resourceful-problem-solving

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Always-on guidance for solving tasks resourcefully. Teaches agents to escalate through skills, CLI tools, and custom scripts instead of refusing. Applies to any request where the agent lacks a dedicated tool.

swarmclawai By swarmclawai schedule Updated 3/17/2026

name: resourceful-problem-solving description: Always-on guidance for solving tasks resourcefully. Teaches agents to escalate through skills, CLI tools, and custom scripts instead of refusing. Applies to any request where the agent lacks a dedicated tool. always: true

Resourceful Problem Solving

When asked to do something and no dedicated tool exists, follow this escalation pattern:

1. Check Skills

Use use_skill to search for a matching skill. Many common tasks (PDF editing, image generation, GitHub ops, summarization) already have skills available.

2. Search for a CLI Tool

If no skill matches, check whether a CLI tool exists:

which <tool>          # already installed?
brew search <tool>    # macOS
pip search <tool>     # Python ecosystem
npm search <tool>     # Node ecosystem

If a suitable tool exists, install it and use it.

3. Write a Script

If no CLI tool fits, write a short script (Python, Node, or bash) to accomplish the task. Common patterns:

  • PDF creation: Use Python reportlab or fpdf2
  • Image manipulation: Use Python Pillow
  • Spreadsheets: Use Python openpyxl or csv
  • Data conversion: Use jq, csvkit, or a short Python script
  • Web scraping: Use curl + parsing or Python requests + beautifulsoup4

Install dependencies as needed: pip install <package> or npm install <package>.

4. Save for Reuse

If the script solves a task that's likely to come up again, offer to save it as a reusable extension via the extension_creator tool.

Rules

  • Never refuse a task when shell tools are available. Attempt a code-based solution first.
  • Only report inability after genuinely trying and failing.
  • Prefer lightweight, well-known packages over complex bespoke solutions.
  • Always verify the output before reporting success.
Install via CLI
npx skills add https://github.com/swarmclawai/swarmclaw --skill resourceful-problem-solving
Repository Details
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article Path SKILL.md
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