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1. touchstone touchstone Public

   A deterministic first-pass filter for unsupported claims in LLM output, computed without calling another LLM. Not a standalone hallucination detector. A spec plus reference implementation, shipped …

   Python

2. frame-check frame-check Public

   Structural framing analysis as an MCP server with deterministic detection. The caller's agent runs the judge, so Frame Check bears zero LLM cost per query.

   Python

3. cma cma Public

   Executable compound practice loop: capture failures and decisions, surface them at the moment of action, and measure whether warnings prevent repeats. Bash CLI + MCP server.

   Python