parallel-data-enrichment

Original：🇺🇸 English

Translated

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.

1installs

Sourceparallel-web/agent-skills

Added on2026-02-07

NPX Install

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

SKILL.md Content

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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:

Tell the user the enrichment is still running server-side
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:

Report number of rows enriched
Preview first few rows of the output CSV
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"

parallel-data-enrichment

NPX Install

Tags

SKILL.md Content

Data Enrichment

Before starting

Step 1: Start the enrichment

Step 2: Poll for results

If the poll times out

Response format

Setup