{"id":"446d0422-e802-48e0-bede-dc770774d6f2","entityType":"agent","slug":"clawhub-kyro-ma-software-data-admapix-raw-developer-helper","name":"Software Data Admapix Raw Developer Helper","canonicalUrl":"https://www.xpersona.co/agent/clawhub-kyro-ma-software-data-admapix-raw-developer-helper","canonicalPath":"/agent/clawhub-kyro-ma-software-data-admapix-raw-developer-helper","generatedAt":"2026-10-10T13:30:15.926Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-10T10:29:23.360Z","emptyReason":null},"description":"Helps with Agent users show strong demand for AdMapix-style w...","descriptionLabel":"Source description","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.5K downloads reported by the source. 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s17aeyv38nyj5fn7jtgzdj2yyx88405d:software-data-admapix-raw-developer-helper` in an isolated environment before connecting it to live workloads.","No published capability contract is available yet, so validate auth and request/response behavior manually.","Review the upstream CLAWHUB listing at https://clawhub.ai/kyro-ma/software-data-admapix-raw-developer-helper before using production 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kyro-ma\n\nSummary: Helps with Agent users show strong demand for AdMapix-style w...\n\nTags: latest:0.20260911.40430\n\nVersion history:\n\nv0.0.0-20261009-045810 | 2026-10-09T05:02:30.147Z | auto\n\n- Updated demand evidence: number of supporting online signals reduced from 12 to 11.\n- Modified description and details in skill files to reflect this change.\n- Removed redundant file: skill-card.md.\n- Kept the rest of the workflow, triggers, and validation criteria unchanged.\n\nv0.20260911.40430 | 2026-09-11T04:08:12.417Z | 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Revised and expanded references/requirement-plan.md to better detail source evidence and planning.\n- Removed outdated skill-card.md file for improved repository organization.\n- No changes to code or core logic; all changes are documentation and structure related.\n\nv0.20260907.40414 | 2026-09-07T04:07:05.772Z | 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 and evidence details.\n- Removed redundant or outdated file: skill-card.md.\n\nv0.20260906.40422 | 2026-09-06T04:07:46.041Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Revised references/requirement-plan.md to enhance requirement details.\n- Removed obsolete skill-card.md file.\n- No changes to core logic or workflow; this release focuses on documentation cleanup and consistency.\n\nv0.20260831.40551 | 2026-08-31T04:09:03.725Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Refined and expanded contents of references/requirement-plan.md.\n- Removed the outdated skill-card.md file.\n- No changes to core functionality; all updates are documentation and cleanup.\n\nv0.20260829.40354 | 2026-08-29T04:06:55.775Z | auto\n\n- Increased cited demand evidence from 11 to 12 signals across 3 source families in documentation and skill description.\n- Updated all documentation files to reflect the new evidence count.\n- Removed obsolete file: skill-card.md.\n- General documentation refresh for accuracy and clarity.\n\nv0.20260828.40337 | 2026-08-28T04:08:00.748Z | auto\n\n- Updated demand evidence to reflect 11 separate online signals instead of 12 in all documentation.\n- Synced descriptions across English and Chinese documentation.\n- Removed obsolete skill-card.md file.\n- General content refresh and formatting improvements in README and SKILL files.\n\nv0.20260827.40448 | 2026-08-27T04:08:02.361Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md to clarify usage and requirements.\n- Improved requirement planning detail in references/requirement-plan.md.\n- Removed outdated skill-card.md file for better maintainability.\n\nv0.20260826.40329 | 2026-08-26T04:06:42.382Z | auto\n\n- Increased the number of supporting online signals in requirement and evidence sections from 11 to 12.\n- Updated supporting text in description and requirements to reflect the new signal count.\n- Removed the unnecessary file skill-card.md.\n- Minor documentation updates across README and reference files to align with current requirements and triggers.\n\nv0.20260824.40429 | 2026-08-24T04:07:50.232Z | auto\n\n- Updated documentation to reflect 11 (was 12) supporting online signals in requirements and evidence.\n- Removed the obsolete skill-card.md file.\n- Refreshed and aligned README and skill docs in both English and Chinese.\n- No functional or workflow changes to the skill logic.\n\nv0.20260821.52309 | 2026-08-21T05:28:54.823Z | auto\n\n- Documentation updated in both README and references/requirement-plan.md for accuracy and clarity.\n- skill-card.md has been removed for simplification.\n- No functional changes to the code; update is documentation-focused.\n\nv0.20260819.45504 | 2026-08-19T05:02:42.737Z | auto\n\n- Updated demand evidence to reflect 12 separate online signals across 3 source families (previously 11).\n- Revised SKILL.md and related documentation to align with new evidence counts.\n- Removed obsolete skill-card.md file.\n- Maintained focus on validated demand, setup hardening, reliability, and adjacent workflow creation.\n- Minor clarifications and consistency improvements across README and reference files.\n\nv0.20260818.40417 | 2026-08-18T04:07:34.367Z | auto\n\n- Updated demand evidence to reflect 11 (was 12) supporting online signals in the skill description, requirement, and evidence sections.\n- Removed the file skill-card.md.\n- Minor updates to documentation files for accuracy and consistency.\n\nv0.20260817.40422 | 2026-08-17T04:07:51.702Z | auto\n\n- Updated demand evidence from 11 to 12 signals and revised references to match.\n- All documentation updated to reflect the new signal count (README, SKILL, and requirement plan).\n- Removed obsolete file: skill-card.md.\n- General documentation and metadata improvements across English and Chinese files.\n\nv0.20260813.40345 | 2026-08-13T04:07:05.285Z | auto\n\n- Updated documentation files (README.md, README.zh-CN.md, references/requirement-plan.md) with improvements or corrections.\n- Removed the skill-card.md file.\n- No changes to core logic or workflows; the update focuses on documentation and cleanup.\n\nv0.20260812.40408 | 2026-08-12T04:13:17.235Z | auto\n\n- Updated evidence and demand references from 12 to 11 signals across 3 source families in requirement and description.\n- Removed obsolete file: skill-card.md.\n- Minor edits and alignment across documentation files (README.md, SKILL.md, README.zh-CN.md, SKILL.zh-CN.md, references/requirement-plan.md).\n- No changes to core workflow or validation; functionality and triggers remain consistent.\n\nv0.20260730.10356 | 2026-07-30T01:12:23.728Z | auto\n\n- Documentation updates made to README.md, README.zh-CN.md, and references/requirement-plan.md for improved clarity.\n- Removed the outdated skill-card.md file.\n- No changes to core workflow or requirements.\n\nv0.20260728.40429 | 2026-07-28T04:09:08.524Z | auto\n\n- Updated documentation in README.md and README.zh-CN.md for improved clarity.\n- Revised requirement and planning details in references/requirement-plan.md.\n- Removed the redundant skill-card.md file.\n\nv0.20260727.130301 | 2026-07-27T13:09:41.087Z | auto\n\n- Initial release of the software-data-admapix-raw-developer-helper skill.\n- Designed to assist users with AdMapix-style workflow challenges, focusing on practical bug fixes, setup hardening, safety, and reliability improvements.\n- Provides structured step-by-step workflows, reusable checklists, and tailored artifacts for software and data tasks related to AdMapix patterns.\n- Emphasizes local-hardware-friendly solutions, avoiding large cloud-dependent approaches.\n- Outputs include direct answers, artifacts, validation steps, and visible success criteria for immediate user action.\n\nArchive index:\n\nArchive v0.0.0-20261009-045810: 8 files, 10484 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3163b), README.zh-CN.md (3170b), references/requirement-plan.md (5172b), skill-card.md (1700b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (177b)\n\nFile v0.0.0-20261009-045810:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 11 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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 11 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: 11 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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.0.0-20261009-045810:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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: `software-and-data`\n\nDemand score: 100/100\n\nEvidence coverage: 11 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.0.0-20261009-045810:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.0.0-20261009-045810\",\n  \"publishedAt\": 1791522150147\n}\n\nFile v0.0.0-20261009-045810:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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\nsoftware-and-data\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 11 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 11; 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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-10-08T23:11:05+00:00): [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\n- segmentfault-search (2026-10-09T04:59:36.077107+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.0.0-20261009-045810:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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：`软件与数据`\n\n需求评分：100/100\n\n证据覆盖：11 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: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\n## 文件\n\n- `SKILL.md`：英文版技能说明。\n- `SKILL.zh-CN.md`：中文版技能说明。\n- `README.md`：英文版用户说明。\n- `README.zh-CN.md`：中文版用户说明。\n\nFile v0.0.0-20261009-045810:skill-card.md\n\n## Description:\n\nHelps agent users and skill maintainers plan, troubleshoot, and verify reliable AdMapix-style software and data 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\nAgent users, developers, and skill maintainers use this skill to plan and improve AdMapix-style software and data workflows, including bug fixes, setup hardening, reliability checks, and related skill designs.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad keywords and implicit invocation may activate this skill for unrelated data or bug-fix requests.\n\nMitigation: Review or narrow activation terms before enabling automatic skill selection.\n\n## Reference(s):\n\n- [ClawHub skill release](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [Requirement plan](artifact/references/requirement-plan.md)\n- [AdMapix skill](https://clawhub.ai/skills/admapix)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Analysis, Checklists, Code, Shell commands]\n\n**Output Format:** [Markdown, with code or commands when relevant]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Tailored deliverables include assumptions, verification steps, and remaining risks when applicable.]\n\n## Skill Version(s):\n\n0.0.0-20261009-045810 (source: ClawHub release)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.0.0-20261009-045810:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 11 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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 11 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：11 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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.0.0-20261009-045810:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260911.40430: 8 files, 11182 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3342b), README.zh-CN.md (3350b), references/requirement-plan.md (5379b), skill-card.md (3020b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260911.40430:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260911.40430:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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: `software-and-data`\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: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 155,856 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,334 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [Stardust Store – An independent Android app marketplace](https://news.ycombinator.com/item?id=49651777)\n- hacker-news-ask-hn: [Ask HN: What is the proper way of preventing AI labs to use your private data](https://news.ycombinator.com/item?id=49641616)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260911.40430\",\n  \"publishedAt\": 1789099692417\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 AdMapix-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\nsoftware-and-data\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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 155,856 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,334 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-09-11T00:02:50+00:00): [Stardust Store – An independent Android app marketplace](https://news.ycombinator.com/item?id=49651777)\n- hacker-news-ask-hn (2026-09-10T11:00:16+00:00): [Ask HN: What is the proper way of preventing AI labs to use your private data](https://news.ycombinator.com/item?id=49641616)\n- segmentfault-search (2026-09-11T04:06:35.288769+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-11T04:06:35.288769+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-11T04:06:35.288769+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-11T04:06:35.288769+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 (2026-09-11T04:06:35.288769+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-09-11T04:06:35.288769+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-09-11T04:06:35.288769+00:00): [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260911.40430:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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：`软件与数据`\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: ontology has 198,347 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 155,856 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,334 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[Stardust Store – An independent Android app marketplace](https://news.ycombinator.com/item?id=49651777)\n- hacker-news-ask-hn：[Ask HN: What is the proper way of preventing AI labs to use your private data](https://news.ycombinator.com/item?id=49641616)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 AdMapix-style workflows, checklists, analyses, code changes, and reliability improvements.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, AI-agent users, skill authors, maintainers, and teams use this skill to turn demand for AdMapix-style software-and-data workflows into practical local-hardware-friendly plans, implementation help, checklists, analyses, code changes, and validation notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad keywords and implicit invocation may cause the skill to activate on generic software or data requests.\n\nMitigation: Review trigger wording and invocation policy before deployment, and narrow keywords if the skill should only support AdMapix-style workflows.\n\nRisk: Workflow advice may be incorrect or incomplete for a user's specific codebase, data, or operational constraints.\n\nMitigation: Require users to review proposed changes, run the included verification steps, and validate assumptions before applying recommendations.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [AdMapix Skill Demand Signal](https://clawhub.ai/skills/admapix)\n- [Ontology Skill Demand Signal](https://clawhub.ai/skills/ontology)\n- [Agent Browser Skill Demand Signal](https://clawhub.ai/skills/agent-browser-clawdbot)\n- [Stardust Store Hacker News Signal](https://news.ycombinator.com/item?id=49651777)\n- [Private Data Hacker News Signal](https://news.ycombinator.com/item?id=49641616)\n- [HarmonyOS Developer Community Signal](https://segmentfault.com/brand/harmonyos-next)\n- [JavaScript SegmentFault Signal](https://segmentfault.com/t/javascript)\n- [TypeScript SegmentFault Signal](https://segmentfault.com/t/typescript)\n- [DarkNet YOLO SegmentFault Signal](https://segmentfault.com/a/1190000044034668)\n- [DevLake Plugin SegmentFault Signal](https://segmentfault.com/a/1190000042069896)\n- [PyTorch Caffe OM Conversion SegmentFault Signal](https://segmentfault.com/a/1190000039248724)\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 relevant.]\n\n## Skill Version(s):\n\n0.20260911.40430 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v0.20260911.40430:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260911.40430:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260907.40414: 8 files, 11282 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3327b), README.zh-CN.md (3335b), references/requirement-plan.md (5364b), skill-card.md (3116b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260907.40414:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260907.40414:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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: `software-and-data`\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: ontology has 198,049 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 155,494 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,268 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [Ask HN: Do you route only certain websites through a VPN?](https://news.ycombinator.com/item?id=49583757)\n- hacker-news-ask-hn: [Ask HN: Are we normalizing surveillance in the name of safety?](https://news.ycombinator.com/item?id=49586069)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260907.40414\",\n  \"publishedAt\": 1788754025772\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 AdMapix-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\nsoftware-and-data\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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 198,049 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 155,494 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,268 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-09-06T06:01:23+00:00): [Ask HN: Do you route only certain websites through a VPN?](https://news.ycombinator.com/item?id=49583757)\n- hacker-news-ask-hn (2026-09-06T12:48:34+00:00): [Ask HN: Are we normalizing surveillance in the name of safety?](https://news.ycombinator.com/item?id=49586069)\n- segmentfault-search (2026-09-07T04:05:55.906371+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-07T04:05:55.906371+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-07T04:05:55.906371+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-07T04:05:55.906371+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 (2026-09-07T04:05:55.906930+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-09-07T04:05:55.906930+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-09-07T04:05:55.906930+00:00): [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260907.40414:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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：`软件与数据`\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: ontology has 198,049 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 155,494 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,268 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[Ask HN: Do you route only certain websites through a VPN?](https://news.ycombinator.com/item?id=49583757)\n- hacker-news-ask-hn：[Ask HN: Are we normalizing surveillance in the name of safety?](https://news.ycombinator.com/item?id=49586069)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 AdMapix-style software-and-data workflows, checklists, analyses, and implementation support.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[kyro-ma](https://clawhub.ai/user/kyro-ma)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, AI-agent users, skill authors, maintainers, and teams use this skill to turn AdMapix-style demand signals into practical workflows for bug fixing, setup hardening, reliability improvement, adjacent skill creation, and data-oriented implementation support.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Overly broad activation wording may cause the skill to be invoked for generic data or bug-fix requests where it is not the best fit.\n\nMitigation: Confirm the user needs an AdMapix-style or software-and-data workflow helper before relying on implicit invocation.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [ClawHub Skill Page](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [Popular ClawHub skill demand: ontology](https://clawhub.ai/skills/ontology)\n- [Popular ClawHub skill demand: Agent Browser](https://clawhub.ai/skills/agent-browser-clawdbot)\n- [Popular ClawHub skill demand: AdMapix](https://clawhub.ai/skills/admapix)\n- [Ask HN: Do you route only certain websites through a VPN?](https://news.ycombinator.com/item?id=49583757)\n- [Ask HN: Are we normalizing surveillance in the name of safety?](https://news.ycombinator.com/item?id=49586069)\n- [SegmentFault HarmonyOS developer community](https://segmentfault.com/brand/harmonyos-next)\n- [SegmentFault JavaScript](https://segmentfault.com/t/javascript)\n- [SegmentFault TypeScript](https://segmentfault.com/t/typescript)\n- [ONES R&D Management](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- [SegmentFault DarkNet YOLO-V2 and YOLO-V3 compilation](https://segmentfault.com/a/1190000044034668)\n- [SegmentFault DevLake plugin implementation](https://segmentfault.com/a/1190000042069896)\n- [SegmentFault PyTorch to Caffe to OM model conversion](https://segmentfault.com/a/1190000039248724)\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, checklists, commands, and verification notes]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Outputs are tailored to the user's immediate software-and-data task and should include assumptions, limits, and validation notes when relevant.]\n\n## Skill Version(s):\n\n0.20260907.40414 (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 v0.20260907.40414:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260907.40414:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260906.40422: 8 files, 10935 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3315b), README.zh-CN.md (3323b), references/requirement-plan.md (5352b), skill-card.md (2357b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260906.40422:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260906.40422:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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: `software-and-data`\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: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 155,392 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,253 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [Let's demand that Apple allow enabling AI as on-device only, no cloud](https://news.ycombinator.com/item?id=49575384)\n- hacker-news-ask-hn: [Desktop AI for ops is still subsidized](https://news.ycombinator.com/item?id=49574780)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260906.40422\",\n  \"publishedAt\": 1788667666041\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 AdMapix-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\nsoftware-and-data\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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 155,392 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,253 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-09-05T11:08:29+00:00): [Let's demand that Apple allow enabling AI as on-device only, no cloud](https://news.ycombinator.com/item?id=49575384)\n- hacker-news-ask-hn (2026-09-05T09:23:39+00:00): [Desktop AI for ops is still subsidized](https://news.ycombinator.com/item?id=49574780)\n- segmentfault-search (2026-09-06T04:06:20.177294+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-09-06T04:06:20.177294+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-09-06T04:06:20.177294+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-09-06T04:06:20.177294+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 (2026-09-06T04:06:20.177294+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-09-06T04:06:20.177294+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-09-06T04:06:20.177294+00:00): [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260906.40422:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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：`软件与数据`\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: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 155,392 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,253 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[Let's demand that Apple allow enabling AI as on-device only, no cloud](https://news.ycombinator.com/item?id=49575384)\n- hacker-news-ask-hn：[Desktop AI for ops is still subsidized](https://news.ycombinator.com/item?id=49574780)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 developers and skill authors produce practical workflows, checklists, analyses, and implementation support for AdMapix-style raw data tasks, including bug fixes, setup hardening, reliability improvements, 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\nDevelopers, skill authors, maintainers, and teams use this skill to turn validated AdMapix-style demand into practical local workflows, implementation guidance, checklists, and verification notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad trigger language may activate the skill for generic software or data requests outside the intended AdMapix-style raw data workflow.\n\nMitigation: Invoke the skill explicitly for AdMapix-style raw data workflow tasks and review recommendations before applying changes.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [Popular Clawhub skill demand: AdMapix has 133,253 downloads](https://clawhub.ai/skills/admapix)\n- [Popular Clawhub skill demand: ontology has 197,974 downloads](https://clawhub.ai/skills/ontology)\n- [Popular Clawhub skill demand: Agent Browser has 155,392 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- [Let's demand that Apple allow enabling AI as on-device only, no cloud](https://news.ycombinator.com/item?id=49575384)\n- [Desktop AI for ops is still subsidized](https://news.ycombinator.com/item?id=49574780)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Code, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown, plain text, and code or command snippets as needed]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include assumptions, validation steps, remaining risks, and follow-up work.]\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: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260906.40422:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260831.40551: 8 files, 10672 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3304b), README.zh-CN.md (3312b), references/requirement-plan.md (5336b), skill-card.md (1847b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260831.40551:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260831.40551:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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: `software-and-data`\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: ontology has 197,476 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 154,770 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,161 downloads](https://clawhub.ai/skills/admapix)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues: [Sprint Planning - 2026/08/31 (Week 36)](https://github.com/nisyuu/makasete-ai/issues/281)\n- github-issues: [Media Plans: whole-plan scenarios with inheritance, preview, versioned diffs, drift, and rollback](https://github.com/jampat000/Deluno/issues/343)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese skill instructions.\n- `README.md`: English user-facing guide.\n- `README.zh-CN.md`: Chinese user-facing guide.\n\nFile v0.20260831.40551:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260831.40551\",\n  \"publishedAt\": 1788149343725\n}\n\nFile v0.20260831.40551:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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\nsoftware-and-data\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, github, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,476 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 154,770 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,161 downloads](https://clawhub.ai/skills/admapix)\n- segmentfault-search (2026-08-31T04:07:32.421154+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-08-31T04:07:32.421154+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-08-31T04:07:32.422155+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-08-31T04:07:32.422155+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 (2026-08-31T04:07:32.423155+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-08-31T04:07:32.423155+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-08-31T04:07:32.423155+00:00): [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues (2026-08-31T03:54:08+00:00): [Sprint Planning - 2026/08/31 (Week 36)](https://github.com/nisyuu/makasete-ai/issues/281)\n- github-issues (2026-08-31T04:03:27+00:00): [Media Plans: whole-plan scenarios with inheritance, preview, versioned diffs, drift, and rollback](https://github.com/jampat000/Deluno/issues/343)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260831.40551:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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：`软件与数据`\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: ontology has 197,476 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 154,770 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,161 downloads](https://clawhub.ai/skills/admapix)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues：[Sprint Planning - 2026/08/31 (Week 36)](https://github.com/nisyuu/makasete-ai/issues/281)\n- github-issues：[Media Plans: whole-plan scenarios with inheritance, preview, versioned diffs, drift, and rollback](https://github.com/jampat000/Deluno/issues/343)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 v0.20260831.40551:skill-card.md\n\n## Description:\n\nHelps AI-agent users, skill authors, maintainers, and teams plan, implement, verify, and harden AdMapix-style software/data 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\nDevelopers, maintainers, skill authors, and agent users use this skill to turn AdMapix-style raw-data workflow requests into concrete workflows, checklists, analysis, code changes, configuration guidance, and verification notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad implicit activation may cause the skill to run for software/data requests that are not actually AdMapix-style workflows.\n\nMitigation: Confirm the request is about an AdMapix-style raw-data workflow before applying the skill, or narrow activation to explicit AdMapix raw-data workflow requests.\n\n## Reference(s):\n\n- [Requirement Plan](references/requirement-plan.md)\n- [AdMapix ClawHub Skill Demand Evidence](https://clawhub.ai/skills/admapix)\n- [Skill Publisher Profile](https://clawhub.ai/user/kyro-ma)\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, shell commands, checklists, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May include assumptions, validation notes, risks, and follow-up work.]\n\n## Skill Version(s):\n\n0.20260831.40551 (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 v0.20260831.40551:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260831.40551:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260829.40354: 8 files, 10797 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3283b), README.zh-CN.md (3291b), references/requirement-plan.md (5315b), skill-card.md (2025b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260829.40354:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260829.40354:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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: `software-and-data`\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: ontology has 197,339 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 154,568 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,135 downloads](https://clawhub.ai/skills/admapix)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues: [[LAUNCH-05] User Message、Assistant Output 与保留策略契约](https://github.com/JTCAO515/VP-V4/issues/155)\n- github-issues: [Hide disabled compendium sources in Merge List menu](https://github.com/Sayshal/spell-book/issues/228)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 v0.20260829.40354:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260829.40354\",\n  \"publishedAt\": 1787976415775\n}\n\nFile v0.20260829.40354:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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\nsoftware-and-data\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 12 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 12; required minimum: 3.\n- Distinct source families: 3; sources: clawhub, github, segmentfault.\n- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.\n- Local feasibility score: 30/30.\n- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.\n- Clawhub-derived idea: popularity is only a seed signal; this idea is scored by the same 100-point requirement scorer and must meet the implementation threshold.\n\n## Evidence\n\n- clawhub-popular-skill (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,339 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 154,568 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,135 downloads](https://clawhub.ai/skills/admapix)\n- segmentfault-search (2026-08-29T04:06:02.977547+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-08-29T04:06:02.977547+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-08-29T04:06:02.977547+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-08-29T04:06:02.978558+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 (2026-08-29T04:06:02.978558+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-08-29T04:06:02.978558+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-08-29T04:06:02.978558+00:00): [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues (2026-08-29T04:00:23+00:00): [[LAUNCH-05] User Message、Assistant Output 与保留策略契约](https://github.com/JTCAO515/VP-V4/issues/155)\n- github-issues (2026-08-29T01:51:17+00:00): [Hide disabled compendium sources in Merge List menu](https://github.com/Sayshal/spell-book/issues/228)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260829.40354:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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：`软件与数据`\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: ontology has 197,339 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 154,568 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,135 downloads](https://clawhub.ai/skills/admapix)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[问： mysql raw data](https://segmentfault.com/q/1010000012550302)\n- github-issues：[[LAUNCH-05] User Message、Assistant Output 与保留策略契约](https://github.com/JTCAO515/VP-V4/issues/155)\n- github-issues：[Hide disabled compendium sources in Merge List menu](https://github.com/Sayshal/spell-book/issues/228)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 v0.20260829.40354:skill-card.md\n\n## Description:\n\nHelps developers and skill maintainers create AdMapix-style workflows for bug fixing, setup hardening, reliability improvements, and adjacent skill design.\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\nDevelopers, skill authors, maintainers, and teams use this skill to turn AdMapix-style demand into local-friendly workflows, checklists, implementation guidance, bug-fix support, setup hardening, and reliability improvements.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad automatic activation wording may route unrelated software or data requests to this skill.\n\nMitigation: Restrict implicit invocation or trigger phrases when deploying, and confirm the skill matches the user's AdMapix-style workflow need before use.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [Requirement Plan](references/requirement-plan.md)\n- [AdMapix demand signal](https://clawhub.ai/skills/admapix)\n- [Ontology demand signal](https://clawhub.ai/skills/ontology)\n- [Agent Browser demand signal](https://clawhub.ai/skills/agent-browser-clawdbot)\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, shell commands, checklists, and configuration snippets]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Local-hardware friendly outputs; asks for missing information only when it materially changes the result.]\n\n## Skill Version(s):\n\n0.20260829.40354 (source: evidence.release.version)\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 v0.20260829.40354:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n示例触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260829.40354:agents/openai.yaml\n\ninterface:\n  display_name: \"Software Data Admapix Raw Developer Helper\"\n  short_description: \"Helps with Agent users show strong demand for AdMapix-style w...\"\n  default_prompt: \"Use $software-data-admapix-raw-developer-helper to help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\"\n\npolicy:\n  allow_implicit_invocation: true\n\nArchive v0.20260828.40337: 8 files, 10755 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3134b), README.zh-CN.md (3141b), references/requirement-plan.md (5143b), skill-card.md (2660b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nFile v0.20260828.40337:SKILL.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 11 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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 11 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: 11 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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\nFile v0.20260828.40337:README.md\n\n# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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: `software-and-data`\n\nDemand score: 100/100\n\nEvidence coverage: 11 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 197,281 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 154,459 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,126 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [Encoding Myself into the System](https://news.ycombinator.com/item?id=49457457)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 v0.20260828.40337:_meta.json\n\n{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.20260828.40337\",\n  \"publishedAt\": 1787890080748\n}\n\nFile v0.20260828.40337:references/requirement-plan.md\n\n# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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\nsoftware-and-data\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 11 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 11; 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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 197,281 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 154,459 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,126 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-08-26T23:45:41+00:00): [Encoding Myself into the System](https://news.ycombinator.com/item?id=49457457)\n- segmentfault-search (2026-08-28T04:06:37.540694+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-08-28T04:06:37.540694+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-08-28T04:06:37.540694+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-08-28T04:06:37.540694+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 (2026-08-28T04:06:37.541197+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-08-28T04:06:37.541197+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-08-28T04:06:37.541197+00:00): [问： mysql raw data](https://segmentfault.com/q/1010000012550302)\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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix\n\nTrigger sentences:\n\n- Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n- Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.\n\nFile v0.20260828.40337:README.zh-CN.md\n\n# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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：`软件与数据`\n\n需求评分：100/100\n\n证据覆盖：11 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: ontology has 197,281 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 154,459 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,126 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[Encoding Myself into the System](https://news.ycombinator.com/item?id=49457457)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[问： mysql raw data](https://segmentfault.com/q/1010000012550302)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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 v0.20260828.40337:skill-card.md\n\n## Description:\n\nHelps agent users, skill authors, maintainers, and teams build practical AdMapix-style software-data workflows 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\nDevelopers, skill authors, maintainers, and agent users use this skill to turn AdMapix-style software-data demand into local-hardware-friendly workflows, checklists, implementation support, and verification notes.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Overly broad implicit invocation triggers may activate the skill for unrelated data or bug-fix requests.\n\nMitigation: Invoke the skill explicitly for AdMapix-style software-data workflow help, or narrow triggers before deployment.\n\nRisk: Generated workflow or implementation guidance could be incomplete or misfit a user's local system.\n\nMitigation: Review proposed changes before use and run the included verification or test commands when code or data is involved.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/kyro-ma/skills/software-data-admapix-raw-developer-helper)\n- [Requirement plan](references/requirement-plan.md)\n- [AdMapix demand signal](https://clawhub.ai/skills/admapix)\n- [Ontology demand signal](https://clawhub.ai/skills/ontology)\n- [Agent Browser demand signal](https://clawhub.ai/skills/agent-browser-clawdbot)\n- [Hacker News demand signal](https://news.ycombinator.com/item?id=49457457)\n- [SegmentFault JavaScript topic signal](https://segmentfault.com/t/javascript)\n- [SegmentFault TypeScript topic signal](https://segmentfault.com/t/typescript)\n- [DevLake plugin implementation signal](https://segmentfault.com/a/1190000042069896)\n- [MySQL raw data question signal](https://segmentfault.com/q/1010000012550302)\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:** [Outputs should expose assumptions, limits, verification steps, and remaining risks when helpful.]\n\n## Skill Version(s):\n\n0.20260828.40337 (source: server-resolved 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 v0.20260828.40337:SKILL.zh-CN.md\n\n---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  帮助用户处理“Validated demand: Agent users show strong demand for AdMapix-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 11 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.”。当用户提出 software-and-data, admapix, raw, data, layer，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# Software Data Admapix Raw Developer 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 AdMapix-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 11 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：11 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. 检查技术限制，提出实现步骤，并在涉及代码或数据时包含测试或验证方法。\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：`software-and-\n\nArchive v0.20260827.40448: 8 files, 10757 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3272b), README.zh-CN.md (3280b), references/requirement-plan.md (5309b), skill-card.md (2149b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nArchive v0.20260826.40329: 8 files, 10995 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3315b), README.zh-CN.md (3323b), references/requirement-plan.md (5352b), skill-card.md (2822b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)\n\nArchive v0.20260824.40429: 8 files, 10617 bytes\n\nFiles: agents/openai.yaml (404b), README.md (3199b), README.zh-CN.md (3206b), references/requirement-plan.md (5203b), skill-card.md (1998b), SKILL.md (3403b), SKILL.zh-CN.md (3260b), _meta.json (172b)","readmeExcerpt":"Skill: Software Data Admapix Raw Developer Helper Owner: kyro-ma Summary: Helps with Agent users show strong demand for AdMapix-style w... Tags: latest:0.20260911.40430 Version history: v0.0.0-20261009-045810 | 2026-10-09T05:02:30.147Z | auto - Updated demand evidence: number of supporting online signals reduced from 12 to 11. - Modified description and details in skill files to reflect this change. - Removed redunda","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: software-data-admapix-raw-developer-helper\ndescription: >-\n  Help users with Validated demand: Agent users show strong demand for AdMapix-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 11 separate online signals across 3 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for software-and-data, admapix, raw, data, layer, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.\n---\n\n# Software Data Admapix Raw Developer 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 AdMapix-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 11 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: 11 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. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nExample trigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on "},{"path":"README.md","content":"# Software Data Admapix Raw Developer Helper\n\n## Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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: `software-and-data`\n\nDemand score: 100/100\n\nEvidence coverage: 11 signals across 3 source families.\n\n## Evidence\n\n- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn: [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\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: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\nTrigger sentences:\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n\n## Files\n\n- `SKILL.md`: English skill instructions.\n- `SKILL.zh-CN.md`: Chinese ski"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7be2ewez5ks45t5nmdez8j51839xpk\",\n  \"slug\": \"software-data-admapix-raw-developer-helper\",\n  \"version\": \"0.0.0-20261009-045810\",\n  \"publishedAt\": 1791522150147\n}"},{"path":"references/requirement-plan.md","content":"# Requirement Plan\n\n## Live Requirement\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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\nsoftware-and-data\n\n## Requirement Score\n\nTotal: 100/100\n\nDemand: 70/70\n\nLocal feasibility: 30/30\n\nEvidence coverage: 11 signals across 3 source families.\n\nScoring rationale:\n\n- Evidence count: 11; 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 (2026-05-11T07:50:52.489000+00:00): [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill (2026-05-11T07:50:48.771000+00:00): [Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill (2026-06-19T07:09:19.124000+00:00): [Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn (2026-10-08T23:11:05+00:00): [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\n- segmentfault-search (2026-10-09T04:59:36.077107+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [javascript](https://segmentfault.com/t/javascript)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [typescript](https://segmentfault.com/t/typescript)\n- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [ONES 研发管理](https://ones.cn/?utm_term=ONES%C2%A0%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86&utm_campaign=%E9%A6%96%E9%A1%B5%E6%A0%87%E7%AD%BE&_channel_track_key=myqX1C0f&utm_source=%E6%80%9D%E5%90%A6%E8%BD%AC%20ONES)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\n\n## How The Skill Meets The "},{"path":"README.zh-CN.md","content":"# Software Data Admapix Raw Developer Helper\n\n## 需求\n\nValidated demand: Agent users show strong demand for AdMapix-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 11 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：`软件与数据`\n\n需求评分：100/100\n\n证据覆盖：11 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: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)\n- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)\n- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)\n- hacker-news-ask-hn：[- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)\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：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)\n- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)\n- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)\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：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`\n\n触发句：\n\n- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `I need a practical workflow for Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\n- `Use $software-data-admapix-raw-developer-helper to handle Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`\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。"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":null,"editorialQuality":{"score":100,"threshold":65,"status":"thin","wordCount":2153,"uniquenessScore":30,"reasons":["uniqueness-below-45"]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-10T10:29:23.360Z","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":"2026-10-10T10:29:23.360Z","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":"2026-10-10T13:30:15.926Z","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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