Storing

CLI storage commands manage embedded chunks in Qdrant, Pinecone, or Weaviate.

Store

store reads embedded chunk JSON from --input-dir and upserts it.

ragrails store \
  --input-dir files/output/embedded/ \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333 \
  --batch-size 64

Output:

Inputs     : 12
Stored     : 12
Failed     : 0
Provider   : qdrant
Collection : support

Edit

edit re-embeds and replaces stored chunks by exact ID.

ragrails edit \
  --input-dir files/updated-chunks/ \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333 \
  --provider voyage \
  --model voyage-3

Delete

delete removes chunks by exact ID.

ragrails delete \
  --id refund-policy-0 \
  --id refund-policy-1 \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333

Options

`store`

Option	Default	Description
`--input-dir`	required	Folder of embedded chunk JSON files.
`--vector-db`	`qdrant`	`qdrant`, `qdrant_cloud`, `pinecone`, or `weaviate`.
`--collection`	config or none	Collection, index, or class name.
`--url`	config or none	Vector DB URL.
`--batch-size`	`64`	Chunks per upsert batch.

`edit`

Option	Default	Description
`--input-dir`	required	Folder of edited chunk JSON files.
`--provider` / `--model`	`voyage` / `voyage-3`	Embedding provider/model for re-embedding.
`--batch-size`	`64`	Chunks per edit batch.

`delete`

Option	Default	Description
`--id`	required	Chunk ID to delete. Repeatable.

Embedding

Create embedded JSON.

Maintenance

Refresh stale chunks.

Get Started

Workflows

Pipeline

Maintenance

Store

Edit

Delete

Options

`store`

`edit`

`delete`

Embedding

Maintenance

​Store

​Edit

​Delete

​Options

​store

​edit

​delete

Embedding

Maintenance

Store

Edit

Delete

Options

`store`

`edit`

`delete`