{"id":"558054aa-5033-4253-9fe3-a1b46cea23e1","entityType":"agent","slug":"clawhub-kyro-ma-work-productivity-self-improving-workflow-helpe","name":"Work Productivity Self Improving Workflow Helper","canonicalUrl":"https://www.xpersona.co/agent/clawhub-kyro-ma-work-productivity-self-improving-workflow-helpe","canonicalPath":"/agent/clawhub-kyro-ma-work-productivity-self-improving-workflow-helpe","generatedAt":"2026-10-09T23:14:17.249Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-09T12:01:02.864Z","emptyReason":null},"description":"Helps with Agent users show strong demand for Self-Improving...","descriptionLabel":"Source description","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 2.7K downloads reported by the source. 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Helper\n\nOwner: kyro-ma\n\nSummary: Helps with Agent users show strong demand for Self-Improving...\n\nTags: latest:0.20260916.221748\n\nVersion history:\n\nv0.20260916.221748 | 2026-09-16T22:20:22.909Z | auto\n\n- Documentation updates in README.md and README.zh-CN.md for clarity and completeness.\n- Improved references/requirement-plan.md to better outline source evidence and planning details.\n- Removed the redundant skill-card.md file to reduce duplication and simplify project structure.\n\nv0.20260911.40430 | 2026-09-11T04:07:37.204Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and consistency.\n- Revised and expanded requirement and planning details in references/requirement-plan.md.\n- Removed redundant file: skill-card.md for a cleaner repository.\n- No changes to core workflow logic or triggers.\n\nv0.20260910.52416 | 2026-09-10T05:27:48.462Z | auto\n\n- Updated documentation for clarity and consistency across English and Chinese README files.\n- Refined the requirement plan and instructions in references/requirement-plan.md.\n- Removed outdated skill-card.md file.\n- No changes to core functionality or workflow logic.\n\nv0.20260908.51704 | 2026-09-08T05:20:02.313Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Revised references/requirement-plan.md to better reflect current planning and review criteria.\n- Removed outdated skill-card.md file to streamline content and reduce redundancy.\n\nv0.20260907.40414 | 2026-09-07T04:06:58.795Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and alignment with the current skill scope.\n- Improved and clarified requirement planning in references/requirement-plan.md.\n- Removed outdated or redundant skill-card.md file to streamline the project.\n\nv0.20260906.40422 | 2026-09-06T04:07:32.866Z | auto\n\n- Updated documentation files for clarity and localization, including README.md and README.zh-CN.md.\n- Revised and expanded references/requirement-plan.md.\n- Removed legacy or redundant file: skill-card.md.\n- No changes were made to the workflow or skill logic.\n\nv0.20260905.61641 | 2026-09-05T06:19:52.878Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Revised references/requirement-plan.md to align with the latest skill requirements.\n- Removed obsolete skill-card.md file to streamline the repository.\n- No changes to logic or workflows; this is a documentation and maintenance update.\n\nv0.20260904.60001 | 2026-09-04T06:03:31.934Z | auto\n\n- Updated documentation: README.md and README.zh-CN.md revised for improved clarity and guidance.\n- Enhanced planning and review references in requirement-plan.md.\n- Removed skill-card.md to streamline the project files, reflecting a tighter and more focused skill package.\n\nv0.20260831.40551 | 2026-08-31T04:08:50.604Z | auto\n\n- Updated documentation in README.md, README.zh-CN.md, and references/requirement-plan.md for improved clarity.\n- Removed outdated skill-card.md file.\n- No changes to core logic or triggers—functionality and workflow remain unchanged.\n\nv0.20260830.92238 | 2026-08-30T09:26:44.351Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Refined the requirement and workflow guidance in internal references/requirement-plan.md.\n- Removed outdated skill-card.md file.\n\nv0.20260829.40354 | 2026-08-29T04:06:49.522Z | auto\n\n- Updated documentation in README.md, README.zh-CN.md, and references/requirement-plan.md for clarity and accuracy.\n- Removed obsolete file: skill-card.md.\n- No changes to core workflow logic or requirements.\n\nv0.20260828.40337 | 2026-08-28T04:07:48.755Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Revised references/requirement-plan.md to better detail source evidence and planning.\n- Removed outdated skill-card.md to streamline supporting files.\n\nv0.20260827.40448 | 2026-08-27T04:07:42.778Z | auto\n\n- Documentation improved for clarity in both English and Chinese README files.\n- Outdated or redundant skill card file (skill-card.md) removed.\n- References and requirement planning documentation updated for better alignment with user needs.\n- No changes made to core workflow or validation logic.\n\nv0.20260826.40329 | 2026-08-26T04:06:35.970Z | auto\n\n- Updated documentation in README files for clarity and completeness.\n- Revised and supplemented planning details in references/requirement-plan.md.\n- Removed outdated file skill-card.md.\n\nv0.20260824.40429 | 2026-08-24T04:07:38.398Z | auto\n\n- Improved documentation for clarity in both English and Chinese (README.md, README.zh-CN.md).\n- Updated and expanded requirement planning details in references/requirement-plan.md.\n- Removed the obsolete skill-card.md file to streamline the project structure.\n\nv0.20260823.40325 | 2026-08-23T04:07:09.307Z | auto\n\n- Updated evidence section to reflect 3 source families instead of 4, clarifying sources of demand.\n- Synchronized this change across all documentation files, including localized versions.\n- Removed the obsolete skill-card.md file.\n- No changes to workflow logic or expected outputs.\n\nv0.20260822.135636 | 2026-08-22T13:59:06.535Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Revised references/requirement-plan.md to better outline requirement sources and validation.\n- Removed the skill-card.md file to streamline the project structure.\n- No changes to core logic or workflow; documentation and reference improvements only.\n\nv0.20260819.45504 | 2026-08-19T05:01:54.982Z | auto\n\n- Source evidence for demand expanded from 3 to 4 source families.\n- All descriptions and references updated to reflect 4 source families supporting the requirement.\n- Removed the unused \"skill-card.md\" file.\n- Documentation (README, SKILL files) updated for clarity and accuracy.\n\nv0.20260818.40417 | 2026-08-18T04:07:03.408Z | auto\n\n- Documentation refined in README.md and README.zh-CN.md for improved clarity.\n- Planning and evidence details updated in references/requirement-plan.md.\n- Removed outdated skill-card.md file to reduce redundancy.\n- No changes to core workflow or implementation steps.\n\nv0.20260817.40422 | 2026-08-17T04:07:25.880Z | auto\n\n- Documentation updated for clarity in README.md and README.zh-CN.md.\n- Expanded planning and reference details in references/requirement-plan.md.\n- Removed outdated skill-card.md file for better maintainability.\n\nv0.20260816.40342 | 2026-08-16T04:10:34.587Z | auto\n\n- Updated documentation in both English and Chinese for clarity and detail.\n- Refined the requirement and workflow descriptions to better guide users.\n- Removed outdated file (skill-card.md) to streamline the skill files.\n- Expanded planning and validation reference in the requirement-plan.\n\nv0.20260815.40440 | 2026-08-15T04:08:51.385Z | auto\n\n- Documentation updated in both English and Chinese readme files for improved clarity.\n- Planning details and requirement evidence refined in requirement-plan.md.\n- skill-card.md file removed to streamline repository files.\n- No changes to skill logic or outputs; this is a documentation and cleanup update.\n\nv0.20260814.40500 | 2026-08-14T04:10:39.364Z | auto\n\n- Removed redundant skill-card.md to streamline documentation.\n- Updated README files in English and Chinese for clarity and alignment with current features.\n- Refined requirement-plan.md references for improved source evidence access.\n- No workflow, trigger, or validation logic changes; this is a documentation and housekeeping release.\n\nv0.20260812.40408 | 2026-08-12T04:12:42.884Z | auto\n\n- Documentation updated in both English (README.md) and Chinese (README.zh-CN.md) versions.\n- Revised and expanded requirement planning details in references/requirement-plan.md.\n- Removed outdated skill-card.md file for improved clarity and maintainability.\n\nv0.20260811.40534 | 2026-08-11T04:08:00.043Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and maintenance.\n- Improved and expanded planning details in references/requirement-plan.md.\n- Removed skill-card.md to streamline the file structure.\n- No functional changes to the skill logic or workflow.\n\nv0.20260810.40316 | 2026-08-10T04:05:56.799Z | auto\n\n- Updated documentation for clarity and improved guidance in README.md and README.zh-CN.md.\n- Refined requirement and workflow details in supporting reference materials.\n- Removed the obsolete skill-card.md file for better maintainability.\n\nv0.20260809.40514 | 2026-08-09T04:09:03.563Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and improved guidance.\n- Removed skill-card.md to streamline documentation.\n- Made planning requirements and validation steps more prominent by referencing requirement-plan.md.\n- No changes to core workflow logic or outputs; focus on better organization and usability.\n\nv0.20260802.40421 | 2026-08-02T04:06:01.271Z | auto\n\n- Updated documentation in README and requirement reference files to improve clarity.\n- Simplified content structure and removed the obsolete skill-card.md file.\n- No changes to skill functionality or workflow logic.\n\nv0.20260730.234524 | 2026-07-30T23:51:04.918Z | auto\n\n- Increased evidence count to 12 signals from 11 across 3 source families.\n- Updated requirements and description to reflect new evidence count.\n- Removed obsolete file: skill-card.md.\n- Documentation (README, SKILL) updated for consistency with requirement changes.\n\nv0.20260730.10356 | 2026-07-30T01:12:42.505Z | auto\n\n- Increased the number of supporting online signals in the requirement from 7 to 11, improving evidence strength.\n- Updated documentation (README and SKILL files) to reflect the new evidence count and clarify requirement details.\n- Removed the obsolete skill-card.md file for better maintainability.\n\nv0.20260729.111836 | 2026-07-29T11:26:34.988Z | auto\n\n- Evidence signals in the requirement and description reduced from 12 to 7, reflecting updated support data.\n- Updated documentation in all major files to match the new evidence count.\n- Removed the unnecessary skill-card.md file for clarity and maintenance.\n- No changes to workflow, output, or validation logic—core functionality remains the same.\n\nv0.20260729.2331 | 2026-07-29T00:26:45.814Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Revised and expanded requirement details in references/requirement-plan.md.\n- Removed skill-card.md to streamline the repository.\n- No changes to skill logic or workflow; only documentation and planning information updated.\n\nv0.20260728.40429 | 2026-07-28T04:08:49.470Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for clarity and completeness.\n- Revised and expanded references/requirement-plan.md with additional planning or evidence details.\n- Removed outdated or redundant file skill-card.md to streamline the repository.\n\nv0.20260728.1730 | 2026-07-28T00:20:00.671Z | auto\n\n- Requirement and evidence updated: now cites 12 online signals (was 11) across 3 source families.\n- All documentation files revised to reflect the increased evidence/support for this skill.\n- Redundant skill-card.md file removed for clarity and maintainability.\n- Minor language and formatting improvements for readability in all docs.\n\nv0.20260727.30443 | 2026-07-27T03:07:19.401Z | auto\n\n- Updated demand evidence count from 12 to 11 signals across referenced documentation.\n- Synchronized this change in both documentation and requirement summary.\n- Removed the skill-card.md file for leaner file management.\n- Minor text cleanup for accuracy and alignment across README and SKILL documents.\n\nv0.20260725.110246 | 2026-07-25T11:05:08.139Z | auto\n\n- Minor documentation updates to README and reference plan files for clarity.\n- Removed redundant skill-card.md file.\n- No changes to core workflow or functionality.\n\nv0.20260725.60451 | 2026-07-25T06:12:52.883Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Revised references/requirement-plan.md for planning and review information.\n- Removed outdated skill-card.md file.\n\nv0.1.2 | 2026-06-24T02:56:31.631Z | user\n\nRefresh from SkillFoundry run 20260624-002325.\n\nv0.1.1 | 2026-06-20T13:21:13.471Z | auto\n\n- Initial release of \"Work Productivity Self Improving Workflow Helper\".\n- Converts workflow lessons and repeated mistakes into reviewed process improvements.\n- Provides a structured process for identifying, summarizing, and suggesting minimal workflow changes.\n- Ensures all changes are reviewable and linked to observed evidence.\n- Includes guardrails to protect sensitive data and require human oversight before changes are applied.\n- Outputs retrospectives, checklist updates, and clear follow-up signals for future workflow validation.\n\nArchive index:\n\nArchive v0.20260916.221748: 8 files, 11077 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3731b), README.zh-CN.md (3739b), references/requirement-plan.md (5743b), skill-card.md (2149b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (179b)\n\nFile v0.20260916.221748:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260916.221748:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,639 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search: [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=cec3252b0d744fd893a8efe470fcb02d&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 v0.20260916.221748:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-self-improving-workflow-helper\",\n  \"version\": \"0.20260916.221748\",\n  \"publishedAt\": 1789597222909\n}\n\nFile v0.20260916.221748:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,639 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 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-16T22:18:52.288770+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 (2026-09-16T22:18:52.289781+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-16T22:18:52.289781+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-16T22:18:52.289781+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search (2026-09-16T22:18:51.577724+00:00): [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=cec3252b0d744fd893a8efe470fcb02d&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260916.221748:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,639 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search：[LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=cec3252b0d744fd893a8efe470fcb02d&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 v0.20260916.221748:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams create practical self-improving and proactive workflow artifacts for debugging, setup hardening, reliability improvement, and adjacent skill development.\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 self-improving or proactive-agent requirements into practical plans, checklists, analysis, code changes, or decision support. It is intended for workflow improvement tasks such as fixing bugs, hardening setup and safety, improving reliability, or creating adjacent skills.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger words and implicit invocation can make the skill activate for unrelated productivity or self-improvement requests.\n\nMitigation: Prefer explicit invocation or tighten trigger wording when predictable routing is important.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [Self-Improving Agent demand signal](https://clawhub.ai/skills/self-improving-agent)\n- [Proactive Agent demand signal](https://clawhub.ai/skills/proactive-agent)\n- [Self-Improving + Proactive Agent demand signal](https://clawhub.ai/skills/self-improving)\n- [Skill Creator demand signal](https://clawhub.ai/skills/skill-creator)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown with optional code or shell command blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include checklists, workflows, analysis, implementation support, and verification notes.]\n\n## Skill Version(s):\n\n0.20260916.221748 (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 v0.20260916.221748:SKILL.zh-CN.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260916.221748:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260911.40430: 8 files, 10749 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3419b), README.zh-CN.md (3427b), references/requirement-plan.md (5431b), skill-card.md (2531b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260911.40430:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260911.40430:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,673 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 101,124 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn: [My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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-self-improving-workflow-helper\",\n  \"version\": \"0.20260911.40430\",\n  \"publishedAt\": 1789099657204\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 Self-Improving + 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, 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 478,673 downloads](https://clawhub.ai/skills/self-improving-agent)\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 (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 101,124 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn (2026-09-10T01:40:03+00:00): [My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\n- segmentfault-search (2026-09-11T04:06:07.843316+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-11T04:06:07.843819+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-11T04:06:07.843819+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-11T04:06:07.843819+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 (2026-09-11T04:06:07.843819+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-11T04:06:07.843819+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-11T04:06:07.843819+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260911.40430:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,673 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 101,124 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn：[My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 create practical workflows, checklists, analysis, code changes, and decision support for self-improving or proactive agent workflows.\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 demand for self-improving and proactive agent workflows into concrete plans, checklists, implementation support, and verification notes. It is intended for practical productivity and reliability work around agent setups and adjacent skills.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill may activate too broadly for ordinary productivity or agent-related wording.\n\nMitigation: Use it when explicit workflow, checklist, implementation, or decision-support help is needed for self-improving or proactive agent setups.\n\nRisk: Generated workflows, checklists, or code-change guidance may not fit the user's exact environment.\n\nMitigation: Validate the result against the stated success criteria and review any proposed changes before deployment.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/kyro-ma/skills/work-productivity-self-improving-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Self-improving agent demand signal](https://clawhub.ai/skills/self-improving-agent)\n- [Proactive Agent demand signal](https://clawhub.ai/skills/proactive-agent)\n- [Self-Improving + Proactive Agent demand signal](https://clawhub.ai/skills/self-improving)\n- [Skill Creator demand signal](https://clawhub.ai/skills/skill-creator)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Code, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown responses with optional code, shell-command, checklist, workflow, or configuration blocks.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Local-hardware-friendly guidance; no autonomous execution, data access, persistence, or hidden behavior is indicated by the security evidence.]\n\n## Skill Version(s):\n\n0.20260911.40430 (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 v0.20260911.40430:SKILL.zh-CN.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260911.40430:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260910.52416: 8 files, 10738 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3419b), README.zh-CN.md (3427b), references/requirement-plan.md (5431b), skill-card.md (2464b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260910.52416:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260910.52416:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,504 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 101,085 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn: [My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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-self-improving-workflow-helper\",\n  \"version\": \"0.20260910.52416\",\n  \"publishedAt\": 1789018068462\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 Self-Improving + 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, 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 478,504 downloads](https://clawhub.ai/skills/self-improving-agent)\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 (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 101,085 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn (2026-09-10T01:40:03+00:00): [My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\n- segmentfault-search (2026-09-10T05:26:10.269057+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-10T05:26:10.269057+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-10T05:26:10.269057+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-10T05:26:10.269057+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 (2026-09-10T05:26:10.269057+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-10T05:26:10.269057+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-10T05:26:10.269057+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260910.52416:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,504 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 101,085 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn：[My Rebuttal to the Anthropic Extinction Event Hype Train](https://news.ycombinator.com/item?id=49637237)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 agent users and skill maintainers turn self-improving and proactive-agent workflow demand into practical plans, checklists, analyses, 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 structure practical self-improving or proactive-agent workflows, including bug fixing, setup hardening, reliability improvement, adjacent skill creation, and verification.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger words such as self, improving, and proactive may cause unintended activation.\n\nMitigation: Prefer explicit invocation by skill name and confirm the user's requested outcome before acting.\n\nRisk: Workflow, code, or setup recommendations may be incorrect or unsuitable for the user's environment.\n\nMitigation: Review outputs before applying changes, scan any generated code or skill updates, and validate against stated success criteria.\n\n## Reference(s):\n\n- [Work Productivity Self Improving Workflow Helper](https://clawhub.ai/kyro-ma/skills/work-productivity-self-improving-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Popular ClawHub skill demand: self-improving agent](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator](https://clawhub.ai/skills/skill-creator)\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 blocks, shell commands, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include reusable checklists, workflow plans, assumptions, validation notes, and follow-up risks.]\n\n## Skill Version(s):\n\n0.20260910.52416 (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 v0.20260910.52416:SKILL.zh-CN.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260910.52416:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260908.51704: 8 files, 11131 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3731b), README.zh-CN.md (3739b), references/requirement-plan.md (5743b), skill-card.md (2353b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260908.51704:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260908.51704:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,196 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 100,916 downloads](https://clawhub.ai/skills/skill-creator)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search: [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=48d96309a4ad49b8a9e18b41198f429e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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-self-improving-workflow-helper\",\n  \"version\": \"0.20260908.51704\",\n  \"publishedAt\": 1788844802313\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 Self-Improving + 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 478,196 downloads](https://clawhub.ai/skills/self-improving-agent)\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 (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 100,916 downloads](https://clawhub.ai/skills/skill-creator)\n- segmentfault-search (2026-09-08T05:18:30.026652+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-08T05:18:30.027291+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-08T05:18:30.027291+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-08T05:18:30.027291+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 (2026-09-08T05:18:30.027291+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-08T05:18:30.027291+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-08T05:18:30.027805+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search (2026-09-08T05:18:29.352226+00:00): [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=48d96309a4ad49b8a9e18b41198f429e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260908.51704:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,196 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 100,916 downloads](https://clawhub.ai/skills/skill-creator)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search：[LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=48d96309a4ad49b8a9e18b41198f429e&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 AI-agent users, skill authors, maintainers, and teams turn self-improving and proactive agent workflow needs into practical plans, checklists, artifacts, 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\nAI-agent users, skill authors, maintainers, and teams use this skill to structure self-improving or proactive agent workflow work into clear outcomes, assumptions, implementation steps, and verification notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill uses broad self-improvement and productivity triggers with implicit invocation enabled, so it may be selected when the user did not specifically ask for proactive agent workflow support.\n\nMitigation: Before deployment, review trigger wording and consider narrowing or disabling implicit invocation in environments that auto-select skills aggressively.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-self-improving-workflow-helper)\n- [Popular Clawhub skill demand: self-improving agent](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator](https://clawhub.ai/skills/skill-creator)\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 blocks, shell commands, checklists, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs should include visible assumptions, limits, validation notes, and follow-up work when helpful.]\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-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260908.51704:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260907.40414: 8 files, 11365 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3731b), README.zh-CN.md (3739b), references/requirement-plan.md (5743b), skill-card.md (2716b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260907.40414:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260907.40414:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,052 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,090 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,782 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Skill Creator has 100,832 downloads](https://clawhub.ai/skills/skill-creator)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search: [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=49b832e8459c4e6f90fc2331b1313b35&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base4&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 v0.20260907.40414:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-self-improving-workflow-helper\",\n  \"version\": \"0.20260907.40414\",\n  \"publishedAt\": 1788754018795\n}\n\nFile v0.20260907.40414:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 478,052 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,090 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 208,782 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 100,832 downloads](https://clawhub.ai/skills/skill-creator)\n- segmentfault-search (2026-09-07T04:05:36.134994+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-07T04:05:36.134994+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-07T04:05:36.134994+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-07T04:05:36.134994+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 (2026-09-07T04:05:36.135576+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-07T04:05:36.135576+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-07T04:05:36.135576+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search (2026-09-07T04:05:35.252239+00:00): [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=49b832e8459c4e6f90fc2331b1313b35&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base4&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260907.40414:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 478,052 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,090 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,782 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Skill Creator has 100,832 downloads](https://clawhub.ai/skills/skill-creator)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search：[LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=49b832e8459c4e6f90fc2331b1313b35&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base4&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 v0.20260907.40414:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams create practical self-improving and proactive workflow artifacts for bug fixing, setup hardening, reliability improvement, and adjacent skill creation.\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 agent users, skill authors, maintainers, and teams use this skill to turn self-improving or proactive-agent needs into concrete plans, checklists, analyses, code changes, configuration guidance, or reusable workflows.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad productivity or self-improvement phrasing may invoke the skill when a narrower workflow would be more appropriate.\n\nMitigation: Invoke the full skill name for precise routing or ask the publisher to narrow activation wording before relying on implicit invocation.\n\n## Reference(s):\n\n- [Skill release page](https://clawhub.ai/kyro-ma/skills/work-productivity-self-improving-workflow-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Self-Improving Agent demand signal](https://clawhub.ai/skills/self-improving-agent)\n- [Proactive Agent demand signal](https://clawhub.ai/skills/proactive-agent)\n- [Self-Improving + Proactive Agent demand signal](https://clawhub.ai/skills/self-improving)\n- [Skill Creator demand signal](https://clawhub.ai/skills/skill-creator)\n- [OpenClaw skill article demand signal](https://segmentfault.com/a/1190000047666647)\n- [LangGraph self-improving agent reference](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=49b832e8459c4e6f90fc2331b1313b35&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base4&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown responses with optional code blocks, checklists, plans, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include assumptions, validation notes, and follow-up risks; no executable code is bundled in the skill artifact.]\n\n## Skill Version(s):\n\n0.20260907.40414 (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 v0.20260907.40414:SKILL.zh-CN.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260907.40414:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260906.40422: 8 files, 10892 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3426b), README.zh-CN.md (3434b), references/requirement-plan.md (5431b), skill-card.md (2581b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260906.40422:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260906.40422:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 477,916 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 100,754 downloads](https://clawhub.ai/skills/skill-creator)\n- v2ex-latest: [[北京\\上海] 头部量化高薪招聘 预训练/后训练/agent 算法专家/infra](https://www.v2ex.com/t/1239778)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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-self-improving-workflow-helper\",\n  \"version\": \"0.20260906.40422\",\n  \"publishedAt\": 1788667652866\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 Self-Improving + 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, segmentfault, v2ex.\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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 477,916 downloads](https://clawhub.ai/skills/self-improving-agent)\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 (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 100,754 downloads](https://clawhub.ai/skills/skill-creator)\n- v2ex-latest (2026-09-06T02:38:36+00:00): [[北京\\上海] 头部量化高薪招聘 预训练/后训练/agent 算法专家/infra](https://www.v2ex.com/t/1239778)\n- segmentfault-search (2026-09-06T04:05:47.773872+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-06T04:05:47.773872+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-06T04:05:47.773872+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-06T04:05:47.773872+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 (2026-09-06T04:05:47.773872+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-06T04:05:47.773872+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-06T04:05:47.773872+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\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, self-improving-proactive-agent, self, improving, proactive, reflection, criticism, learning, organizing, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n- Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\n\nFile v0.20260906.40422:README.zh-CN.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 477,916 downloads](https://clawhub.ai/skills/self-improving-agent)\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: Skill Creator has 100,754 downloads](https://clawhub.ai/skills/skill-creator)\n- v2ex-latest：[[北京\\上海] 头部量化高薪招聘 预训练/后训练/agent 算法专家/infra](https://www.v2ex.com/t/1239778)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 self-improving and proactive-agent workflow needs into practical plans, checklists, analyses, 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\nExternal developers, skill authors, maintainers, and teams use this skill to clarify productivity or agent-improvement requests, produce actionable workflows or artifacts, and validate outputs against stated success criteria. It is suited to documentation, checklist, analysis, and lightweight implementation support for self-improving or proactive-agent workflows.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger terms may cause the skill to activate for general productivity or improvement requests where a narrower skill would be more predictable.\n\nMitigation: Review invocation behavior before deployment and narrow trigger keywords or routing policy when predictable activation is required.\n\nRisk: Generated workflow or code guidance may be incorrect or insufficient for a user's environment.\n\nMitigation: Validate outputs against the stated success criteria and review proposed changes before applying them.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/work-productivity-self-improving-workflow-helper)\n- [Requirement Plan](artifact/references/requirement-plan.md)\n- [Self-Improving Agent Demand Signal](https://clawhub.ai/skills/self-improving-agent)\n- [Proactive Agent Demand Signal](https://clawhub.ai/skills/proactive-agent)\n- [Self-Improving + Proactive Agent Demand Signal](https://clawhub.ai/skills/self-improving)\n- [Skill Creator Demand Signal](https://clawhub.ai/skills/skill-creator)\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, checklists, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include assumptions, validation notes, remaining risks, and follow-up work when helpful.]\n\n## Skill Version(s):\n\n0.20260906.40422 (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 v0.20260906.40422:SKILL.zh-CN.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive，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 Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260906.40422:agents/openai.yaml\n\ninterface:\n  display_name: \"Work Productivity Self Improving Workflow Helper\"\n  short_description: \"Helps with Agent users show strong demand for Self-Improving...\"\n  default_prompt: \"Use $work-productivity-self-improving-workflow-helper to help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260905.61641: 8 files, 10864 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3442b), README.zh-CN.md (3450b), references/requirement-plan.md (5454b), skill-card.md (2585b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nFile v0.20260905.61641:SKILL.md\n\n---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n\nFile v0.20260905.61641:README.md\n\n# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 477,772 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 174,977 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 208,632 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Skill Creator has 100,682 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn: [Tell HN: Check your Claude settings, it may have silently enabled remote access](https://news.ycombinator.com/item?id=49565799)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need a practical workflow for Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `Use $work-productivity-self-improving-workflow-helper to handle Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\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 v0.20260905.61641:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-self-improving-workflow-helper\",\n  \"version\": \"0.20260905.61641\",\n  \"publishedAt\": 1788589192878\n}\n\nFile v0.20260905.61641:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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, 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 477,772 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 174,977 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 208,632 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 100,682 downloads](https://clawhub.ai/skills/skill-creator)\n- hacker-news-ask-hn (2026-09-04T15:09:47+00:00): [Tell HN: Check your Claude settings, it may have silently enabled remote access](https://news.ycombinator.com/item?id=49565799)\n- segmentfault-search (2026-09-05T06:18:06.303410+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-05T06:18:06.303410+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-05T06:18:06.303410+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-05T06:18:06.303410+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 (2026-09-05T06:18:06.304046+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-05T06:18:06.304046+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-05T06:18:06.304046+00:00): [self 与 Self](https://segmentfault.com/a/1190000044250449)\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\nArchive v0.20260904.60001: 8 files, 11454 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3731b), README.zh-CN.md (3739b), references/requirement-plan.md (5743b), skill-card.md (2965b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nArchive v0.20260831.40551: 8 files, 10660 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3399b), README.zh-CN.md (3407b), references/requirement-plan.md (5406b), skill-card.md (2356b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)\n\nArchive v0.20260830.92238: 8 files, 11032 bytes\n\nFiles: agents/openai.yaml (415b), README.md (3681b), README.zh-CN.md (3689b), references/requirement-plan.md (5693b), skill-card.md (2326b), SKILL.md (3520b), SKILL.zh-CN.md (3394b), _meta.json (178b)","readmeExcerpt":"Skill: Work Productivity Self Improving Workflow Helper Owner: kyro-ma Summary: Helps with Agent users show strong demand for Self-Improving... Tags: latest:0.20260916.221748 Version history: v0.20260916.221748 | 2026-09-16T22:20:22.909Z | auto - Documentation updates in README.md and README.zh-CN.md for clarity and completeness. - Improved references/requirement-plan.md to better outline source evidence and planning","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: work-productivity-self-improving-workflow-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for Self-Improving + 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, self-improving-proactive-agent, self, improving, proactive, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Work Productivity Self Improving 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 Self-Improving + 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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `"},{"path":"README.md","content":"# Work Productivity Self Improving Workflow Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Proactive Agent has 175,639 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\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: [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search: [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search: [self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search: [LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=cec3252b0d744fd893a8efe470fcb02d&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\nTrigger sentences:\n\n- `Hel"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"work-productivity-self-improving-workflow-helper\",\n  \"version\": \"0.20260916.221748\",\n  \"publishedAt\": 1789597222909\n}"},{"path":"references/requirement-plan.md","content":"# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for Self-Improving + 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 (2026-08-06T07:00:34.404000+00:00): [Popular Clawhub skill demand: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill (2026-05-18T03:54:46.067000+00:00): [Popular Clawhub skill demand: Proactive Agent has 175,639 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 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill (2026-05-17T03:07:05.295000+00:00): [Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-16T22:18:52.288770+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-16T22:18:52.288770+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 (2026-09-16T22:18:52.289781+00:00): [OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search (2026-09-16T22:18:52.289781+00:00): [Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search (2026-09-16T22:18:52.289781+00:00): [self 与"},{"path":"README.zh-CN.md","content":"# Work Productivity Self Improving Workflow Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for Self-Improving + 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: self-improving agent has 479,696 downloads](https://clawhub.ai/skills/self-improving-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Proactive Agent has 175,639 downloads](https://clawhub.ai/skills/proactive-agent)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Self-Improving + Proactive Agent has 209,557 downloads](https://clawhub.ai/skills/self-improving)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Skill Creator has 101,371 downloads](https://clawhub.ai/skills/skill-creator)\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：[OpenClaw 必装的 10 个 Skills，让你少躺 90% 以上的坑！！](https://segmentfault.com/a/1190000047666647)\n- segmentfault-search：[Keep_Improving](https://segmentfault.com/blog/keep_improving)\n- segmentfault-search：[self 与 Self](https://segmentfault.com/a/1190000044250449)\n- csdn-search：[LangGraph StateGraph 实现 Self - Improving Agent 的核心原理](https://wenku.csdn.net/column/u9s263b47jn?ops_request_misc=elastic_search_misc&request_id=cec3252b0d744fd893a8efe470fcb02d&biz_id=&utm_medium=distribute.pc_search_result.none-task-wenku_aigc_column-2~all~ElasticSearch~search_v2-4-u9s263b47jn-null-null.142^v102^pc_search_result_base6&utm_term=self-improving-proactive-agent%20self%20improving%20proactive)\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`, `self-improving-proactive-agent`, `self`, `improving`, `proactive`, `reflection`, `criticism`, `learning`, `organizing`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for Self-Improving + Proactive Agent-style workflows on Clawhub. They need practical help.`\n- `I need"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":null,"editorialQuality":{"score":100,"threshold":65,"status":"thin","wordCount":2045,"uniquenessScore":31,"reasons":["uniqueness-below-45"]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T12:01:02.864Z","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":"2026-10-09T12:01:02.864Z","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":"2026-10-09T23:14:17.249Z","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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