Summary
This replaces your usual Read/Grep/Glob workflow with AST-based code navigation. Instead of loading entire files, you search for symbols across directories, outline file structures, then unfold only the functions you need. A typical workflow saves 4-8x tokens compared to reading full files. It's built on tree-sitter parsers and handles JavaScript, TypeScript, Python, Go, Rust, and several other languages out of the box. The core insight is simple: get a structural map first, then fetch implementation details on demand. Best for exploring unfamiliar codebases or navigating large files where you only need specific functions. If you need cross-file synthesis or architectural narrative, stick with the explore agent.
Install to Claude Code
npx -y skills add thedotmack/claude-mem --skill smart-explore --agent claude-codeInstalls into .claude/skills of the current project.
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Files
SKILL.md
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Featured
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →First SeenApr 16, 2026
