From ai-analyst
Runs 4-layer validation stack on analysis findings. Embedded functionality in ask-question and run-analysis skills; do not invoke separately.
How this skill is triggered — by the user, by Claude, or both
Slash command
/ai-analyst:semantic-validationThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
This skill's core functionality has been absorbed into **ask-question and run-analysis**.
This skill's core functionality has been absorbed into ask-question and run-analysis.
When ask-question and run-analysis triggers, it automatically handles what semantic-validation used to do.
Do not invoke this skill directly. Use ask-question and run-analysis instead.
npx claudepluginhub ai-analyst-lab/ai-analyst-plugin --plugin ai-analystValidates analysis outputs against SPEC.md requirements using data quality checks. Enforces the rule that review must not start until all requirements have verified outputs.
Pairs success metrics with guardrail metrics to check for trade-offs in analysis. Embedded in ask-question and run-analysis skills; do not invoke separately.
Audit an agent skill with Semia inside Claude Code. Use when the user asks to run `semia scan <path>`, "Run Semia audit on this skill", or audit a skill/plugin for behavior risk.