ai-analyst-lab/ai-analyst

ai-analyst-lab/ai-analyst · .claude/skills/always-compare/SKILL.md · Never present a metric or number in isolation; anchor every number to a comparison (prior period, benchmark, or another…

ai-analyst-lab/ai-analyst · .claude/skills/analysis-design/SKILL.md · Takes a vague analytical hunch, stakeholder request, or business question and produces a rigorous, stakeholder-ready…

ai-analyst-lab/ai-analyst · .claude/skills/analyst-core/SKILL.md · Operating rules for every data analysis. Apply for ANY data-analysis intent: "analyze", "investigate", "why did X…

ai-analyst-lab/ai-analyst · .claude/skills/archaeology/SKILL.md · Retrieve proven SQL patterns, table cheatsheets, and join patterns from .knowledge/query-archaeology/ so past work gets…

ai-analyst-lab/ai-analyst · .claude/skills/archive-analysis/SKILL.md · Save completed analyses to the knowledge system's analysis archive for future reference. Use this skill after…

ai-analyst-lab/ai-analyst · .claude/skills/auth-preflight/SKILL.md · Verify Google Workspace MCP authentication at the start of any session that needs Google APIs (Docs, Slides, Drive)…

ai-analyst-lab/ai-analyst · .claude/skills/business/SKILL.md · Browse, search, and explore your organization's business context system — glossary terms, product catalog, metric…

ai-analyst-lab/ai-analyst · .claude/skills/causal/SKILL.md · Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with…

ai-analyst-lab/ai-analyst · .claude/skills/chart-to-drive/SKILL.md · Standardized workflow for uploading local chart PNGs to Google Drive and making them available for insertion into…

ai-analyst-lab/ai-analyst · .claude/skills/close-the-loop/SKILL.md · Ensure every analysis that includes a recommendation ends with a clear, actionable follow-up plan. CRITICAL RULE - Only…

ai-analyst-lab/ai-analyst · .claude/skills/codex-review/SKILL.md · Independently validate the current analysis with a second model (OpenAI Codex). Codex re-derives the same answer from…

ai-analyst-lab/ai-analyst · .claude/skills/compare-datasets/SKILL.md · Compare metrics, findings, and patterns across two or more connected datasets. Helps identify cross-dataset patterns…

ai-analyst-lab/ai-analyst · .claude/skills/connect-data/SKILL.md · Guided wizard to connect a new dataset to the AI Analyst system. Use this skill whenever the user wants to add a new…

ai-analyst-lab/ai-analyst · .claude/skills/connect-snowflake/SKILL.md · Query the live/remote Snowflake warehouse instead of the local practice copy. Use when the user says "connect to…

ai-analyst-lab/ai-analyst · .claude/skills/context-compare/SKILL.md · Advanced: runs the same question under two configurations and diffs the results. Ask one analytics question with a…

ai-analyst-lab/ai-analyst · .claude/skills/context-trace/SKILL.md · Show which context the AI analyst would receive for a question, why each item was selected, how it is delivered, and…

ai-analyst-lab/ai-analyst · .claude/skills/data-inspect/SKILL.md · Show the active dataset's schema — tables, columns, row counts, and relationships. Optionally drill into a specific…

ai-analyst-lab/ai-analyst · .claude/skills/data-map/SKILL.md · Produce a comprehensive cross-table data health map for the active dataset — the full payoff answer to open-ended "tell…

ai-analyst-lab/ai-analyst · .claude/skills/data-profiling/SKILL.md · Deep-profile the active dataset: distributions, temporal patterns, correlations, completeness gaps, anomalies. Use…

ai-analyst-lab/ai-analyst · .claude/skills/data-quality-check/SKILL.md · Validate data completeness, consistency, and coverage before any analysis, flagging issues with severity ratings. Run…

ai-analyst-lab/ai-analyst · .claude/skills/datasets/SKILL.md · List all connected datasets with their status, table counts, and last analysis date. Use this skill whenever the user…

ai-analyst-lab/ai-analyst · .claude/skills/distribution-profiler/SKILL.md · Single-column distribution deep-dive. Profile the statistical distribution of a data column and produce an analytical…

ai-analyst-lab/ai-analyst · .claude/skills/eval/SKILL.md · Evaluate a named AI Analyst configuration across a frozen suite. Use when the user asks to run an eval suite, compare a…

ai-analyst-lab/ai-analyst · .claude/skills/evaluate-grader/SKILL.md · Compare a narrow model grader with frozen human labels and inspect disagreement, bias probes, and repeated scoring…

ai-analyst-lab/ai-analyst · .claude/skills/experiment-brief/SKILL.md · Auto-generate a structured experiment brief when a user expresses intent to test something. Use this skill whenever…

ai-analyst-lab/ai-analyst · .claude/skills/experiment/SKILL.md · The analysis and lifecycle owner for experiments. Full experiment lifecycle: design, power analysis, statistical…

ai-analyst-lab/ai-analyst · .claude/skills/explore/SKILL.md · Quick, interactive data exploration without the full pipeline. Use this skill whenever a user wants to explore data…

ai-analyst-lab/ai-analyst · .claude/skills/export/SKILL.md · Export analysis results in different formats for different audiences — email summaries, Slack updates, decision briefs…

ai-analyst-lab/ai-analyst · .claude/skills/forecast/SKILL.md · Generate time-series forecasts and projections for metrics over future time periods. Use this skill whenever the user…

ai-analyst-lab/ai-analyst · .claude/skills/google-doc-export/SKILL.md · Create properly formatted Google Docs via the MCP API. This skill prevents common issues like text/image overlap…

ai-analyst-lab/ai-analyst · .claude/skills/google-slides-export/SKILL.md · Create properly formatted Google Slides presentations via the MCP API. Use this skill whenever you're building Google…

ai-analyst-lab/ai-analyst · .claude/skills/guardrails/SKILL.md · Ensure every success metric is paired with guardrail metrics and check for trade-offs before presenting improvements as…

ai-analyst-lab/ai-analyst · .claude/skills/history/SKILL.md · Browse and search past analyses from the knowledge system's analysis archive. Use this skill whenever the user invokes…

ai-analyst-lab/ai-analyst · .claude/skills/improve-context/SKILL.md · Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases…

ai-analyst-lab/ai-analyst · .claude/skills/knowledge-bootstrap/SKILL.md · Initialize session context, resolve the active dataset and context source, load resident instructions, and inventory…

ai-analyst-lab/ai-analyst · .claude/skills/log-correction/SKILL.md · Record analyst mistakes, fixes, and reusable learnings so future analyses never repeat an error. Fires automatically…

ai-analyst-lab/ai-analyst · .claude/skills/metric-spec/SKILL.md · Define any metric completely with a standardized template: calculation, denominator, time window, filters…

ai-analyst-lab/ai-analyst · .claude/skills/metrics/SKILL.md · Browse, search, and display metric definitions from the active dataset's metric dictionary. This skill provides quick…

ai-analyst-lab/ai-analyst · .claude/skills/monitor-evals/SKILL.md · Review evaluation history, distinguish system, data, suite, and evaluator changes, and apply an operating response. Use…

ai-analyst-lab/ai-analyst · .claude/skills/notion-export/SKILL.md · Publish an approved analysis as a Notion text page through the official hosted MCP. Use when the user asks to export…

ai-analyst-lab/ai-analyst · .claude/skills/pace/SKILL.md · Change how visibly Claude surfaces analytical work during L3+ analyses. Three modes — guided (announce each phase and…

ai-analyst-lab/ai-analyst · .claude/skills/patterns/SKILL.md · Browse, search, and leverage recurring analytical patterns discovered across past analyses. Use this skill when users…

ai-analyst-lab/ai-analyst · .claude/skills/question-framing/SKILL.md · Structure analytical questions with the Question Ladder (Goal, Decision, Metric, Hypothesis), then fill the 7-field…

ai-analyst-lab/ai-analyst · .claude/skills/question-router/SKILL.md · Classify every analytical request (anything about data, metrics, trends, segments, funnels, revenue, retention…

ai-analyst-lab/ai-analyst · .claude/skills/reliability/SKILL.md · Run one analytics task through several fresh trials to measure what repeats and what varies. Use for reliability…

ai-analyst-lab/ai-analyst · .claude/skills/resume-pipeline/SKILL.md · Resume a specifically identified analysis using its verified run-local artifacts and controller state.

ai-analyst-lab/ai-analyst · .claude/skills/run-pipeline/SKILL.md · Plan and run coordinated analysis using explicit input bindings, isolated workers, run-local artifacts, and the Python…

ai-analyst-lab/ai-analyst · .claude/skills/runs/SKILL.md · Browse, inspect, compare, and clean up past pipeline runs. This skill is your window into analysis history — every…

ai-analyst-lab/ai-analyst · .claude/skills/score-analysis/SKILL.md · Decide whether the evidence for one analysis supports acting, investigating, abstaining, or marking the review…

ai-analyst-lab/ai-analyst · .claude/skills/session-handoff/SKILL.md · Preserve critical state when a session approaches context limits so the next session can pick up seamlessly. Use this…

ai-analyst-lab/ai-analyst · .claude/skills/setup-dev-context/SKILL.md · Configure AI Analyst to understand your development environment and codebase structure. Use this skill whenever…

ai-analyst-lab/ai-analyst · .claude/skills/setup-notion/SKILL.md · Connect Claude Code to Notion's official hosted MCP, complete OAuth, verify the intended workspace with a read, and…

ai-analyst-lab/ai-analyst · .claude/skills/setup-slack/SKILL.md · Connect a user's own AI Analyst Lab Slack identity through browser OAuth, store the personal user token locally, verify…

ai-analyst-lab/ai-analyst · .claude/skills/setup-snowflake/SKILL.md · First-time Snowflake setup wizard for the NATIVE ConnectionManager path (the connection the analyst actually queries…

ai-analyst-lab/ai-analyst · .claude/skills/setup/SKILL.md · Run a 4-phase conversational interview that populates the knowledge system from the user's real context. Turns a blank…

ai-analyst-lab/ai-analyst · .claude/skills/srm-check/SKILL.md · Automatically detect Sample Ratio Mismatch (SRM) in experiment or A/B test data before any analysis proceeds. SRM is a…

ai-analyst-lab/ai-analyst · .claude/skills/stakeholder-communication/SKILL.md · Adapt analytical findings to the audience — same insight, different framing, detail level, and format depending on who…

ai-analyst-lab/ai-analyst · .claude/skills/stress-test/SKILL.md · Pressure-test any analysis plan or investigation design for methodological flaws before execution — wrong baselines…

ai-analyst-lab/ai-analyst · .claude/skills/switch-dataset/SKILL.md · Change the active dataset to switch between different data sources for analysis. Use this skill whenever the user wants…

ai-analyst-lab/ai-analyst · .claude/skills/trace-analysis/SKILL.md · Trace an analytical claim to its receipt, source, query, result, and run evidence. Use when the user asks where a…

ai-analyst-lab/ai-analyst · .claude/skills/trace/SKILL.md · Show the provenance trace, linking every reported number to the SQL that produced it with a confidence badge. Use after…

ai-analyst-lab/ai-analyst · .claude/skills/tracking-gaps/SKILL.md · Assess whether the data needed for an analysis actually exists, identify what's missing, and produce prioritized…

ai-analyst-lab/ai-analyst · .claude/skills/triangulation/SKILL.md · Analyze one decision through independent methods or sources, compare the paths, and reconcile disagreement. Use when a…

ai-analyst-lab/ai-analyst · .claude/skills/visualization-patterns/SKILL.md · Apply whenever you generate any chart, graph, or data visualization — from SQL results, in the chart-maker agent, in…

ai-analyst-lab/ai-analyst · CLAUDE.md