Documentation update for title

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Yiorgis Gozadinos 2025-09-22 11:31:41 +03:00
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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
Key points:
- Uses a single `search_documents` tool to fetch relevant chunks
- Can be run with or without inline citations in the prompt
- Can be run with or without inline citations in the prompt (citations prefer
document titles when present, otherwise URIs)
- Returns a plain string answer
Python usage:

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@ -33,6 +33,9 @@ From file or URL:
```bash
haiku-rag add-src /path/to/document.pdf
haiku-rag add-src https://example.com/article.html
# Optionally set a humanreadable title stored in the DB schema
haiku-rag add-src /mnt/data/doc1.pdf --title "Q3 Financial Report"
```
!!! note
@ -83,6 +86,7 @@ haiku-rag ask "Who is the author of haiku.rag?" --cite
```
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.
When available, citations use the document title; otherwise they fall back to the URI.
## Research

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@ -15,6 +15,7 @@
- **Extended file format support**: Parse 40+ file formats including PDF, DOCX, HTML, Markdown, code files and more. Or add a URL!
- **MCP server**: Exposes functionality as MCP tools
- **CLI commands**: Access all functionality from your terminal
- Add sources from text, files, or URLs, optionally with a humanreadable title
- **Python client**: Call `haiku.rag` from your own python applications
## Quick Start
@ -42,6 +43,7 @@ async with HaikuRAG("database.lancedb") as client:
Or use the CLI:
```bash
haiku-rag add "Your document content"
haiku-rag add-src /path/to/document.pdf --title "Q3 Financial Report"
haiku-rag search "query"
haiku-rag ask "Who is the author of haiku.rag?"
haiku-rag migrate old_database.sqlite # Migrate from SQLite

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@ -23,6 +23,7 @@ From text:
doc = await client.create_document(
content="Your document content here",
uri="doc://example",
title="My Example Document", # optional humanreadable title
metadata={"source": "manual", "topic": "example"}
)
```
@ -54,12 +55,16 @@ doc = await client.create_document(
From file:
```python
doc = await client.create_document_from_source("path/to/document.pdf")
doc = await client.create_document_from_source(
"path/to/document.pdf", title="Project Brief"
)
```
From URL:
```python
doc = await client.create_document_from_source("https://example.com/article.html")
doc = await client.create_document_from_source(
"https://example.com/article.html", title="Example Article"
)
```
### Retrieving Documents
@ -159,6 +164,7 @@ for chunk, relevance_score in results:
print(f"Content: {chunk.content}")
print(f"From document: {chunk.document_id}")
print(f"Document URI: {chunk.document_uri}")
print(f"Document Title: {chunk.document_title}") # when available
print(f"Document metadata: {chunk.document_meta}")
```
@ -201,7 +207,7 @@ answer = await client.ask("Who is the author of haiku.rag?", cite=True)
print(answer)
```
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.
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.
The QA provider and model can be configured via environment variables (see [Configuration](configuration.md)).