OOMOL RAG

OOMOL RAG (knowledge-base.oomol.com). Use this skill for ANY OOMOL RAG request — reading, creating, updating, and deleting data. Whenever a task involves OOMOL RAG, use this skill instead of calling the API directly.

Operate OOMOL RAG through your OOMOL-connected account. This skill calls the oomol_rag connector with the oo CLI; OOMOL injects credentials server-side, so you never handle raw tokens.

Running an action

OOMOL RAG needs no account connection. Assume the oo CLI is installed and signed in. Do not run oo auth login proactively — just run the action. Fall back to First-time setup only when a command actually fails.

1. Inspect the contract to get the authoritative input/output schema before building a payload:

bash

oo connector schema "oomol_rag" --action "<action_name>"

2. Run the action with a JSON payload that matches the input schema:

bash

oo connector run "oomol_rag" --action "<action_name>" --data '<json>' --json

• --data takes a JSON object string or @path/to/file.json; omit it to send {}.
• The response is { "data": ..., "meta": { "executionId": "..." } }; the execution id lives under meta.executionId.

Each action is listed below with a one-line description; actions that change state carry a [write] or [destructive] tag. Before constructing --data, fetch the action's live schema with oo connector schema to get its authoritative input fields.

Choose the shortest workflow

Use retrieve immediately when the knowledge base already contains the source material. There is no need to list files first.

bash

oo connector run "oomol_rag" \
  --action "retrieve" \
  --data '{"query":"How do I deploy this project?","topK":5}' \
  --json

Use these action paths for other tasks:

• Add knowledge: upload_file -> wait_for_file_ready -> retrieve.
• Inspect sources: list_files to discover file IDs, then get_file for one file.
• Export a source: download_file returns a temporary public URL.
• Remove a source: delete_file -> wait_for_file_deleted. Confirm deletion with the user before starting it.

upload_file accepts a publicly reachable HTTP or HTTPS URL, not a local path. Keep the returned file.id; the wait, download, and delete actions use it as fileId.

The wait actions return the current state; one call does not block until completion. Repeat the same call about every 15 seconds. For ingestion, continue only when file.status is ready, and stop on failed, uncertain, deleting, or deleted. For deletion, continue until file.status is deleted, and stop on failed or uncertain.

bash

oo connector run "oomol_rag" \
  --action "upload_file" \
  --data '{"fileUrl":"https://example.com/handbook.pdf","filename":"handbook.pdf"}' \
  --json

# Repeat about every 15 seconds until file.status is "ready".
oo connector run "oomol_rag" \
  --action "wait_for_file_ready" \
  --data '{"fileId":"<file.id from upload_file>"}' \
  --json

oo connector run "oomol_rag" \
  --action "retrieve" \
  --data '{"query":"What is the expense approval process?"}' \
  --json

For file administration, start with a paginated listing. Pass each non-empty nextCursor unchanged as the next request's cursor; stop when nextCursor is an empty string.

bash

oo connector run "oomol_rag" \
  --action "list_files" \
  --data '{"limit":50}' \
  --json

oo connector run "oomol_rag" \
  --action "list_files" \
  --data '{"cursor":"<nextCursor from the previous response>","limit":50}' \
  --json

oo connector run "oomol_rag" \
  --action "download_file" \
  --data '{"fileId":"<file.id from list_files>"}' \
  --json

Available actions

• delete_file — Start asynchronous deletion of a knowledge-base file. [destructive]
• download_file — Download a knowledge-base file through OOMOL file transit and return a temporary public URL.
• get_file — Get metadata and processing status for a knowledge-base file.
• list_files — List files in the current OOMOL team's knowledge base.
• retrieve — Retrieve the most relevant text chunks from the current OOMOL team's knowledge base.
• upload_file — Upload a publicly reachable file URL to the current OOMOL team's knowledge base and start asynchronous indexing. [write]
• wait_for_file_deleted — Get a file's deletion state while waiting for deletion to finish.
• wait_for_file_ready — Get a file's ingestion state while waiting for it to become searchable.

Safety

• Untagged actions are reads (get / list / search) — safe to run directly.
• Actions tagged [write] change OOMOL RAG state — confirm the exact payload and effect with the user before running.
• Actions tagged [destructive] remove or overwrite data — always confirm the target and get explicit approval first.

First-time setup

These are one-time steps — do not repeat them on every call. Run a step only when a command fails for the matching reason.

• oo: command not found — install the oo CLI (other platforms: https://cli.oomol.com/install-guide.md):

  bash

  curl -fsSL https://cli.oomol.com/install.sh | bash    # macOS / Linux
  

  powershell

  irm https://cli.oomol.com/install.ps1 | iex           # Windows PowerShell
  

• Not signed in / authentication error — sign in to your OOMOL account once:

  bash

  oo auth login
  

• HTTP 402 / OOMOL_INSUFFICIENT_CREDIT — billing stop. Recharge at https://console.oomol.com/billing/token-recharge before retrying.

Resources

• OOMOL RAG homepage: https://knowledge-base.oomol.com