AST MCPast-mcp
Guides

Skill evaluations

Validate fixtures and measure direct MCP transcript evidence.

The bundled skill includes semantic fixtures and transcript measurement utilities.

Validate the fixture matrix

bun run evals:check

This checks identifiers, expected tools, input shapes, and assertions across the maintained evaluation suite.

Measure a transcript

bun run evals:measure <session.jsonl>

Measurement inventories direct MCP records and statically visible tools.mcp__ast_mcp__* calls inside top-level Codex exec source.

Put exactly one ast-mcp-eval:<id> marker in the evaluation prompt or direct record input. Marked nested exec evidence and multiple markers fail closed because an outer result cannot prove each nested call.

Strict scoring

bun run evals:score <session.jsonl>

Use strict scoring only for a complete marked matrix. It verifies schema-relevant inputs, workspace-root compliance, required sequencing, expected output evidence, fixture assertions, and a successful output bound to every direct call.

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