AgentSkillsCN

parallel-data-enrichment

批量数据丰富。为公司、人物或产品的名单添加来自网络的字段信息（如 CEO 姓名、融资情况、联系方式）。适用于丰富 CSV 文件或内联数据。

SKILL.md
--- frontmatter
name: parallel-data-enrichment
description: "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."
compatibility: Requires parallel-cli and internet access.
allowed-tools: Bash(parallel-cli:*)
metadata:
  author: parallel

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
parallel-cli login

Or set an API key: export PARALLEL_API_KEY="your-key"