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Route code searches to the optimal tool: LEANN for semantic, AST-grep for structural, Morph/Grep for text. Use when choosing a search strategy. Trigger phrases: "which search tool", "find code pattern", "semantic vs text search".
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/DojoGenesis/plugins --skill search-tools命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Run a bounded kata roll over the project's bring queue — start a session with an explicit target (reps or minutes), surface and stage exactly one bring per tick, log the outcome only on the human's word, then advance. Use when the user says "start a roll", "roll for N reps", "do a 25-minute roll", "tick", "next rep", "resolve this tick", "skip this tick", or "pause/resume/end the roll".
Set up the kata roll in a project that already runs (or is starting) the bring loop — confirm bring/ exists, explain where the roll's own ledger lives, walk through the opt-in timer, and make the two-plugin coexistence with bring-loop explicit. Use when the user says "set up kata-harness", "install the roll plugin", "add rolls on top of bring-loop", or asks how the timed roll relates to their daily bring.
Produces markdown memory artifacts (conversation summaries, seed files, philosophical reflections, doc updates) and a dated compression log by distilling a long conversation into its essential decisions and learnings. For the lighter, routine end-of-session wrap-up, use `session-compression` instead — this skill is for a long conversation that needs the fuller multi-artifact treatment. Use when: "compress this context", "distill this conversation", "create a memory artifact", "condense this history", "extract key wisdom before handoff".
基于 SOC 职业分类
正在显示 SKILL.md
| name | search-tools |
| description | Route code searches to the optimal tool: LEANN for semantic, AST-grep for structural, Morph/Grep for text. Use when choosing a search strategy. Trigger phrases: "which search tool", "find code pattern", "semantic vs text search". |
| user-invocable | false |
When searching code, use this decision tree:
Need CONCEPTUAL/SEMANTIC search?
(how does X work, find patterns, understand architecture)
→ Use LEANN (/leann-search) - embedding-based semantic search
→ PreToolUse hook auto-redirects semantic Grep queries
Need to understand code STRUCTURE?
(find function calls, class usages, refactor patterns)
→ Use AST-grep (/ast-grep-find)
Need to find TEXT in code?
→ Use Morph (/morph-search) - 20x faster
→ If no Morph API key: fall back to Grep tool
Simple one-off search?
→ Use built-in Grep tool directly
| Tool | Best For | Requires |
|---|---|---|
| LEANN | Semantic search: "how does caching work", "error handling patterns", conceptual queries | Index built |
| AST-grep | Structural patterns: "find all calls to foo()", refactoring, find usages by type | MCP server |
| Morph | Fast text search: "find files mentioning error", grep across codebase | API key |
| Grep | Literal patterns, class/function names, regex | Nothing (built-in) |
LEANN (semantic/conceptual):
AST-grep (structural):
Morph (text search):
Grep (literal):
class ProviderAdapterdef __init__# Search with semantic query
leann search opc-dev "how does blackboard communication work" --top-k 5
# List available indexes
leann list
# Rebuild index (when code changes)
leann build opc-dev --docs dir1 dir2 --no-recompute --no-compact --force