Background Agents

cd ~/gtm-workflows/customers/acme
cat >.env.deepline <<'ENV'
DEEPLINE_HOST_URL=https://code.deepline.com
DEEPLINE_API_KEY=dl_acme_workspace_key
ENV

deepline plays run account-refresh --json

cd ~/gtm-workflows/customers/acme
deepline plays check account-refresh.play.ts

deepline plays run plays/customers/acme/account-refresh.play.ts \
  --csv customers/acme/input/accounts.csv

# Set RUN_ID to the completed run ID printed by `plays run`.
deepline runs export "$RUN_ID" --out output/accounts-refreshed-2026-05-11.csv

deepline auth register \
  --org-name "Acme" \
  --agent-name "acme-nightly-enrichment"

deepline runs list --play account-refresh --json
RUN_ID="run-id-from-your-run-store"
deepline runs watch "$RUN_ID" --json

import { definePlay } from 'deepline';

type Account = {
  domain: string;
};

function exactCompanyLookupSql(domain: string): string {
  const normalizedDomain = domain.trim().toLowerCase().replaceAll("'", "''");
  return `SELECT normalized_domain, company_name, industry FROM companies WHERE normalized_domain = '${normalizedDomain}' LIMIT 1`;
}

export default definePlay(
  'account-refresh',
  async (ctx, input: { accounts: Account[] }) => {
    const rows = await ctx
      .dataset('account_refresh', input.accounts)
      .withColumn('company_signal', (account, rowCtx) =>
        rowCtx.tools.execute({
          id: 'company_signal',
          tool: 'free_simple_company_search',
          input: { sql: exactCompanyLookupSql(account.domain) },
          description: 'Refresh company context for this exact domain.',
        }),
      )
      .run({ key: 'domain' });

    return { rows };
  },
  {
    description: 'Refresh company context for an account list.',
    billing: { maxCreditsPerRun: 25 },
  },
);