/resourceful-problem-solving
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.
$ npx -y skills add swarmclawai/swarmclaw --skill resourceful-problem-solving --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/resourceful-problem-solving
Context preview
The summary Claude sees to decide when to auto-load this skill.
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.
SKILL.md
resourceful-problem-solving.SKILL.mdname: 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.
Read more
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.
The self-hosted AI agent runtime and multi-agent framework for autonomous agents. Open-source agent swarms with durable agent memory, MCP tools, skills, delegation, schedules, and 23+ LLM providers — a practical Claude Code and LangChain alternative.
Repo: swarmclawai/swarmclaw
Other skills on swarmclaw.
- /coding-agent
Delegate coding tasks to external coding agents (Claude Code, Codex, Pi, OpenCode) via shell. Use when: (1) building new features or apps in a separate project, (2) reviewing PRs, (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple
Open skill - /github
GitHub operations via `gh` CLI: issues, PRs, CI runs, code review, API queries. Use when: (1) checking PR status or CI, (2) creating/commenting on issues, (3) listing/filtering PRs or issues, (4) viewing run logs. NOT for: local git operations (use git directly), non-GitHub
Open skill - /google-workspace
Use Google Workspace CLI (`gws`) for Drive, Docs, Sheets, Gmail, Calendar, Chat, and related Workspace API tasks.
Open skill - /nano-banana-pro
Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro). Use when asked to create, generate, or edit images and a Gemini API key is available. Supports text-to-image generation, single-image editing, and multi-image composition (up to 14 images).
Open skill - /nano-pdf
Edit or create PDFs with natural-language instructions using the nano-pdf CLI. Use when asked to make a PDF, edit a PDF, add pages, change text in a PDF, or convert content to PDF format.
Open skill - /openai-image-gen
Generate images via OpenAI Images API (GPT Image, DALL-E 3, DALL-E 2). Supports batch generation with random prompt sampler and HTML gallery output. Use when asked to generate images with OpenAI and an OPENAI_API_KEY is available.
Open skill

