Lightflow Integration Guide for Claude Code & Claude Desktop

When orchestrating multi-step workflows with side effects (e.g., database migrations, API batch modifications, code deployments, or multi-stage reports), use Lightflow to guarantee topological execution order, atomic state checkpoints, and human-in-the-loop approval gates.

CLI Commands

When working via the bash tool in Claude Code (python3 -m lightflow is equivalent to lightflow whenever the console script is not on PATH):

# 1. Validate manifest
lightflow dry_run --lightflow=lightflow.yaml

# 2. Start run (supports --payload='{...}', --payload=@file.json, or --payload_file=file.json)
lightflow start --lightflow=lightflow.yaml --log_id=my_run --payload='{}'

# 3. Check status (exit 0 done, 1 failed, 2 paused, 3 no state, 4 running, 5 waiting on a poll;
#    prints Passport path + per-stage lines with failure/pending progress messages;
#    add --verbose for payload, per-key provenance + Mermaid). --lightflow is
#    optional for runs started by this version. `lightflow list` shows all runs.
lightflow status --log_id=my_run

# 4. Resume paused gate after user approval (--resolution=APPROVE sets
#    approved=true automatically; --payload only needs the keys the gate's
#    json_schema requires; --lightflow optional as for status)
lightflow resume --log_id=my_run \
  --stage=approve --resolution=APPROVE --payload='{}'

Guardrail Rules for Agents

• Scaffolding new workflows (create_lightflow): When asked to build a new Lightflow workflow, run the create_lightflow meta-workflow that ships in the Lightflow repository to step through design alignment, AST + unit test verification, and dry_run + visualizer.html proof. Run it from a clone of github.com/google/lightflow, or pass the absolute path to examples/create_lightflow in your clone: lightflow start --lightflow=/path/to/lightflow/examples/create_lightflow --log_id=scaffold_<name>.
• Follow operator_action gates: If a workflow exits with code 2 (SUSPENDED), follow the stage's instructions, then resume with a payload matching its json_schema. The resume stamp records who decided and from which session.
• Prefer resume over start --force after failures: Lightflow's append-only Passport preserves completed stages so side effects are never duplicated. Fix the failing action and call resume.