Research Cli Operator

What this skill is for

Use this skill when ACP work should be performed through deterministic local CLI commands instead of browser operation.

When to use it

• Cycle lifecycle control from the CLI.
• Export generation.
• Replay and participant-view inspection.
• Batch-friendly research workflows.

When not to use it

• Do not use it for manual participant browsing behavior.
• Do not use it to force invalid lifecycle transitions.
• Do not use it as a substitute for protocol conformance checks.

Inputs expected

• Cycle id when applicable
• JSON payload for create, contribution, response, feedback, or event commands
• Export mode when exporting
• Data directory or server context if non-default

Preflight / prerequisites

1. Run through scripts/relay-cli.sh --build when dist/ may be stale.
2. Validate payload shape before invoking mutating commands.
3. Decide whether the workflow is read-only or state-changing.

Workflow

1. Use scripts/relay-cli.sh for raw CLI access.
2. Use scripts/export-cycle.sh for deterministic export generation.
3. Capture stdout as evidence when the command supports JSON output.
4. Stop on lifecycle errors and inspect state before retrying.

Decision rules / judgment criteria

• CLI success is not enough if the resulting cycle state violates ACP semantics.
• Exports should be generated through Relay, not hand-assembled.
• Use the narrowest command that proves the requested behavior.

Escalation rules

Escalate when CLI output and server state disagree, when payload validation fails, or when the only path forward would require forcing state.

Available scripts

• scripts/relay-cli.sh
• scripts/export-cycle.sh [analysis|audit|minimal]

Outputs

• CLI-managed lifecycle results
• Export artifacts
• Participant view payloads
• Machine-readable command evidence

Failure handling

Preserve failing command output. Do not retry with broader flags until the lifecycle or payload reason is understood.

Trust / safety notes

CLI workflows can mutate real cycles. Keep operator intent explicit before running state-changing commands.

Composition notes

This is the backbone for pilot-cycle-review, export-generation, and public-hearing-end-to-end.

Examples to inspect next

Read examples/casebook.md for CLI success, lifecycle failure, ambiguity, and anti-pattern examples.

Evaluation hooks

Run scripts/relay-cli.sh --help through the repo CLI path, run scripts/export-cycle.sh on a known cycle, and run npm run skills:audit.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: jasontang-ai
• Source: jasontang-ai/acp
• License: Apache-2.0

Install and usage instructions live in the source repository linked above.