Use ast-grep (sg) for AST-aware code search and rewrite across 25 languages. Trigger for structural code matching or deterministic codemods: find every function/call/class/import shaped like X, rewrite console.log to logger.info, strip `as any`, migrate require() to import, find empty catch blocks or missing await, and scan/apply YAML rules. Prefer this over rg/grep when the target is syntax shape rather than text; use rg for string contents, comments, filenames, or regex-style byte searches.
init-deep
init-deep is an open-source frontend skill for Claude Code and compatible agents, published by code-yeongyu. Its author describes it as: “(builtin) Initialize hierarchical AGENTS.md knowledge base”. The project has 68k stars on GitHub and ships custom license terms, so review them before reuse. Add it to your setup with `git clone https://github.com/code-yeongyu/oh-my-openagent ~/.claude/skills/init-deep`.
What init-deep does
Generate hierarchical AGENTS.md files. Root + complexity-scored subdirectories.
Installation
Add init-deep to your agent with:
git clone https://github.com/code-yeongyu/oh-my-openagent ~/.claude/skills/init-deepAlways review a skill's source before installing it. This command comes from the skill's public repository; the linked repo is the source of truth for exact setup steps.
What's inside
The SKILL.md for init-deep is organised into these sections:
- Usage
- Workflow (High-Level)
- Phase 1: Discovery + Analysis (Concurrent)
- Fire Background Explore Agents IMMEDIATELY
- Main Session: Concurrent Analysis
- Collect Background Results
- Phase 2: Scoring & Location Decision
- Scoring Matrix
- Decision Rules
- Output
- Phase 3: Generate AGENTS.md
- Root AGENTS.md (Full Treatment)
When to use it
Reach for init-deep when you want frontend help from your agent without writing the same instructions every session. Load the skill and the agent picks it up automatically for relevant tasks.
Strengths
- Ships in code-yeongyu/oh-my-openagent, an established project with 67,982 GitHub stars
- Actively maintained (recent commits)
Things to check
- No license declared — confirm terms with the author before reuse
Topics
Frequently asked questions
- What does init-deep do?
- (builtin) Initialize hierarchical AGENTS.md knowledge base
- How do I install init-deep?
- Run git clone https://github.com/code-yeongyu/oh-my-openagent ~/.claude/skills/init-deep in your agent, then reload your skills. Review the source at https://github.com/code-yeongyu/oh-my-openagent before installing.
- Is init-deep free to use?
- init-deep is publicly available on GitHub, but code-yeongyu has not declared a standard open-source license (Other). Confirm the terms with the author before reusing it.
- Where does init-deep come from?
- init-deep ships inside code-yeongyu/oh-my-openagent, a repository that contains 46 catalogued skills in total. The repository's 67,982 GitHub stars apply to that whole collection, not to this skill on its own.
Related skills
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Remove AI-generated code smells (slop) from branch changes or an explicit file list. Locks behavior with regression tests FIRST, then runs categorized cleanup via parallel `deep` agents in batches of 5, then verifies with quality gates. Covers 10 slop categories including performance equivalences, excessive complexity (object annotations, if/elif variant chains), and oversized modules (250+ pure LOC with mandatory modular refactoring). MUST USE when the user asks to "remove slop", "clean AI code", "deslop", "clean up AI-generated code", "remove AI slop", or wants to clean up AI-generated patterns from recent changes. Triggers - "remove ai slops", "clean ai code", "deslop", "cleanup AI generated", "remove AI slop", "clean up AI-generated code", "strip slop", "ai-slop cleanup".
Escalation skill for blocked or hard-to-reach web access — load it when a normal browse/fetch is blocked (WAF, 403, Cloudflare, JS-only render, login-gated, or a platform a generic fetcher cannot read). Tiered router: TIER 1 insane-search (headless extraction + WAF bypass via curl_cffi TLS impersonation, yt-dlp, Jina Reader, public APIs, Playwright real-Chrome fallback); TIER 1.5 agent-reach (platform-native readers for Chinese and social platforms: Xiaohongshu, Douyin, Weibo, Bilibili, V2EX, WeChat, plus Twitter/Reddit/LinkedIn/GitHub); TIER 2 Chrome stealth (CloakBrowser stealth Chromium + agent-browser CDP for clicks, forms, screenshots, video, cookie login). Triggers: blocked site, bypass bot detection, cloudflare/WAF bypass, scrape, stealth browser, import cookies, fill form, screenshot, play youtube, xiaohongshu, douyin, weibo, bilibili, v2ex, wechat article, podcast transcript. NOT for simple searches (use web-search) or plain fetches (use webfetch).