AI Product Analyst — Claude Code-powered data analysis toolkit
This repository also configures its own agents. See what ai-analyst tells them →
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.
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…
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…
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.
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…
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…
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…
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…
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…
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…
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.
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?".
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…
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.
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…
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.
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.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: