culture afi and universal verbs

Culture ships the Agent First Interface (afi) as a first-class namespace. culture afi is powered by the standalone afi-cli (Python package afi). afi generates and audits agent-first CLIs, MCP servers, and HTTP sites — and models, on itself, every pattern it enforces on others.

Two affordances:

culture afi <anything>

A full passthrough to the standalone afi CLI. Everything after culture afi is forwarded verbatim to the argparse app. Exit codes propagate.

culture afi --version
culture afi explain
culture afi learn
culture afi cli verify .

culture afi --help shows the underlying afi argparse help, not culture’s.

afi itself is argparse-based and exposes a library-grade afi.cli.main(argv) -> int entry point. Culture embeds it in-process via the shared passthrough helper at culture/cli/_passthrough.py; stdout and stderr from afi are captured cleanly and exit codes are preserved.

Universal verbs: explain / overview / learn

Three verbs live at the root of the culture command tree. Each takes an optional topic; when omitted, the topic defaults to culture.

Verb Meaning
explain afi Full markdown description of afi (routes to afi explain)
overview afi Shallow map of afi (routes to afi overview)
learn afi Agent-facing onboarding prompt for operating afi
culture explain afi    # markdown docs for afi root
culture overview afi   # shallow map
culture learn afi      # agent onboarding prompt for afi

All three verbs are live from culture 8.1.0 + afi-cli 0.3.0 onward; the overview verb and its rubric bundle were added in agentculture/afi-cli#5.

Each namespace owns its own

Culture is pure plumbing — the dispatcher at culture/cli/introspect.py maps topics to handlers, and the shared embedder at culture/cli/_passthrough.py provides the in-process call, output capture, and SystemExit translation. afi.py is a thin adapter: it supplies the package-specific entry callable and one call to _passthrough.register_topic. Adding another namespace that wraps a sibling CLI follows the same recipe.

Sibling namespaces

Namespace Backing CLI State
culture devex agex-cli (agent_experience) Registered
culture afi afi-cli (afi) Registered
culture identity future zehut-cli Coming soon
culture secret future shushu-cli Coming soon

Culture uses English for its first-class nouns; the underlying CLIs keep their brand names. culture explain is the always-current source of truth for which namespaces are ready vs. coming soon.

See also

  • culture devex and universal verbs — the parallel passthrough for the developer-experience CLI, and the full handler protocol for namespace authors.
  • afi-cli on GitHub — the standalone tool, its rubric, and the spec for what makes a CLI agent-first.