CLIARE
modiqo
Rust tool that probes a CLI as a black box and scores how ready it is for AI agents to drive.
What is CLIARE?
CLIARE measures command-line tools for "agent readiness": it runs a binary under bounded controls, records real runtime behavior, and produces command indexes, issue ledgers, scorecards and agent skills - positioned as "OpenAPI/Swagger for CLIs, but generated from runtime evidence rather than hand-written docs." It flags unsafe discovery side effects, missing help coverage and precondition blockers, and plugs into CI via a GitHub Action.
Pros & Cons
Pros
- Novel angle: infers CLI behavior from runtime evidence instead of trusting hand-written docs
- Produces CI-friendly artifacts (scorecards, JSON/YAML, markdown) and persona-specific reports
- Written in Rust and ships a GitHub Action for CI integration
Cons
- Very early (v0.1.9) - the output format and scoring model are likely to change
- Niche: only useful if you're specifically hardening a CLI for agent consumption
- Black-box probing means result quality depends on how well its bounded runs exercise your tool
License
Apache-2.0 (OSI-open)
When it is interesting
You maintain a CLI and want an evidence-based scorecard of how well agents can drive it, wired into CI.
When it is too early
You just want CLI docs for humans, or you need a stable versioned spec rather than a pre-1.0 measurement format.
This repo featured in the 2026-07 edition of the Open-Source AI Radar.
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