Use it for

  • Investigate spend, conversion and pacing changes across connected accounts.
  • Generate reporting and prepare a proposed campaign change for an authorised reviewer.

Before you open it

Public source code; self-hosting or LangChain-managed deployment options may require infrastructure and connected platform accounts.

  • Python 3.11+ and uv for local setup.
  • Read-only platform connections for analysis; a separate write policy and authorised reviewer for live changes.
GIVE CREDIT WHERE IT BELONGS

The people behind the resource

Resource notes and library artwork curated by Paid Media Collective. The original work belongs to the contributors credited above. Inclusion does not imply a partnership or a member submission.

Apache-2.0. Review the repository licence and security guidance before deployment.

Source review and practical limitations

Provider overview reviewed · 25 October 2026. We reviewed the source to the level stated here; tools, courses and account workflows have not been tested end to end.

Update date shown by the source: 25 October 2026.

  • Source code and README were reviewed; it was not installed or connected to an ad account.
  • Available platforms, metrics and actions depend on configured integrations and permissions.
  • Live changes are described as off by default and subject to a write policy and reviewer approval.