abstraction-power
Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist
$ npx -y skills add syahiidkamil/Software-Engineer-AI-Agent-Atlas --skill find-skills --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/find-skillsContext preview
The summary Claude sees to decide when to auto-load this skill.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist
name: find-skills description: Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
This skill helps you discover and install skills from the open agent skills ecosystem.
Use this skill when the user:
The Skills CLI (`npx skills`) is the package manager for the open agent skills ecosystem. Skills are modular packages that extend agent capabilities with specialized knowledge, workflows, and tools.
**Key commands:**
**Browse skills at:** https://skills.sh/
When a user asks for help with something, identify:
1. The domain (e.g., React, testing, design, deployment) 2. The specific task (e.g., writing tests, creating animations, reviewing PRs) 3. Whether this is a common enough task that a skill likely exists
Before running a CLI search, check the [skills.sh leaderboard](https://skills.sh/) to see if a well-known skill already exists for the domain. The leaderboard ranks skills by total installs, surfacing the most popular and battle-tested options.
For example, top skills for web development include:
If the leaderboard doesn't cover the user's need, run the find command:
npx skills find [query]
For example:
**Do not recommend a skill based solely on search results.** Always verify:
1. **Install count** — Prefer skills with 1K+ installs. Be cautious with anything under 100. 2. **Source reputation** — Official sources (`vercel-labs`, `anthropics`, `microsoft`) are more trustworthy than unknown authors. 3. **GitHub stars** — Check the source repository. A skill from a repo with <100 stars should be treated with skepticism.
When you find relevant skills, present them to the user with:
1. The skill name and what it does 2. The install count and source 3. The install command they can run 4. A link to learn more at skills.sh
Example response:
I found a skill that might help! The "react-best-practices" skill provides React and Next.js performance optimization guidelines from Vercel Engineering. (185K installs) To install it: npx skills add vercel-labs/agent-skills@react-best-practices Learn more: https://skills.sh/vercel-labs/agent-skills/react-best-practices
If the user wants to proceed, you can install the skill for them:
npx skills add <owner/repo@skill> -g -y
The `-g` flag installs globally (user-level) and `-y` skips confirmation prompts.
When searching, consider these common categories:
| Category | Example Queries | | --------------- | ---------------------------------------- | | Web Development | react, nextjs, typescript, css, tailwind | | Testing | testing, jest, playwright, e2e | | DevOps | deploy, docker, kubernetes, ci-cd | | Documentation | docs, readme, changelog, api-docs | | Code Quality | review, lint, refactor, best-practices | | Design | ui, ux, design-system, accessibility | | Productivity | workflow, automation, git |
1. **Use specific keywords**: "react testing" is better than just "testing" 2. **Try alternative terms**: If "deploy" doesn't work, try "deployment" or "ci-cd" 3. **Check popular sources**: Many skills come from `vercel-labs/agent-skills` or `ComposioHQ/awesome-claude-skills`
If no relevant skills exist:
1. Acknowledge that no existing skill was found 2. Offer to help with the task directly using your general capabilities 3. Suggest the user could create their own skill with `npx skills init`
Example:
I searched for skills related to "xyz" but didn't find any matches. I can still help you with this task directly! Would you like me to proceed? If this is something you do often, you could create your own skill: npx skills init my-xyz-skill
The senior-engineer layer for Claude Code. Explore before you build, clarify only what matters, capture it in living HTML, then hand it to Claude Code's native plan / goal / workflow loop.
Repo: syahiidkamil/Software-Engineer-AI-Agent-Atlas
Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples.
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