Data Enrichment

Enrich: $ARGUMENTS

Before starting

Inform the user that enrichment may take several minutes depending on the number of rows and fields requested.

Step 1: Start the enrichment

Use ONE of these command patterns (substitute user’s actual data):

For inline data:

parallel-cli enrich run --data '[{"company": "Google"}, {"company": "Microsoft"}]' --intent "CEO name and founding year" --target "output.csv" --no-wait

For CSV file:

parallel-cli enrich run --source-type csv --source "input.csv" --target "output.csv" --source-columns '[{"name": "company", "description": "Company name"}]' --intent "CEO name and founding year" --no-wait

IMPORTANT: Always include --no-wait so the command returns immediately instead of blocking.

Parse the output to extract the taskgroup_id and monitoring URL. Immediately tell the user:

• Enrichment has been kicked off
• The monitoring URL where they can track progress

Tell them they can background the polling step to continue working while it runs.

Step 2: Poll for results

parallel-cli enrich poll "$TASKGROUP_ID" --timeout 540

Important:

• Use --timeout 540 (9 minutes) to stay within tool execution limits

If the poll times out

Enrichment of large datasets can take longer than 9 minutes. If the poll exits without completing:

1. Tell the user the enrichment is still running server-side
2. Re-run the same parallel-cli enrich poll command to continue waiting

Response format

After step 1: Share the monitoring URL (for tracking progress).

After step 2:

1. Report number of rows enriched
2. Preview first few rows of the output CSV
3. Tell user the full path to the output CSV file

Do NOT re-share the monitoring URL after completion — the results are in the output file.

If parallel-cli is not found

If the command fails with “command not found”, stop immediately. Do NOT attempt to enrich the data yourself or use any other tools. Instead, tell the user:

1. parallel-cli is not installed
2. Run /parallel-setup to install it
3. Then retry their enrichment