/ask — Question Answering

Fast answers from your vault. Uses QMD hybrid search (BM25 + vector + rerank) when available, with automatic fallback to vault grep.

Context

Config: @_core/config.yaml

Input

User input: $ARGUMENTS

Processing Steps

Step 1: Detect Search Backend

Check if QMD MCP tools are available in the current session:

1. •Try qmd_status (MCP tool) to check QMD availability and index state.
2. •Evaluate result:
   • •QMD available AND has embedded docs → use QMD mode
   • •QMD available but 0 embedded docs → use Fallback mode + hint
   • •QMD not available (tool missing/error) → use Fallback mode

Step 2: Parse Question

• •Detect project if mentioned
• •Identify question type:
  • •"what did we decide about X" → decisions
  • •"who's blocked" → blockers
  • •"find doc for X" → docs
  • •"status of X" → index

Step 3A: QMD Mode (preferred)

When QMD is available and indexed:

1. •Deep search: Call qmd_deep_search with the user's question.
   • •Use collection filter from config: _core/config.yaml → qmd.collection_name (default: pm-kit)
   • •Cap results: use qmd.max_results from config (default: 8)
2. •Retrieve top docs: Call qmd_get or qmd_multi_get for the top-scored results.
   • •Apply minimum score threshold from config: qmd.min_score (default: 0.35)
3. •Synthesize answer: Read the retrieved content and produce a grounded answer with source citations.

Step 3B: Fallback Mode (vault grep)

When QMD is not available or not indexed:

1. •

   Search Strategy

   Question Type	Search Path
   Decisions	decisions/{project}/*.md
   Blockers	blockers/{project}/*.md
   Docs	docs/{project}/*.md, docs/general/*.md
   Status	index/{project}.md
   General	All folders

2. •

   Search Methods

   • •Filename match first (fastest — naming-as-API)
   • •Frontmatter field match
   • •Content grep (slower)

Step 4: Return Answer

Output Format

With results

## Answer

{Direct answer — 1-3 sentences, grounded in source content}

### Sources
- `{file-path}` — {brief context why this source is relevant}
- `{file-path}` — {brief context}

### Search Mode
{QMD (deep) | Fallback (vault grep)}

No results

## No Results Found

Searched: {folders or QMD collection}
Query: "{query}"

**Suggestions**:
- Try broader terms
- Check spelling
- Run `qmd embed` if QMD is installed but not indexed

### Search Mode
{QMD (deep) | Fallback (vault grep)}

Fallback mode hint

When running in Fallback mode, append after the answer:

Tip: Install QMD for smarter search with semantic understanding. See handbook/QMD_INTEGRATION.md for setup.