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 as touchstone-mcp.
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.
Model Context Protocol server for the cma compound practice loop. Subprocess wrapper around the canonical bash cma binary; methodology-agnostic substrate; three-section payload (analysis + agent_guidance + provenance) on every response.
