KEYSTONE skill for the analytics-skills methodology. MUST trigger EVERY TIME a headline analytical query is about to be run — that is, the query whose result will appear in the writeup or inform the decision. This skill REFUSES to run the headline query until a written prediction (point estimate, range, reasoning, confidence, surprise condition) has been logged to the methodology DB via the CLI. After the query runs, this skill compares predicted vs. actual; if actual is OUTOFRANGE, it forces a stop-and-investigate before the result is trusted. Catches the LLM-native failure mode of hallucinated-but-plausible numbers, calibrates analyst priors over time, and creates an auditable record. Trigger any time SQL is about to be written, a headline metric is about to be computed, or "let's run the numbers" is in scope.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
KEYSTONE skill for the analytics-skills methodology. MUST trigger EVERY TIME a headline analytical query is about to be run — that is, the query whose result will appear in the writeup or inform the decision. This skill REFUSES to run the headline query until a written prediction (point estimate, range, reasoning, confidence, surprise condition) has been logged to the methodology DB via the CLI. After the query runs, this skill compares predicted vs. actual; if actual is OUTOFRANGE, it forces a stop-and-investigate before the result is trusted. Catches the LLM-native failure mode of hallucinated-but-plausible numbers, calibrates analyst priors over time, and creates an auditable record. Trigger any time SQL is about to be written, a headline metric is about to be computed, or "let's run the numbers" is in scope.
Quick start
Copy the install prompt. Use the green button above this README.
Send it to your agent. Paste it into your coding agent’s chat and send.
Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
KEYSTONE skill for the analytics-skills methodology. MUST trigger EVERY TIME a headline analytical query is about to be run — that is, the query whose result will appear in the writeup or inform the decision. This skill REFUSES to run the headline query until a written prediction (point estimate, range, reasoning, confidence, surprise condition) has been logged to the methodology DB via the CLI. After the query runs, this skill compares predicted vs. actual; if actual is OUT_OF_RANGE, it forces a stop-and-investigate before the result is trusted. Catches the LLM-native failure mode of hallucinated-but-plausible numbers, calibrates analyst priors over time, and creates an auditable record. Trigger any time SQL is about to be written, a headline metric is about to be computed, or "let's run the numbers" is in scope.
About this listing
Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI