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Documents previously-undocumented surface area surfaced by onboarding feedback and the bench discoverability report: - README: collection filtering (-c semantics), collection show/include/exclude/ update-cmd, --intent/--no-rerank/-C/--full-path, --format <kind> (legacy output booleans noted as aliases), vector-search/deep-search aliases, embed memory flags, a sample --explain trace, MCP tool parameter reference, qmd doctor/init, get :from:count + --no-line-numbers, and a Benchmarking section for qmd bench. - README: removed the misleading `qmd update --pull` example; --pull is parsed but never consumed, so it points to `qmd collection update-cmd` (the real per-collection pre-reindex mechanism) instead. - docs/SYNTAX.md: drop the non-existent `q` MCP parameter (the query tool/REST endpoint accept only `searches`); add a Scoping section. - server.ts: buildInstructions now advertises the plural `collections` parameter to match the schema (singular was silently stripped, yielding unscoped results), and the `get` instruction documents the full file.md:from:count range suffix instead of only file.md:100. Refs #25, #181, #217, #372, #520, #576
197 lines
5.8 KiB
Markdown
197 lines
5.8 KiB
Markdown
# QMD Query Syntax
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QMD queries are structured documents with typed sub-queries. Each line specifies a search type and query text.
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## Grammar
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```ebnf
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query = expand_query | query_document ;
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expand_query = text | explicit_expand ;
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explicit_expand= "expand:" text ;
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query_document = [ intent_line ] { typed_line } ;
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intent_line = "intent:" text newline ;
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typed_line = type ":" text newline ;
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type = "lex" | "vec" | "hyde" ;
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text = quoted_phrase | plain_text ;
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quoted_phrase = '"' { character } '"' ;
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plain_text = { character } ;
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newline = "\n" ;
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```
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## Query Types
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| Type | Method | Description |
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|------|--------|-------------|
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| `lex` | BM25 | Keyword search with exact matching |
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| `vec` | Vector | Semantic similarity search |
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| `hyde` | Vector | Hypothetical document embedding |
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## Default Behavior
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A QMD query is either a single expand query or a multi-line query document. Any single-line query with no prefix is treated as an expand query and passed to the expansion model, which emits lex, vec, and hyde variants automatically.
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```
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# These are equivalent and cannot be combined with typed lines:
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how does authentication work
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expand: how does authentication work
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```
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## Lex Query Syntax
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Lex queries support special syntax for precise keyword matching:
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```ebnf
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lex_query = { lex_term } ;
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lex_term = negation | phrase | word ;
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negation = "-" ( phrase | word ) ;
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phrase = '"' { character } '"' ;
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word = { letter | digit | "'" } ;
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```
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| Syntax | Meaning | Example |
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|--------|---------|---------|
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| `word` | Prefix match | `perf` matches "performance" |
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| `"phrase"` | Exact phrase | `"rate limiter"` |
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| `-word` | Exclude term | `-sports` |
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| `-"phrase"` | Exclude phrase | `-"test data"` |
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### Examples
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```
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lex: CAP theorem consistency
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lex: "machine learning" -"deep learning"
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lex: auth -oauth -saml
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```
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## Vec Query Syntax
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Vec queries are natural language questions. No special syntax — just write what you're looking for.
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```
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vec: how does the rate limiter handle burst traffic
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vec: what is the tradeoff between consistency and availability
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```
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## Hyde Query Syntax
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Hyde queries are hypothetical answer passages (50-100 words). Write what you expect the answer to look like.
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```
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hyde: The rate limiter uses a sliding window algorithm with a 60-second window. When a client exceeds 100 requests per minute, subsequent requests return 429 Too Many Requests.
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```
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## Multi-Line Queries
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Combine multiple query types for best results. First query gets 2x weight in fusion.
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```
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lex: rate limiter algorithm
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vec: how does rate limiting work in the API
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hyde: The API implements rate limiting using a token bucket algorithm...
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```
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## Expand Queries
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An expand query stands alone; it's not mixed with typed lines. You can either rely on the default untyped form or add the explicit `expand:` prefix:
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```
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expand: error handling best practices
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# equivalent
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error handling best practices
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```
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Both forms call the local query expansion model, which generates lex, vec, and hyde variations automatically.
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## Intent
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An optional `intent:` line provides background context to disambiguate ambiguous queries. It steers query expansion, reranking, and snippet extraction but does not search on its own.
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- At most one `intent:` line per query document
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- `intent:` cannot appear alone — at least one `lex:`, `vec:`, or `hyde:` line is required
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- Intent is also available via the `--intent` CLI flag or MCP `intent` parameter
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```
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intent: web page load times and Core Web Vitals
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lex: performance
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vec: how to improve performance
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```
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Without intent, "performance" is ambiguous (web-perf? team health? fitness?). With intent, the search pipeline preferentially selects and ranks web-performance content.
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## Constraints
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- Top-level query must be either a standalone expand query or a multi-line document
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- Query documents allow only `lex`, `vec`, `hyde`, and `intent` typed lines (no `expand:` inside)
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- `lex` syntax (`-term`, `"phrase"`) only works in lex queries
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- At most one `intent:` line per query document; cannot appear alone
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- Empty lines are ignored
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- Leading/trailing whitespace is trimmed
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## Scoping
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Restrict queries to specific collections with `-c` (CLI) or `collections` (MCP/SDK):
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```bash
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# CLI — by collection name (see `qmd collection list`)
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qmd query -c docs "how does auth work"
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qmd query -c docs -c notes $'lex: auth\nvec: authentication flow'
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```
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For MCP / HTTP, pass a plural `collections` array (OR match):
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```json
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{ "searches": [ { "type": "lex", "query": "auth" } ], "collections": ["docs", "notes"] }
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```
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`-c`/`collections` matches by collection name and works from any directory.
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Multiple values are OR-combined. Without scoping, all default-included collections
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are searched; collections marked excluded (`qmd collection exclude <name>`) are
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skipped unless explicitly named. In MCP the parameter is the plural `collections`
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array — a singular `collection` is silently ignored.
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## MCP/HTTP API
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The `query` tool (and the REST `/query` endpoint) accept a structured query with a
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`searches` array. There is no `q` string parameter — `searches` is required:
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```json
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{
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"searches": [
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{ "type": "lex", "query": "CAP theorem" },
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{ "type": "vec", "query": "consistency vs availability" }
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],
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"collections": ["docs"],
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"limit": 10
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}
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```
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With intent:
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```json
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{
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"searches": [
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{ "type": "lex", "query": "performance" }
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],
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"intent": "web page load times and Core Web Vitals"
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}
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```
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## CLI
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```bash
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# Single line (implicit expand)
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qmd query "how does auth work"
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# Multi-line with types
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qmd query $'lex: auth token\nvec: how does authentication work'
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# Structured
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qmd query $'lex: keywords\nvec: question\nhyde: hypothetical answer...'
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# With intent (inline)
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qmd query $'intent: web performance and latency\nlex: performance\nvec: how to improve performance'
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# With intent (flag)
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qmd query --intent "web performance and latency" "performance"
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```
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