Adapter

FORG for Shell scripts / CI agents

Shell scripts and CI jobs can send FORG signals around AI-powered automation, batch jobs, code review bots, and scheduled model calls.

Protocol-compatiblecustom
forg adapter init shell-ci

CI job telemetry

Emits structured FORG metadata for this workflow while keeping prompts, completions, and source code out of the signal payload.

Batch model usage

Emits structured FORG metadata for this workflow while keeping prompts, completions, and source code out of the signal payload.

Automation budgets

Emits structured FORG metadata for this workflow while keeping prompts, completions, and source code out of the signal payload.

Audit trails

Emits structured FORG metadata for this workflow while keeping prompts, completions, and source code out of the signal payload.

Need a deeper integration?

FORG's open adapter protocol lets any AI app, CLI, IDE, agent, or internal automation emit signed signals into the same control plane.

Read the protocol docs View all adapters