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modiqoAudits CLIs for agent readiness, generating runtime contracts
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CLIARE audits CLIs for agent readiness, inferring command shapes and generating CI scorecards. It addresses the gap between human-centric CLI design and agent interaction by providing an evidence-backed understanding of CLI capabilities, preconditions, and side effects, benefiting CLI maintainers, agent harness builders, and security reviewers.
How It Works
CLIARE operates as a black-box auditor, probing CLI runtime behavior under controlled conditions. It records evidence—filesystem changes, output, errors—to infer the command surface, detect side effects, and generate artifacts like command indexes and scorecards. This approach uniquely derives insights from observed behavior, unlike traditional methods relying on potentially outdated documentation.
Quick Start & Requirements
Installation is straightforward via cargo install cliare, a prebuilt binary script, or from source. The binary installer defaults to $HOME/.local/bin. No specific hardware prerequisites like GPUs are mentioned. Source installation requires Rust/Cargo.
Highlighted Details
command-index.json detailing command paths, flags, preconditions, and output contracts for agents.Maintenance & Community
The README does not detail specific community channels (e.g., Discord, Slack), notable contributors, sponsorships, or a public roadmap.
Licensing & Compatibility
Licensed under Apache-2.0, CLIARE is permissive for commercial use and integration with closed-source projects.
Limitations & Caveats
CLIARE functions as a runtime auditor for agent readiness, distinct from binary fuzzers focused on vulnerability discovery. It prioritizes the released binary as the source of truth, acknowledging potential discrepancies with documentation. Measurement effectiveness may require tuning profiles (quick, standard, deep) and advanced knobs for complex CLIs.
1 week ago
Inactive
wevm
aws
Piebald-AI