An Openclaw Skills helper for turning validated AdMapix-style demand into reliable, local-first workflows, fixes, and reusable artifacts.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install software-data-admapix-raw-developer-helper-035207
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install software-data-admapix-raw-developer-helper-035207 using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Software Data AdMapix Raw Developer Helper?
Software Data AdMapix Raw Developer Helper is an Openclaw Skills resource for AI-agent users, skill authors, and maintainers who need practical, validated-demand guidance for AdMapix-style workflows on Clawhub.
It turns a broad requirement into an actionable plan: restating goals, clarifying constraints, choosing local-hardware-friendly approaches, producing implementation artifacts, and validating results against success criteria. Use it to fix bugs, harden setup and safety, improve reliability, or design adjacent skills without relying on cloud-only or heavy-training workflows. When planning details or review criteria are needed, consult references/requirement-plan.md.
Software Data AdMapix Raw Developer Helper Use Cases
- Fixing bugs or hardening setup and safety in AdMapix-style software and data workflows.
- Converting validated demand into a repeatable checklist, implementation plan, or verification routine for Openclaw Skills.
- Improving reliability, reproducibility, or local-hardware compatibility without cloud-only dependencies.
- Designing adjacent skills inspired by the same job-to-be-done on Clawhub.
- Responding to trigger topics such as
software-and-data,admapix,raw,data,layer,creatives,apps,rankings,revenue, orbug fix.
How Software Data AdMapix Raw Developer Helper Works
- Restate the user's outcome, constraints, available inputs, and success criteria.
- Inspect technical constraints, identify the safest local-first path, and include test or verification commands when code or data is involved.
- Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.
- Produce the requested artifact, workflow, checklist, analysis, code change, or decision support using scripts, templates, checklists, or CPU-safe methods.
- Validate the result against the success criteria, then summarize assumptions, remaining risks, and next steps.
Software Data AdMapix Raw Developer Helper Setup
No package installation is required. Openclaw Skills reads the skill content directly; for planning or review context, keep references/requirement-plan.md alongside the skill.
If you maintain this skill in a local repository, verify the reference file and create a workspace for generated outputs:
test -f references/requirement-plan.md && echo 'requirement-plan available'
mkdir -p artifacts verification notes
sed -n '1,220p' SKILL.md
grep -n 'Triggers' SKILL.md
Software Data AdMapix Raw Developer Helper Data Schema & Taxonomy
This skill is schema-light and uses a small response contract instead of a persistent database schema.
Logical schema
| Field | Type | Description |
|---|---|---|
requirement_summary |
string | Validated demand statement for AdMapix-style workflows |
demand_score |
string/number | 100/100 confidence noted in the skill |
evidence |
string | 12 signals across 3 source families |
triggers |
list | software-and-data, admapix, raw, data, layer, creatives, apps, rankings, revenue, bug fix |
inputs |
list | User goal, constraints, available files, and success criteria |
reference_plan |
path | references/requirement-plan.md for evidence, planning details, or review criteria |
outputs |
list | Tailored answer, reusable checklist/workflow, verification note, risk notes |
assumptions |
list | Any explicit tradeoffs or missing inputs handled by the agent |
verification |
list | Commands, checks, or manual validation steps |
Generated artifact taxonomy
- Implementation plan
- Checklist or runbook
- Analysis or decision support
- Code change or workflow adjustment
- Verification note and residual-risk summary
Response metadata recommended for Openclaw Skills
user_outcomeconstraintsavailable_inputssuccess_criteriaplanned_stepsverification_stepsrisksfollow_up
Software Data AdMapix Raw Developer Helper Advanced Features
- Local-first guidance that favors scripts, templates, checklists, and CPU-safe workflows.
- Verification-first outputs with commands or checks whenever code or data is involved.
- Strong request normalization that restates goals, inputs, constraints, and success criteria before acting.
- Evidence-aware planning via
references/requirement-plan.mdwhen deeper criteria are needed. - Reusable artifacts for Openclaw Skills catalogs, including checklists, workflows, analysis, and decision support.
- Adjacent-skill ideation for extending the same AdMapix-style job-to-be-done into new, reliable workflows.
- Safe fallback behavior that continues with reasonable assumptions when only non-critical information is missing.
SKILL.md
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