Documentation update for title
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4 changed files with 17 additions and 4 deletions
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@ -13,7 +13,8 @@ The simple QA agent answers a single question using the knowledge base. It retri
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Key points:
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- Uses a single `search_documents` tool to fetch relevant chunks
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- Can be run with or without inline citations in the prompt
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- Can be run with or without inline citations in the prompt (citations prefer
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document titles when present, otherwise URIs)
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- Returns a plain string answer
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Python usage:
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@ -33,6 +33,9 @@ From file or URL:
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```bash
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haiku-rag add-src /path/to/document.pdf
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haiku-rag add-src https://example.com/article.html
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# Optionally set a human‑readable title stored in the DB schema
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haiku-rag add-src /mnt/data/doc1.pdf --title "Q3 Financial Report"
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```
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!!! note
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@ -83,6 +86,7 @@ haiku-rag ask "Who is the author of haiku.rag?" --cite
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```
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The QA agent will search your documents for relevant information and provide a comprehensive answer. With `--cite`, responses include citations showing which documents were used.
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When available, citations use the document title; otherwise they fall back to the URI.
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## Research
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@ -15,6 +15,7 @@
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- **Extended file format support**: Parse 40+ file formats including PDF, DOCX, HTML, Markdown, code files and more. Or add a URL!
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- **MCP server**: Exposes functionality as MCP tools
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- **CLI commands**: Access all functionality from your terminal
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- Add sources from text, files, or URLs, optionally with a human‑readable title
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- **Python client**: Call `haiku.rag` from your own python applications
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## Quick Start
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@ -42,6 +43,7 @@ async with HaikuRAG("database.lancedb") as client:
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Or use the CLI:
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```bash
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haiku-rag add "Your document content"
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haiku-rag add-src /path/to/document.pdf --title "Q3 Financial Report"
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haiku-rag search "query"
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haiku-rag ask "Who is the author of haiku.rag?"
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haiku-rag migrate old_database.sqlite # Migrate from SQLite
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@ -23,6 +23,7 @@ From text:
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doc = await client.create_document(
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content="Your document content here",
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uri="doc://example",
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title="My Example Document", # optional human‑readable title
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metadata={"source": "manual", "topic": "example"}
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)
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```
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@ -54,12 +55,16 @@ doc = await client.create_document(
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From file:
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```python
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doc = await client.create_document_from_source("path/to/document.pdf")
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doc = await client.create_document_from_source(
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"path/to/document.pdf", title="Project Brief"
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)
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```
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From URL:
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```python
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doc = await client.create_document_from_source("https://example.com/article.html")
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doc = await client.create_document_from_source(
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"https://example.com/article.html", title="Example Article"
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)
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```
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### Retrieving Documents
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@ -159,6 +164,7 @@ for chunk, relevance_score in results:
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print(f"Content: {chunk.content}")
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print(f"From document: {chunk.document_id}")
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print(f"Document URI: {chunk.document_uri}")
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print(f"Document Title: {chunk.document_title}") # when available
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print(f"Document metadata: {chunk.document_meta}")
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```
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@ -201,7 +207,7 @@ answer = await client.ask("Who is the author of haiku.rag?", cite=True)
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print(answer)
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```
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The QA agent will search your documents for relevant information and use the configured LLM to generate a comprehensive answer. With `cite=True`, responses include citations showing which documents were used as sources.
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The QA agent will search your documents for relevant information and use the configured LLM to generate a comprehensive answer. With `cite=True`, responses include citations showing which documents were used as sources. Citations prefer the document title when present, otherwise they use the URI.
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The QA provider and model can be configured via environment variables (see [Configuration](configuration.md)).
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