:19:56.081Z | auto\n\n- Documentation updates in README.md and README.zh-CN.md for improved clarity.\n- Updated references/requirement-plan.md; review or planning details may be changed.\n- Removed the now-obsolete skill-card.md file.\n- No changes to core workflow logic or expected outputs.\n\nv0.20260906.40422 | 2026-09-06T04:07:26.777Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity and usability.\n- Revised requirement-plan reference for better guidance and planning details.\n- Removed deprecated skill-card.md file to streamline the project.\n- No changes to workflow logic or triggers; this is a documentation and cleanup release.\n\nv0.20260904.60001 | 2026-09-04T06:03:23.484Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md to clarify usage and requirements.\n- Revised and expanded references/requirement-plan.md for improved guidance and clearer review criteria.\n- Removed outdated skill-card.md file for better maintainability.\n- No changes to core logic; update focuses on documentation and reference improvements.\n\nv0.20260831.40551 | 2026-08-31T04:08:44.420Z | auto\n\n- Updated evidence: demand now supported by 12 online signals across 3 source families (was 4).\n- Clarified references to source families in requirement and demand evidence sections.\n- Removed unused file: skill-card.md.\n- Documentation improvements for clarity and consistency.\n\nv0.20260830.92238 | 2026-08-30T09:25:53.625Z | auto\n\n- Updated demand evidence to reflect 4 source families instead of 3, for broader validation.\n- Revised supporting documentation (README, references) for clarity and alignment with the updated evidence.\n- Removed the file skill-card.md as part of documentation cleanup.\n- No workflow or behavior changes introduced; focus is on documentation and evidence update.\n\nv0.20260829.40354 | 2026-08-29T04:06:43.350Z | auto\n\n- Updated demand evidence from 4 source families to 3 source families for accuracy.\n- Adjusted descriptions in SKILL.md and related documentation to reflect new evidence baseline.\n- Removed file: skill-card.md\n- General documentation improvements and content consistency updates across README and references.\n\nv0.20260828.40337 | 2026-08-28T04:07:16.900Z | auto\n\n- Documentation updated: README files (including Chinese version) improved for clarity and guidance.\n- Reference plan expanded: More detailed planning and requirements in references/requirement-plan.md.\n- Removed obsolete file: skill-card.md is no longer included.\n- No core workflow or feature changes in this version; focus is on documentation consistency and cleanup.\n\nv0.20260827.40448 | 2026-08-27T04:07:10.626Z | auto\n\n- Increased counted source families supporting demand from 3 to 4, reflecting broader evidence in both documentation and description.\n- Updated demand evidence references in SKILL.md and related files.\n- Removed skill-card.md as part of documentation cleanup.\n- Documentation and supporting materials refreshed for clarity and accuracy.\n\nv0.20260826.40329 | 2026-08-26T04:06:29.825Z | auto\n\n- Evidence base updated: increased to 12 signals across 3 source families (was 11), improving demand validation.\n- Descriptions and requirement references now reflect the updated evidence count.\n- Removed the skill-card.md file for streamlining documentation.\n- Minor documentation refinements in README and SKILL files to maintain alignment with the validated demand and workflow guidance.\n\nv0.20260825.44155 | 2026-08-25T04:51:19.415Z | auto\n\n- Adjusted requirement evidence: now based on 11 signals across 3 source families (was 12 across 4).\n- Updated all documentation to reflect new evidence count and sources.\n- Removed redundant file skill-card.md to streamline project structure.\n- No changes to core workflow or usage patterns.\n\nv0.20260824.40429 | 2026-08-24T04:07:13.438Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Revised references/requirement-plan.md for alignment with current requirements.\n- Removed skill-card.md to reduce redundancy and streamline project files.\n\nv0.20260823.40325 | 2026-08-23T04:06:29.263Z | auto\n\n- Increased evidence coverage from 3 to 4 source families across documentation.\n- Updated demand description and score details to reflect broader validation.\n- Removed the redundant \"skill-card.md\" file.\n- Aligned all description and workflow files for clarity and consistency.\n\nv0.20260822.135636 | 2026-08-22T13:59:48.865Z | auto\n\n- Increased the cited evidence for demand from 11 to 12 separate online signals (across 3 source families).  \n- Updated requirement and evidence details in skill documentation to reflect new demand signal count.\n- Removed redundant documentation file skill-card.md.\n- Minor clarifications and descriptions updated across README and skill files.\n\nv0.20260819.45504 | 2026-08-19T05:02:57.563Z | auto\n\n- Updated evidence count to 11 signals across 3 source families (was 12 and 4) in the requirement and description.\n- Removed reference to one source family and signal throughout documentation.\n- Deleted the redundant skill-card.md file.\n- Synced all language and requirements in README and SKILL markdown files for consistency.\n\nv0.20260818.40417 | 2026-08-18T04:06:43.866Z | auto\n\n- Increased evidence basis: Updated to reflect 12 separate online signals from 4 source families (was 11 signals from 3 families).\n- All documentation (README, SKILL files) revised to reflect updated demand and evidence.\n- Removed skill-card.md file for streamlined documentation.\n- Minor clarifications and consistency improvements in workflow and requirements.\n\nv0.20260814.40500 | 2026-08-14T04:11:12.260Z | auto\n\n- Requirement source data updated: now cites 11 online signals across 3 source families (was 12 signals across 4).\n- References to evidence updated in both description and main content.\n- Removed deprecated file: skill-card.md.\n- Minor documentation refresh in all major user-facing files.\n\nv0.20260813.40345 | 2026-08-13T04:06:26.985Z | auto\n\n- Updated demand validation: evidence now includes 12 signals from 4 source families (was 11 from 3).\n- Revised documentation in SKILL.md, README.md, and their localized versions to reflect updated evidence and requirements.\n- Removed redundant skill-card.md for streamlined documentation.\n- Expanded planning details in references/requirement-plan.md to support the broadened evidence base.\n\nv0.20260811.40534 | 2026-08-11T04:08:19.248Z | auto\n\n- Updated evidence basis: demand now supported by 11 online signals across 3 source families (previously 12 signals across 4 families).\n- Adjusted documentation in SKILL.md and related files to reflect new evidence numbers.\n- Removed the deprecated skill-card.md file.\n- Minor documentation cleanups for clarity and accuracy.\n\nv0.20260810.40316 | 2026-08-10T04:05:37.967Z | auto\n\n- Expanded demand evidence from 3 to 4 source families for improved requirement validation.\n- Updated documentation to reflect the broader evidence base (now citing 4 source families).\n- Removed the unnecessary \"skill-card.md\" file, streamlining the skill package.\n- Minor edits for clarity across README and SKILL documentation.\n\nv0.20260809.40514 | 2026-08-09T04:08:57.292Z | auto\n\n- Increased evidence signals from 11 to 12 in demand validation.\n- Updated supporting documentation and demand statements to reflect the new signal count.\n- Removed the deprecated \"skill-card.md\" file.\n- Minor documentation tweaks for clarity and alignment with verified requirements.\n\nv0.20260802.40421 | 2026-08-02T04:06:34.392Z | auto\n\n- Updated demand evidence to reflect 11 online signals (previously 12) supporting the requirement.\n- Revised documentation in SKILL.md, README.md, and related files to match updated evidence.\n- Removed the obsolete skill-card.md file.\n- No changes to core workflow, outputs, or triggers.\n\nv0.20260729.2331 | 2026-07-29T00:26:39.389Z | auto\n\n- Updated references to underlying demand evidence from 4 source families to 3 source families across documentation.\n- Removed the obsolete file skill-card.md.\n- Kept all workflow, requirement, triggers, and validation criteria unchanged.\n- Minor clarifications to descriptions to align with current evidence base.\n\nv0.20260728.90410 | 2026-07-28T09:06:20.142Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity and guidance.\n- Revised references/requirement-plan.md with more precise planning details.\n- Removed the obsolete skill-card.md file.\n- No workflow or logic changes; this is a documentation and housekeeping update.\n\nv0.20260728.40429 | 2026-07-28T04:07:08.035Z | auto\n\n- Documentation improved: README and requirement planning files were updated for clarity.\n- The skill card file (skill-card.md) was removed to streamline resources.\n- No functional changes to workflow or trigger logic. \n- All core requirements and output expectations remain unchanged.\n\nv0.20260727.130301 | 2026-07-27T13:08:45.700Z | auto\n\n- New skill released to help users implement and improve Proactive Agent-style workflows on Clawhub.\n- Provides practical tools for fixing bugs, enhancing setup and safety, and creating reliable workflows based on validated demand.\n- Includes step-by-step workflow guidance, reusable checklists, and clear validation steps for user outputs.\n- Designed for local-hardware-friendly solutions, preferring simple scripts and templates over complex cloud-only approaches.\n- Triggered by user requests for productivity, proactive workflows, practical checklists, or implementation support in related scenarios.\n\nArchive index:\n\nArchive v0.0.0-20261009-045810: 8 files, 11232 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3727b), README.zh-CN.md (3735b), references/requirement-plan.md (5738b), skill-card.md (1749b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (184b)\n\nFile v0.0.0-20261009-045810:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.0.0-20261009-045810:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=c5ba379112f24a04803d285bcbc47a65&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.0.0-20261009-045810:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.0.0-20261009-045810\",\n  \"publishedAt\": 1791522123605\n}\n\nFile v0.0.0-20261009-045810:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, csdn, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-09-16T21:35:54.485000+00:00): [Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search (2026-10-09T04:59:03.122272+00:00): [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=c5ba379112f24a04803d285bcbc47a65&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.0.0-20261009-045810:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 3 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=c5ba379112f24a04803d285bcbc47a65&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.0.0-20261009-045810:skill-card.md\n\n## Description:\n\nHelps agent users and skill maintainers plan, improve, and validate proactive-agent workflows, including bug fixes and reliability improvements.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAI-agent users, skill authors, and maintainers use this skill to turn a proactive-agent improvement request into a practical plan, checklist, code change, or decision aid and check the result against their goals.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad keywords and implicit invocation may surface the skill for loosely related planning requests.\n\nMitigation: Confirm the request concerns proactive-agent workflows before using the skill's guidance.\n\n## Reference(s):\n\n- [ClawHub skill release](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Requirement plan and source links](artifact/references/requirement-plan.md)\n- [Proactive Agent reference skill](https://clawhub.ai/skills/proactive-agent)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Code, Guidance]\n\n**Output Format:** [Markdown or a requested work artifact]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include a reusable checklist, assumptions, validation note, and follow-up risks.]\n\n## Skill Version(s):\n\n0.0.0-20261009-045810 (source: ClawHub release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.0.0-20261009-045810:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 3 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.0.0-20261009-045810:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260911.40430: 8 files, 12188 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3771b), README.zh-CN.md (3779b), references/requirement-plan.md (5781b), skill-card.md (3226b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260911.40430:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 4 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260911.40430:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 4 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,305 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,104 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- hacker-news-ask-hn: [Ask HN: Those running agents 24/7, what's your workflow and what are they doing?](https://news.ycombinator.com/item?id=49653369)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0081ee42f2441048543f36f2c164363&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260911.40430:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260911.40430\",\n  \"publishedAt\": 1789099637127\n}\n\nFile v0.20260911.40430:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 4 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 4; sources: clawhub, csdn, hacker-news, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,305 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,104 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- hacker-news-ask-hn (2026-09-11T03:56:01+00:00): [Ask HN: Those running agents 24/7, what's your workflow and what are they doing?](https://news.ycombinator.com/item?id=49653369)\n- segmentfault-search (2026-09-11T04:06:04.760910+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-11T04:06:04.760910+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-11T04:06:04.761412+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-11T04:06:04.761412+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-09-11T04:06:04.761412+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-09-11T04:06:04.761412+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-09-11T04:06:04.761412+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search (2026-09-04T00:00:00+00:00): [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0081ee42f2441048543f36f2c164363&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.20260911.40430:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 4 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,305 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,104 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- hacker-news-ask-hn：[Ask HN: Those running agents 24/7, what's your workflow and what are they doing?](https://news.ycombinator.com/item?id=49653369)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0081ee42f2441048543f36f2c164363&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.20260911.40430:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams turn proactive-agent workflow needs into practical plans, checklists, analysis, code changes, or decision support.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal AI-agent users, skill authors, maintainers, and teams use this skill to structure proactive-agent-style workflow requests into actionable plans, reusable checklists, implementation support, and validation notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad activation wording may cause the skill to be selected for general productivity or task requests.\n\nMitigation: Narrow the triggers or disable implicit invocation in environments where only explicit use is desired.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Popular ClawHub skill demand: Proactive Agent](https://clawhub.ai/skills/proactive-agent)\n- [Popular ClawHub skill demand: Self-Improving + Proactive Agent](https://clawhub.ai/skills/self-improving)\n- [Popular ClawHub skill demand: ontology](https://clawhub.ai/skills/ontology)\n- [Ask HN: Those running agents 24/7, what's your workflow and what are they doing?](https://news.ycombinator.com/item?id=49653369)\n- [HarmonyOS Developer Community](https://segmentfault.com/brand/harmonyos-next)\n- [SegmentFault JavaScript tag](https://segmentfault.com/t/javascript)\n- [SegmentFault TypeScript tag](https://segmentfault.com/t/typescript)\n- [ONES development management](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- [gulpfile.babel.js configuration article](https://segmentfault.com/a/1190000018520071)\n- [Android hook caution article](https://segmentfault.com/a/1190000041758768)\n- [Gradle Transform article](https://segmentfault.com/a/1190000041861621)\n- [CSDN DPU/smartinic article](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0081ee42f2441048543f36f2c164363&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Code, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown or structured text with optional code and shell command blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include assumptions, validation notes, risks, and follow-up work.]\n\n## Skill Version(s):\n\n0.20260911.40430 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260911.40430:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 4 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260911.40430:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260910.52416: 8 files, 11565 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3749b), README.zh-CN.md (3757b), references/requirement-plan.md (5754b), skill-card.md (2120b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260910.52416:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 4 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260910.52416:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 4 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,255 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,028 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 198,276 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- github-issues: [AI opponents 3: reactive driving that completes a lap](https://github.com/mule/poc-slicksnslide-fest/issues/58)\n- csdn-search: [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=d8f2d8a3779c4aa0afbbf22a88942daa&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260910.52416:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260910.52416\",\n  \"publishedAt\": 1789018035903\n}\n\nFile v0.20260910.52416:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 4 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 4; sources: clawhub, csdn, github, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,255 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,028 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 198,276 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-09-10T05:26:06.554513+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- github-issues (2026-09-10T05:21:49+00:00): [AI opponents 3: reactive driving that completes a lap](https://github.com/mule/poc-slicksnslide-fest/issues/58)\n- csdn-search (2026-09-04T00:00:00+00:00): [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=d8f2d8a3779c4aa0afbbf22a88942daa&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.20260910.52416:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 4 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,255 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,028 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 198,276 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- github-issues：[AI opponents 3: reactive driving that completes a lap](https://github.com/mule/poc-slicksnslide-fest/issues/58)\n- csdn-search：[【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=d8f2d8a3779c4aa0afbbf22a88942daa&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.20260910.52416:skill-card.md\n\n## Description:\n\nHelps AI-agent users and skill authors turn proactive-agent workflow needs into practical plans, checklists, artifacts, analysis, code changes, and verification notes.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAI-agent users, skill authors, maintainers, and teams use this skill to adapt proven proactive-agent workflow patterns into local, repeatable support for bug fixing, setup hardening, reliability improvement, and adjacent skill creation.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger wording and implicit invocation may activate the skill during ordinary productivity requests.\n\nMitigation: Prefer explicit invocation or narrow trigger phrases before deployment in shared environments.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Popular ClawHub Skill Demand: Proactive Agent](https://clawhub.ai/skills/proactive-agent)\n- [Popular ClawHub Skill Demand: Self-Improving + Proactive Agent](https://clawhub.ai/skills/self-improving)\n- [Popular ClawHub Skill Demand: Ontology](https://clawhub.ai/skills/ontology)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Code, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown with optional code blocks, shell commands, configuration snippets, checklists, and concise verification notes]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs should state assumptions, limits, success criteria, validation notes, and any remaining risks when relevant.]\n\n## Skill Version(s):\n\n0.20260910.52416 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260910.52416:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 4 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 4 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260910.52416:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260908.51704: 8 files, 11814 bytes\n\nFiles: agents/openai.yaml (418b), README.md (4054b), README.zh-CN.md (4062b), references/requirement-plan.md (6058b), skill-card.md (2413b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260908.51704:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260908.51704:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,141 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,862 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 198,127 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search: [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260908.51704:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260908.51704\",\n  \"publishedAt\": 1788844796081\n}\n\nFile v0.20260908.51704:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, csdn, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,141 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,862 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 198,127 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-09-08T05:18:26.157031+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search (2026-09-04T00:00:00+00:00): [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search (2026-09-08T05:18:25.029934+00:00): [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.20260908.51704:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 3 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,141 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,862 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 198,127 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search：[AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=77c72848b50946a89e1feaea366b7b23&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.20260908.51704:skill-card.md\n\n## Description:\n\nHelps agent users and skill authors turn proactive-agent workflow needs into practical plans, checklists, code changes, analysis, and validation notes.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAI-agent users, skill authors, maintainers, and teams use this skill to clarify proactive workflow requests, create practical plans or reusable checklists, and validate outputs without requiring the original demand evidence.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger language and implicit invocation can route generic productivity, task, or bug-fix requests to this skill unexpectedly.\n\nMitigation: Confirm that the request fits a proactive workflow, skill-authoring, reliability, or work-productivity planning need before applying the workflow.\n\nRisk: Workflow guidance, generated code, shell commands, or configuration snippets could be incorrect or incomplete for the user's environment.\n\nMitigation: Review proposed changes before execution, run local tests or scans where applicable, and keep assumptions and follow-up risks visible in the final output.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Popular ClawHub skill demand: Proactive Agent](https://clawhub.ai/skills/proactive-agent)\n- [Popular ClawHub skill demand: Self-Improving + Proactive Agent](https://clawhub.ai/skills/self-improving)\n- [Popular ClawHub skill demand: ontology](https://clawhub.ai/skills/ontology)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown or plain text with optional code, shell command, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs should include assumptions, validation notes, and remaining risks when relevant.]\n\n## Skill Version(s):\n\n0.20260908.51704 (source: release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260908.51704:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 3 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260908.51704:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260906.40422: 8 files, 11837 bytes\n\nFiles: agents/openai.yaml (418b), README.md (4054b), README.zh-CN.md (4062b), references/requirement-plan.md (6058b), skill-card.md (2490b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260906.40422:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260906.40422:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,025 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,705 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search: [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-5-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260906.40422:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260906.40422\",\n  \"publishedAt\": 1788667646777\n}\n\nFile v0.20260906.40422:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, csdn, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,025 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,705 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search (2026-09-06T04:05:44.367861+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-09-06T04:05:44.368635+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search (2026-09-04T00:00:00+00:00): [【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search (2026-09-06T04:05:40.399593+00:00): [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-5-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.20260906.40422:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 3 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,025 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,705 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[【信息科学与工程学】【产品体系】第三十三篇 DPU/smartinic芯片中的学科知识03](https://blog.csdn.net/weixin_49199313/article/details/164376497?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticSearch~search_v2-2-164376497-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search：[AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=f0969d9c3f854418a542563d948815f2&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-5-7sazptdrs9-null-null.142^v102^pc_search_result_base7&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.20260906.40422:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams turn Proactive Agent-style workflow demand into practical plans, checklists, artifacts, analysis, or implementation support.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal developers, agent users, skill authors, maintainers, and teams use this skill to clarify workflow requirements, produce local-hardware-friendly plans or artifacts, and verify outputs against success criteria.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger language and implicit invocation may cause the helper to activate on general productivity or workflow prompts.\n\nMitigation: Invoke the skill explicitly when its planning workflow is desired, and narrow triggers before deployment if broad auto-activation is not acceptable.\n\nRisk: The helper can produce plans, checklists, code changes, shell commands, or configuration guidance that may be incomplete or mismatched to the user's environment.\n\nMitigation: Review generated outputs against the stated success criteria and validate commands, code, or configuration in a controlled environment before use.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Popular ClawHub skill demand: Proactive Agent](https://clawhub.ai/skills/proactive-agent)\n- [Popular ClawHub skill demand: Self-Improving + Proactive Agent](https://clawhub.ai/skills/self-improving)\n- [Popular ClawHub skill demand: ontology](https://clawhub.ai/skills/ontology)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown or plain text with optional code, shell command, configuration, checklist, or workflow sections]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs should state assumptions, limits, validation notes, and remaining follow-up work when helpful.]\n\n## Skill Version(s):\n\n0.20260906.40422 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260906.40422:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 3 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260906.40422:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260904.60001: 8 files, 11808 bytes\n\nFiles: agents/openai.yaml (418b), README.md (4058b), README.zh-CN.md (4066b), references/requirement-plan.md (6062b), skill-card.md (2432b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260904.60001:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260904.60001:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 174,913 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,556 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 197,836 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [【信息科学与工程学】计算机科学与自动化—第十五篇 云计算 11 算法篇02](https://blog.csdn.net/weixin_49199313/article/details/163992961?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticCommercialInsert~search_v2-1-163992961-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search: [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260904.60001:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260904.60001\",\n  \"publishedAt\": 1788501803484\n}\n\nFile v0.20260904.60001:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, csdn, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 174,913 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,556 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,836 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-09-04T06:01:43.044685+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search (2026-08-23T00:00:00+00:00): [【信息科学与工程学】计算机科学与自动化—第十五篇 云计算 11 算法篇02](https://blog.csdn.net/weixin_49199313/article/details/163992961?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticCommercialInsert~search_v2-1-163992961-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search (2026-09-04T06:01:42.024037+00:00): [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How The Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Executable Implementation Plan\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Review Criteria\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Usage Signals\n\nKeywords: work-productivity, proactive-agent, proactive, transform, task, followers, partners, anticipate, needs, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n- Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\n\nFile v0.20260904.60001:README.zh-CN.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 3 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 174,913 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,556 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 197,836 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[【信息科学与工程学】计算机科学与自动化—第十五篇 云计算 11 算法篇02](https://blog.csdn.net/weixin_49199313/article/details/163992961?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~ElasticCommercialInsert~search_v2-1-163992961-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n- csdn-search：[AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=3b3c9af1db224e9cbf96d1329073b54e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base1&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.20260904.60001:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams create proactive-agent-style workflows, checklists, analyses, code changes, and decision support for work-productivity tasks.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAI-agent users, skill authors, maintainers, and teams use this skill to turn proactive-agent workflow demand into practical plans, templates, checklists, analyses, implementation support, and reliability-hardening guidance.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad activation wording may cause the skill to be used for general productivity or task-related prompts outside its strongest fit.\n\nMitigation: Use it when explicitly adapting proactive-agent workflows, improving reliability, hardening setup and safety, or creating related workflow templates and checklists.\n\nRisk: Workflow advice or generated artifacts could be incomplete for a user's specific environment or constraints.\n\nMitigation: Review assumptions, validate outputs against the stated success criteria, and scan any resulting skill or code before deployment.\n\n## Reference(s):\n\n- [ClawHub skill release page](https://clawhub.ai/kyro-ma/skills/work-productivity-proactive-agent-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Popular ClawHub skill demand: Proactive Agent](https://clawhub.ai/skills/proactive-agent)\n- [Popular ClawHub skill demand: Self-Improving + Proactive Agent](https://clawhub.ai/skills/self-improving)\n- [Popular ClawHub skill demand: ontology](https://clawhub.ai/skills/ontology)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown or plain text with optional code, shell command, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs should include assumptions, limits, validation notes, and remaining risks when relevant.]\n\n## Skill Version(s):\n\n0.20260904.60001 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260904.60001:SKILL.zh-CN.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 work-productivity, proactive-agent, proactive, transform, task，或需要围绕该需求获得实用流程、产物、检查清单、分析或实现支持时使用。\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\n使用这个技能帮助以下用户群体：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n需求评分：100/100（需求强度 `70/70`，本地可执行性 `30/30`）。\n证据：12 条信号，覆盖 3 个来源类型。\n\n如需查看来源证据、执行计划或评审标准，请阅读 `references/requirement-plan.md`。\n\n## 工作流程\n\n1. 重新说明用户想要的结果、限制、已有输入和成功标准。\n2. 创建简洁的工作计划、模板、自动化思路或决策辅助，减少手动协调。\n3. 只有当缺失信息会明显改变输出时才提问；否则先做合理假设并继续推进。\n4. 保持本地硬件友好：优先使用脚本、模板、检查清单、小模型或 CPU 可承受的流程，避免依赖云端专用资源或大规模训练。\n5. 产出用户需要的文档、流程、清单、分析、代码修改或决策支持。\n6. 对照成功标准检查结果，并列出剩余风险或后续事项。\n\n## 预期输出\n\n- 针对用户当前情境的定制回答或产物。\n- 当任务可复用时，提供检查清单或工作流程。\n- 说明结果如何被检查的验证备注。\n\n## 验证\n\n- 输出直接回应发现的原始需求。\n- 用户不需要阅读原始来源帖子也能采取行动。\n- 假设、限制和所需输入清晰可见。\n- 在有帮助时，最终回复包含简短的使用说明或下一步建议。\n\n## 触发方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260904.60001:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Proactive Agent Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Proactive Agent...\"\n  default_prompt: \"Use $work-productivity-proactive-agent-workflow-helper to help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260831.40551: 8 files, 11068 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3390b), README.zh-CN.md (3398b), references/requirement-plan.md (5389b), skill-card.md (2674b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nFile v0.20260831.40551:SKILL.md\n\n---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\nFile v0.20260831.40551:README.md\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 174,674 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,219 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 197,476 downloads](https://clawhub.ai/skills/ontology)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- github-issues: [Sprint Planning - 2026/08/31 (Week 36)](https://github.com/nisyuu/makasete-ai/issues/281)\n- github-issues: [[Skills 周报] 2026-08-17 ClawHub 热门 Skills Top 10](https://github.com/shufanli/AI-Product-Compass/issues/48)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `Use $work-productivity-proactive-agent-workflow-helper to handle Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260831.40551:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.20260831.40551\",\n  \"publishedAt\": 1788149324420\n}\n\nFile v0.20260831.40551:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, github, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 174,674 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,219 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,476 downloads](ht\n\nArchive v0.20260830.92238: 8 files, 11607 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3720b), README.zh-CN.md (3728b), references/requirement-plan.md (5732b), skill-card.md (2187b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nArchive v0.20260829.40354: 8 files, 10878 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3403b), README.zh-CN.md (3411b), references/requirement-plan.md (5402b), skill-card.md (2131b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)\n\nArchive v0.20260828.40337: 8 files, 11558 bytes\n\nFiles: agents/openai.yaml (418b), README.md (3677b), README.zh-CN.md (3685b), references/requirement-plan.md (5689b), skill-card.md (2354b), SKILL.md (3454b), SKILL.zh-CN.md (3328b), _meta.json (179b)","readmeExcerpt":"Skill: Work Productivity Proactive Agent Workflow Helper Owner: kyro-ma Summary: Helps with Agent users show strong demand for Proactive Agent... Tags: latest:0.20260911.40430 Version history: v0.0.0-20261009-045810 | 2026-10-09T05:02:03.605Z | auto - updated 5, removed 1 file(s). - Updated SKILL.md and bundle contents. v0.20260911.40430 | 2026-09-11T04:07:17.127Z | auto - Updated documentation in both English and Ch","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: work-productivity-proactive-agent-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for work-productivity, proactive-agent, proactive, transform, task, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nUse this skill to help AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows with:\n\n> Validated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nDemand score: 100/100 (`70/70` demand, `30/30` local feasibility).\nEvidence: 12 signals across 3 source families.\n\nRead `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.\n\n## Workflow\n\n1. Restate the user's outcome, constraints, available inputs, and success criteria.\n2. Create a concise work plan, template, automation outline, or decision aid that reduces manual coordination.\n3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.\n4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.\n5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.\n6. Validate the output against the success criteria and list any remaining risks or follow-up work.\n\n## Expected Outputs\n\n- A tailored answer or artifact for the user's immediate situation.\n- A reusable checklist or workflow when the task is repeatable.\n- A verification note showing how the result was checked.\n\n## Validation\n\n- The output directly addresses the discovered requirement.\n- The user can act on the result without reading the original source post.\n- Assumptions, limits, and required inputs are visible.\n- The final response includes a short usage or next-step note when helpful.\n\n## Triggers\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show s"},{"path":"README.md","content":"# Work Productivity Proactive Agent Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\nAudience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\nCategory: `work-productivity`\n\nDemand score: 100/100\n\nEvidence coverage: 12 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search: [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search: [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search: [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search: [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search: [AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=c5ba379112f24a04803d285bcbc47a65&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## How This Skill Meets The Requirement\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## Usage\n\nKeywords: `work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Proactive Agent-style"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-proactive-agent-workflow-helper\",\n  \"version\": \"0.0.0-20261009-045810\",\n  \"publishedAt\": 1791522123605\n}"},{"path":"references/requirement-plan.md","content":"# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n## Audience\n\nAI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n## Category\n\nwork-productivity\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, csdn, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill (2026-05-11T09:25:56.797000+00:00): [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-09-16T21:35:54.485000+00:00): [Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-10-09T04:59:04.072857+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search (2026-10-09T04:59:04.073867+00:00): [其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)]("},{"path":"README.zh-CN.md","content":"# Work Productivity Proactive Agent Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills inspired by the same job-to-be-done. This requirement is supported by 12 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.\n\n目标用户：AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows\n\n分类：`工作与效率`\n\n需求评分：100/100\n\n证据覆盖：12 条信号，覆盖 3 个来源类型。\n\n## 来源证据\n\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 176,833 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 210,997 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Tavily Search has 107,899 downloads](https://clawhub.ai/skills/openclaw-tavily-search)\n- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search：[ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search：[gulp配置文件gulpfile.babel.js](https://segmentfault.com/a/1190000018520071)\n- segmentfault-search：[Android：hook很“危险”，使用需谨慎。](https://segmentfault.com/a/1190000041758768)\n- segmentfault-search：[其实 Gradle Transform 就是个纸老虎 —— Gradle 系列(4)](https://segmentfault.com/a/1190000041861621)\n- csdn-search：[AssetBundle打包终极优化：解决模块化加载卡顿的5项黄金法则](https://wenku.csdn.net/column/7sazptdrs9?ops_request_misc=elastic_search_misc&request_id=c5ba379112f24a04803d285bcbc47a65&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-7sazptdrs9-null-null.142^v102^pc_search_result_base4&utm_term=proactive-agent%20proactive%20transform%20task)\n\n## 这个技能如何满足需求\n\nTransforms the live request into a repeatable workflow that clarifies the user's context, produces a concrete deliverable, checks the result against the original need, and keeps execution feasible on ordinary CPU or family GPU hardware.\n\n## 使用方式\n\n关键词：`work-productivity`, `proactive-agent`, `proactive`, `transform`, `task`, `followers`, `partners`, `anticipate`, `needs`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Proactive Agent-style workflows on Clawhub. They need practical help fixing bugs, har.`\n- `I need a practical workflow for Agent users show strong demand for "}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":null,"editorialQuality":{"score":100,"threshold":65,"status":"thin","wordCount":1936,"uniquenessScore":33,"reasons":["uniqueness-below-45"]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T19:36:07.666Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-09T19:36:07.666Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-09T22:49:28.941Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. 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