ai-analyst-lab

134 mods in 1 plugin, 5 repositories, 378 stars between them.

runs

49

ai-analyst-lab/ai-analyst

Skill Claude Code

Browse, inspect, compare, and clean up past pipeline runs. This skill is your window into analysis history — every /run-pipeline execution creates a tracked run with its own working directory, outputs, and state. Use this skill whenever the user wants to see what analyses have been executed, review past work, compare…

not rated 309 +3 18d ago C 229 tokens original MIT

score-analysis

50

ai-analyst-lab/ai-analyst

Skill Claude Code

Decide whether the evidence for one analysis supports acting, investigating, abstaining, or marking the review incomplete. Use after reliability, provenance, query, or triangulation checks.

not rated 309 +3 18d ago A 38 tokens original MIT

session-handoff

51

ai-analyst-lab/ai-analyst

Skill Claude Code

Preserve critical state when a session approaches context limits so the next session can pick up seamlessly. Use this skill whenever you're in a long, multi-step workflow, working with Google Workspace resources (Docs, Slides, Drive), creating external resources that have IDs you need to track, running multi-step…

not rated 309 +3 18d ago A 242 tokens original MIT

setup-dev-context

52

ai-analyst-lab/ai-analyst

Skill Claude Code

Configure AI Analyst to understand your development environment and codebase structure. Use this skill whenever developers need to integrate AI Analyst into their workflow, or when questions arise about database configuration, SQL conventions, schema naming patterns, dbt integration, warehouse connections, or…

not rated 309 +3 18d ago A 218 tokens original MIT

setup-notion

53

ai-analyst-lab/ai-analyst

Skill Claude Code

Connect Claude Code to Notion's official hosted MCP, complete OAuth, verify the intended workspace with a read, and stop before any write. Use when the user asks to connect Notion, set up Notion, export to Notion, or diagnose an unavailable Notion connection.

not rated 309 +3 changed 1mo ago A 60 tokens original MIT

setup-snowflake

54

ai-analyst-lab/ai-analyst

Skill Claude Code

First-time Snowflake setup wizard for the NATIVE ConnectionManager path (the connection the analyst actually queries through, with auto-logged provenance). Prompts for every connection field, stores the approved credential in .env, registers the dataset, and VERIFIES the session is live on the warehouse before…

not rated 309 +3 changed 1mo ago C 133 tokens original MIT

setup

55

ai-analyst-lab/ai-analyst

Skill Claude Code

Run a 4-phase conversational interview that populates the knowledge system from the user's real context. Turns a blank .knowledge/ directory into a fully configured analytical environment. Use this skill whenever the user wants to set up the AI Analyst, configure their environment, get started with the tool, onboard…

not rated 309 +3 18d ago C 200 tokens original MIT

srm-check

56

ai-analyst-lab/ai-analyst

Skill Claude Code

Automatically detect Sample Ratio Mismatch (SRM) in experiment or A/B test data before any analysis proceeds. SRM is a critical randomization integrity check — if the treatment/control split deviates significantly from the expected ratio, the experiment is compromised and results cannot be trusted. This skill acts as…

not rated 309 +3 18d ago A 320 tokens original MIT

ai-analyst-lab/ai-analyst

Skill Claude Code

Adapt analytical findings to the audience — same insight, different framing, detail level, and format depending on who will read it. Use this skill whenever producing a narrative, creating a deck, writing an executive summary, drafting a report, generating stakeholder communications, or whenever the user mentions an…

not rated 309 +3 18d ago A 224 tokens original MIT

stress-test

58

ai-analyst-lab/ai-analyst

Skill Claude Code

Pressure-test any analysis plan or investigation design for methodological flaws before execution — wrong baselines, survivorship bias, missing segments, uncontrolled confounds, absent kill criteria. Use on /stress-test, "review / gut-check / stress test my analysis plan", or before committing significant time to a…

not rated 309 +3 18d ago A 84 tokens original MIT

switch-dataset

59

ai-analyst-lab/ai-analyst

Skill Claude Code

Change the active dataset to switch between different data sources for analysis. Use this skill whenever the user wants to analyze a different dataset, switch to another database, change data sources, work with different tables, or explicitly invokes /switch-dataset. This skill handles the full switch workflow…

not rated 309 +3 18d ago A 175 tokens original MIT

trace-analysis

60

ai-analyst-lab/ai-analyst

Skill Claude Code

Trace an analytical claim to its receipt, source, query, result, and run evidence. Use when the user asks where a number came from, wants to verify a query, or needs to inspect provenance.

not rated 309 +3 changed 27d ago A 44 tokens original MIT

trace

61

ai-analyst-lab/ai-analyst

Skill Claude Code needs its repo

Show the provenance trace, linking every reported number to the SQL that produced it with a confidence badge. Use after an analysis when someone asks "where did that number come from?".

not rated 309 +3 changed 27d ago A 37 tokens original MIT

tracking-gaps

62

ai-analyst-lab/ai-analyst

Skill Claude Code

Assess whether the data needed for an analysis actually exists, identify what's missing, and produce prioritized instrumentation requests for engineering when gaps are found. Use this skill whenever you're about to start an analysis, when a user asks about data availability, when you need to check if certain events or…

not rated 309 +3 18d ago A 222 tokens original MIT

triangulation

63

ai-analyst-lab/ai-analyst

Skill Claude Code

Analyze one decision through independent methods or sources, compare the paths, and reconcile disagreement. Use when a novel analysis needs corroboration and no single answer key is available.

not rated 309 +3 changed 27d ago A 37 tokens original MIT

ai-analyst-lab/ai-analyst

Skill Claude Code

Apply whenever you generate any chart, graph, or data visualization — from SQL results, in the chart-maker agent, in decks, or on "make a chart / visualize / plot / dashboard" requests. Enforces Storytelling With Data: gray first, one focus color, action titles, direct labels, no pies, using the helpers in…

not rated 309 +3 18d ago A 80 tokens original MIT

setup-slack

65

ai-analyst-lab/ai-analyst

Skill Claude Code needs its repo

Connect a user's own AI Analyst Lab Slack identity through browser OAuth, store the personal user token locally, verify the workspace and target channel, and prepare one previewed Web API post. Use when the user asks to connect Slack, set up Slack, post to show-and-tell, or diagnose Slack.

not rated 309 +3 18d ago A 64 tokens original MIT

maintain-context

66

ai-analyst-lab/ai-analyst

Skill Claude Code

Create or revise a business guide, reviewed query, semantic model, relationship or metric in the configured context store. Use for context authoring and migration; use improve-context for diagnosing evaluation failures and comparing changes.

not rated 309 +3 18d ago A 45 tokens original MIT

codex-review

68

ai-analyst-lab/ai-analyst-plus

Skill Claude Code needs its repo

Independently validate the current analysis with a second model (OpenAI Codex). Codex re-derives the same answer from the same data — blind to Claude's SQL and numbers — and the skill reports AGREE / DISAGREE / PARTIAL per finding. Use when the user types "/codex-review", or says "validate with codex", "codex review"…

not rated 20 3mo ago A 178 tokens copy · 88% MIT

compare

69

ai-analyst-lab/ai-analyst-plus

Skill Claude Code

Run a comparison: ask one analytics question two ways, with a piece of context and without it, and measure what changed. Use when the user says "/compare", "run it with and without ", "does adding change the answer", "is this context worth it", or wants to see whether a metric definition (or any context) moves the…

not rated 20 3mo ago A 115 tokens original MIT

eval

70

ai-analyst-lab/ai-analyst-plus

Skill Claude Code

Run the held-out gold suite live against the analyst and score it. Use when the user types "/eval", or asks to "run the eval suite", "score the system", "run the train split", "check the test split", "what's our accuracy on the gold cases", or wants the system-level eval number (accuracy + query-similarity + cost).…

not rated 20 3mo ago A 134 tokens original MIT

reliability

71

ai-analyst-lab/ai-analyst-plus

Skill Claude Code

Check whether an AI analysis answer is STABLE by running the same question several independent times and measuring what holds versus what drifts. Use when the user types "/reliability", or asks to "run this a few times", "is this answer stable / reliable", "check reliability of ", "does it give the same answer again"…

not rated 20 3mo ago A 121 tokens copy · 86% MIT

skill-creator

72

ai-analyst-lab/ai-analyst-plus

Skill Claude Code

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

not rated 20 3mo ago A 64 tokens copy · 88% MIT

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