Ingestion
| Command | Description |
|---|---|
ragrails setup-url [--browser] | Install Playwright browser for URL ingestion |
ragrails scrape URL... [options] | Scrape one or more URLs |
ragrails parse [--folder] [--files] [options] | Parse local documents |
ragrails fetch URL [options] | Fetch a REST API endpoint |
Chunking
| Command | Description |
|---|---|
ragrails chunk --input-dir --output-dir [options] | Chunk ingestion output JSON files |
Embedding
| Command | Description |
|---|---|
ragrails embed --input-dir --output-dir [options] | Embed chunk JSON files |
Storing
| Command | Description |
|---|---|
ragrails store --input-dir --vector-db --collection [options] | Store embedded chunks |
ragrails edit --input-dir --vector-db --collection [options] | Re-embed and replace stored chunks |
ragrails delete --id --vector-db --collection [options] | Delete stored chunks by ID |
Retrieval
| Command | Description |
|---|---|
ragrails retrieve QUERY --vector-db --collection [options] | Retrieve relevant chunks |
Pipeline
| Command | Description |
|---|---|
ragrails ingest [--docs] [--folder] [--source-url] [options] | Full ingest pipeline |
ragrails query QUERY --vector-db --collection [options] | Query pipeline |
Chat
| Command | Description |
|---|---|
ragrails chat [QUERY] [options] | One-shot chat turn, or interactive REPL if no query given |