parallel-data-enrichment

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Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data.

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Sourceparallel-web/parallel-agent-skills
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NPX Install

npx skill4agent add parallel-web/parallel-agent-skills parallel-data-enrichment

SKILL.md Content

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

bash
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.

Setup

If 
parallel-cli
is not found, install and authenticate:
bash
curl -fsSL https://parallel.ai/install.sh | bash
If unable to install that way, install via pipx instead:
bash
pipx install "parallel-web-tools[cli]"
pipx ensurepath
Then authenticate:
bash
parallel-cli login
Or set an API key: 
export PARALLEL_API_KEY="your-key"