CLI

Inspect a tactic:

lllm inspect examples.echo_service.tactics:build_tactic --json

inspect --json uses the public tactic metadata export and filters raw secret-shaped keys from examples and user metadata while preserving refs such as api_key_ref/apiKeyRef/apikeyref. Snake_case, kebab-case, camelCase, and collapsed lowercase secret keys such as api_key, x-api-key, apiKey, apikey, accessToken, accesstoken, clientSecret, clientsecret, cookie, set-cookie, and sessionCookie are treated consistently.

Serve a tactic:

lllm serve examples.echo_service.tactics:build_tactic --port 8000

Create a project:

lllm create plain my-tactic
lllm create pydantic-ai my-agent-service
lllm create native my-native-demo

The create command scaffolds a runnable tactic/service project. Package metadata is prepared later with PsiHub. Project names are normalized to portable slugs and must not contain percent escapes. Directory paths must be non-empty and unpadded.