ai-first-cli
Design command-line tools for predictable, parseable AI-agent use.
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- Updated May 30, 2026
Design command-line tools for predictable, parseable AI-agent use.
AI-First CLI presents twelve principles for agent-facing command-line tools: structured output, clean stdout and stderr, actionable stable errors, non-interactive flags, raw API-shaped payloads, guardrails, token-frugal responses, and deterministic contracts. It includes a source-checked Vercel case study, self-audit checklist, and installable Claude skill. This is a design discipline, not a CLI framework.
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Capabilities
Diagnose and repair Claude Desktop third-party model configuration gaps
Turn an existing website into a deployable conversational agentfront.
Audience
Public GitHub facts last synced Jul 10, 2026.
Turn a repository's structure into an editable, interactive architecture map.
Install coding guidance distilled from s4.codes videos as a Claude skill.