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1. pic-standard/pic-standard pic-standard/pic-standard Public

   Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify intent, provenance, and evidence before high-impact tool calls.

   Python 41 20

2. neural-computation-protocol neural-computation-protocol Public

   Neural Computation Protocol (NCP): composable, sandboxed Bricks + graphs for auditable, replayable agentic systems.

   Rust 15 1

3. vibe-revert vibe-revert Public

   Rollback and safety for AI coding agents and vibe coders: flag risky changes and restore project files, including uncommitted work, to their pre-session state.

   TypeScript

4. command-scope-contract command-scope-contract Public

   Bounded shell and CLI execution for AI agents: structured contracts, policy-gated execution, hardened Linux runtime enforcement, and signed receipts.

   Python 2

5. ghost-reader ghost-reader Public

   Token-frugal web reader for AI agents. Staged extraction (raw HTML → embedded framework JSON → browser fallback) cuts agent input tokens by ~20× vs browser-everything approaches.

   HTML

6. effectline effectline Public

   Trace what an agent's actions depended on, and what becomes affected when those dependencies fail.