doc-search

Search a local document library (Obsidian vault, wiki, notes, etc.) using BM25 inverted index + LLM query expansion + grep for precise location. Use when the user asks to find, look up, or search for information in their local docs/notes/vault.Triggers on "find in docs", "look up X in vault", "搜索文档", "查找笔记", "文档里有没有"

BM25 inverted index + LLM query expansion + grep. Zero external dependencies.

Workflow

Follow these steps in order every time:

Step 1 — Resolve docs_dir

Check if the user mentioned a docs directory. If not, ask:

"Which directory should I search? (e.g. ~/obsidian, ~/notes)"

Step 2 — Check index exists

bash

ls <docs_dir>/.cache/index.json

• If missing → go to Step 3 (build index first)
• If exists → skip to Step 4

Step 3 — Build index

bash

python3 ~/.claude/skills/doc-search/scripts/build_index.py <docs_dir>

Index saved to <docs_dir>/.doc-search/index.json. Incremental on subsequent runs.

Step 4 — Expand query terms

Before searching, expand the user's query to cover synonyms, Chinese/English variants, and likely headings. Combine into one string:

text

"获取音色列表" → "获取 查询 list voice 音色 tts ListVoice 音色列表"

Step 5 — BM25 search

bash

python3 ~/.claude/skills/doc-search/scripts/search.py "<expanded query>" \
  --docs-dir <docs_dir> --topk 5

Output: JSON array [{path, rel, score, title, summary}, ...]

Step 6 — Grep top-K for precise location

For each result file, grep with the original keywords:

bash

grep -ni -e "keyword1" -e "keyword2" /path/to/doc.md

Report file path + matching line numbers to the user.

Options

Flag	Default	Description
--topk	5	Number of BM25 results
--ext	md,txt,rst,org	File extensions to index
--index	<docs_dir>/.doc-search/index.json	Override index path