Agent First Interface — scaffold CLI, MCP, and HTTP interfaces for agent-first tools.
Project description
afi-cli
Agent First Interface — scaffold tools whose primary consumer is an AI agent, not a human.
From a single source of truth, afi-cli generates three interface surfaces, each shaped by a different agent-ergonomic principle:
- CLI — with a
learnaffordance so an agent can introspect the tool and author its own usage skill (not just read--help). - MCP server — a deliberately minimal menu, tuned for low surface area over maximal API coverage.
- HTTP site — markdown pages plus a sitemap, navigable by any agent with a fetch tool.
Part of the AgentCulture OSS org — see docs/agentculture.md for the org, its paradigm, and how afi-cli is foundational to it. The design brief is in docs/agent-first.md; the concrete rubric that afi cli verify enforces is in docs/rubric.md.
Install
uv tool install afi-cli
Then afi --version should work on your PATH. uv tool install is the supported path — not pip install.
Usage
Every afi command supports --json where it produces a listing or report, and respects the exit-code policy (0 success / 1 user error / 2 env error).
Introspect
afi learn # structured self-teaching prompt for an agent
afi learn --json # same, as a JSON payload
afi explain cli cite # markdown docs for any noun/verb path
afi explain afi # top-level map
CLI scaffolding
afi cli cite [path] # emit the agent-first reference tree into
# <path>/.afi/reference/python-cli/ (tokens left literal,
# adds `.afi/` to .gitignore)
afi cli verify [path] # audit a CLI at <path> against the five-bundle rubric
afi cli verify . --json # full structured report
afi cli verify . --strict # treat warnings as failures
afi cli cite writes only under .afi/ plus one line in .gitignore — it never modifies the rest of the target project. The emitted tree has literal {{project_name}}, {{slug}}, {{module}} tokens; an agent reads the accompanying AGENT.md and applies the pattern to the host project on its own terms.
afi cli verify is a hybrid auditor: static checks for repo structure (pyproject.toml, tests/) and black-box subprocess probes for behavior (learn, --json, error discipline, explain). Every failure includes a concrete remediation pointer.
MCP / HTTP
Not implemented yet. Planned for v0.4 / v0.5.
Develop
uv sync # install + dev deps
uv run pytest -n auto -v # tests (includes the self-verify acceptance gate)
uv run afi cli verify . # same gate, interactive
uv run pre-commit install # enable lint hooks
The tests/test_self_verify.py acceptance gate runs the rubric in-process against the repo root; any regression that breaks a bundle blocks the commit.
See CLAUDE.md for design intent and full command reference.
License
MIT. © 2026 Ori Nachum / AgentCulture.
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