Xpersona
agentCLAWHUBUnverified

Software Data Admapix Raw Developer Helper

Helps with Agent users show strong demand for AdMapix-style w...

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

1.5k

Updated

Oct 10, 2026

Version

0.0.0-20261009-045810

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.5K downloads reported by the source. Last updated 10/10/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 10, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 10, 2026
Adoption signal
1.5K downloadsadoption · observed Oct 10, 2026
Latest release
0.0.0-20261009-045810release · observed Oct 9, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17aeyv38nyj5fn7jtgzdj2yyx88405d:software-data-admapix-raw-developer-helper
  1. Install using `clawhub skill install s17aeyv38nyj5fn7jtgzdj2yyx88405d:software-data-admapix-raw-developer-helper` in an isolated environment before connecting it to live workloads.
  2. No published capability contract is available yet, so validate auth and request/response behavior manually.
  3. Review the upstream CLAWHUB listing at https://clawhub.ai/kyro-ma/software-data-admapix-raw-developer-helper before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-kyro-ma-software-data-admapix-raw-developer-helper/snapshot"

Documentation

CLAWHUB

151,767 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: software-data-admapix-raw-developer-helper
description: >-
  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.
---

# Software Data Admapix Raw Developer Helper

## Requirement

Use 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:

> 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.

Demand score: 100/100 (`70/70` demand, `30/30` local feasibility).
Evidence: 11 signals across 3 source families.

Read `references/requirement-plan.md` when source evidence, planning details, or review criteria are needed.

## Workflow

1. Restate the user's outcome, constraints, available inputs, and success criteria.
2. Inspect technical constraints, propose implementation steps, and include test or verification commands when code or data is involved.
3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.
4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.
5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.
6. Validate the output against the success criteria and list any remaining risks or follow-up work.

## Expected Outputs

- A tailored answer or artifact for the user's immediate situation.
- A reusable checklist or workflow when the task is repeatable.
- A verification note showing how the result was checked.

## Validation

- The output directly addresses the discovered requirement.
- The user can act on the result without reading the original source post.
- Assumptions, limits, and required inputs are visible.
- The final response includes a short usage or next-step note when helpful.

## Triggers

Keywords: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`

Example trigger sentences:

- `Help me Agent users show strong demand for AdMapix-style workflows on

README.md

# Software Data Admapix Raw Developer Helper

## Requirement

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.

Audience: AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows

Category: `software-and-data`

Demand score: 100/100

Evidence coverage: 11 signals across 3 source families.

## Evidence

- clawhub-popular-skill: [Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)
- clawhub-popular-skill: [Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)
- clawhub-popular-skill: [Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)
- hacker-news-ask-hn: [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)
- segmentfault-search: [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)
- segmentfault-search: [javascript](https://segmentfault.com/t/javascript)
- segmentfault-search: [typescript](https://segmentfault.com/t/typescript)
- 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)
- segmentfault-search: [在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)
- segmentfault-search: [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)
- segmentfault-search: [一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)

## How This Skill Meets The Requirement

Transforms 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.

## Usage

Keywords: `software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`

Trigger sentences:

- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`
- `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.`
- `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.`

## Files

- `SKILL.md`: English skill instructions.
- `SKILL.zh-CN.md`: Chinese ski

_meta.json

{
  "ownerId": "kn7be2ewez5ks45t5nmdez8j51839xpk",
  "slug": "software-data-admapix-raw-developer-helper",
  "version": "0.0.0-20261009-045810",
  "publishedAt": 1791522150147
}

references/requirement-plan.md

# Requirement Plan

## Live Requirement

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.

## Audience

AI-agent users, skill authors, maintainers, and teams who want proven popular skill patterns adapted into more reliable or adjacent workflows

## Category

software-and-data

## Requirement Score

Total: 100/100

Demand: 70/70

Local feasibility: 30/30

Evidence coverage: 11 signals across 3 source families.

Scoring rationale:

- Evidence count: 11; required minimum: 3.
- Distinct source families: 3; sources: clawhub, hacker-news, segmentfault.
- Demand score: 70/70 based on corroboration, source diversity, and professional/community signal.
- Local feasibility score: 30/30.
- Implementation is a documentation, workflow, code, or analysis skill that can run on ordinary CPU hardware.
- 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.

## Evidence

- 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)
- 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)
- 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)
- hacker-news-ask-hn (2026-10-08T23:11:05+00:00): [- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)
- segmentfault-search (2026-10-09T04:59:36.077107+00:00): [HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)
- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [javascript](https://segmentfault.com/t/javascript)
- segmentfault-search (2026-10-09T04:59:36.077648+00:00): [typescript](https://segmentfault.com/t/typescript)
- 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)
- 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)
- segmentfault-search (2026-10-09T04:59:36.078205+00:00): [How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)
- 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)

## How The Skill Meets The

README.zh-CN.md

# Software Data Admapix Raw Developer Helper

## 需求

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.

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

分类：`软件与数据`

需求评分：100/100

证据覆盖：11 条信号，覆盖 3 个来源类型。

## 来源证据

- clawhub-popular-skill：[Popular Clawhub skill demand: ontology has 199,714 downloads](https://clawhub.ai/skills/ontology)
- clawhub-popular-skill：[Popular Clawhub skill demand: Agent Browser has 157,443 downloads](https://clawhub.ai/skills/agent-browser-clawdbot)
- clawhub-popular-skill：[Popular Clawhub skill demand: AdMapix has 133,767 downloads](https://clawhub.ai/skills/admapix)
- hacker-news-ask-hn：[- Simplified Surf Forecasts](https://news.ycombinator.com/item?id=50013728)
- segmentfault-search：[HarmonyOS 开发者社区](https://segmentfault.com/brand/harmonyos-next)
- segmentfault-search：[javascript](https://segmentfault.com/t/javascript)
- segmentfault-search：[typescript](https://segmentfault.com/t/typescript)
- 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)
- segmentfault-search：[在 DarkNet 模型中编译 YOLO-V2 和 YOLO-V3](https://segmentfault.com/a/1190000044034668)
- segmentfault-search：[How to Implement a DevLake plugin?](https://segmentfault.com/a/1190000042069896)
- segmentfault-search：[一文带你熟悉Pytorch->Caffe->om模型转换流程](https://segmentfault.com/a/1190000039248724)

## 这个技能如何满足需求

Transforms 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.

## 使用方式

关键词：`software-and-data`, `admapix`, `raw`, `data`, `layer`, `creatives`, `apps`, `rankings`, `revenue`, `bug fix`

触发句：

- `Help me Agent users show strong demand for AdMapix-style workflows on Clawhub. They need practical help fixing bugs, hardening s.`
- `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.`
- `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.`

## 文件

- `SKILL.md`：英文版技能说明。
- `SKILL.zh-CN.md`：中文版技能说明。
- `README.md`：英文版用户说明。
- `README.zh-CN.md`：中文版用户说明。

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Machine-readable data

The same record, as JSON, for agents and crawlers.

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Record generated Oct 10, 2026.

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