Verify a Docglow change actually works before submitting or merging a PR. Runs the conformance suite, then a behavioral verification pass (flag matrix, artifact-join spot checks, pipeline contract sweep, payload budget). Use when reviewing a PR, self-reviewing a branch before opening a PR, or when asked to "verify…
Build, validate, and manage semantic models using Sidemantic. Use when asked to create a semantic layer, define metrics/dimensions, model a database schema, generate models from SQL queries, import from Cube/dbt/LookML, or set up analytics definitions. Prioritizes CLI-first workflows, with YAML and optional Python API…
Answer analytical, KPI, metric, trend, cohort, and business-performance questions through a Sidemantic semantic layer. Use when asked to analyze data, explain why a metric changed, compare segments or periods, calculate a business measure, or explore warehouse data when Sidemantic MCP tools or semantic model files are…
Build interactive analytics webapps, demos, dashboards, or embedded app surfaces from Sidemantic semantic models using copyable component primitives and deterministic query inspection. Use when asked to create a web UI around Sidemantic models, generate a metric explorer, copy reusable analytics components into a…
CSS and UI animation patterns for responsive, polished interfaces. Use when implementing hover effects, tooltips, button feedback, transitions, or fixing animation issues like flicker and shakiness.
Use this whenever you need to know what is actually in a database, warehouse, or DuckDB file before you trust it: ranked inventory of what exists, column profiles, PII detection, grain and data-quality problems, verified join inference, Mermaid ER diagrams, guarded ad-hoc SQL probes, and k-means segmentation…
Use this to keep a dbt project correct as the warehouse and the business change. It detects drift on four axes and proposes the fix: schema drift (source columns and tables added, dropped, retyped, or renamed), volume drift (a row count that collapsed, a table that emptied, a load that half-failed), grain drift (a key…
Use this to author and change a dbt project: bootstrap a project in a repo that has none (transform init), write or refactor model SQL from staging to marts, add tests and docs in schema.yml, manage dependencies, and define or update the semantic layer (dbt semantic models / MetricFlow: entities, dimensions, measures…
Authors and extracts dbt MetricFlow meta context — structured YAML meta: blocks that encode business knowledge (thresholds, investigation paths, SLAs, relationships) alongside metric definitions so AI agents answer analytical questions accurately. Use when user asks about context cards, meta context blocks, dbt metric…
Audit a dbt project for agent-readiness: what would an AI agent get wrong if you pointed it at this data today? Produces a prioritized report organized by failure modes (wrong numbers, wrong table, wrong column, can't join, query fails). Scales via two-pass architecture with parallel subagents. Each subagent reads its…
Schema rules for ERD Studio data model files — the .erd-studio/ directory uses a two-file system (YAML model definitions + JSON domain diagrams) with strict format rules you must read before editing. Use this skill whenever the task touches files in .erd-studio/ (domain JSON, logical-models YAML, or .sync-plan.json)…
Scan a dbt project and generate ADE-Bench benchmark tasks. Analyzes models, proposes bug-injection scenarios by difficulty, and outputs complete task scaffolding (task.yaml, patches, setup/solution scripts, test SQL). Use when you want to benchmark AI agents against your own dbt project and data.
Interactively plan and generate ADE-Bench benchmark tasks from a dbt project. Explores the codebase with the user in a pair-planning loop — understanding the domain, reasoning about what makes good benchmarks, and building up a task plan incrementally. Use when you want high-quality, tailored benchmark tasks for your…
Install or verify the ade-bench harness, the Python project that actually runs the benchmark tasks this plugin generates. Use when ade-bench isn't yet on the user's machine, when a generated task fails because the harness is missing, or when the user explicitly asks to set up ade-bench. Also invoked automatically by…
Audit registered upstream docs sources for drift since a prior commit SHA or date — detect new GA / preview features, syntax additions, deprecations, and harness or tooling changes that affect existing skills, rules, CLAUDE.md, settings.json, hooks, or the MCP templates. Sources live in a registry…
Use for Microsoft Fabric Eventstream — the streaming-ingestion item routing CDC / Event Hubs / Kafka / IoT / HTTP / MQTT events into Lakehouse, Eventhouse, Activator, or derived streams, and producing events to a schema-associated custom endpoint. Covers source connectors (Azure SQL / SQL MI / PostgreSQL / MySQL /…
TOM and ADOMD.NET guidance via PowerShell for connecting to Power BI Desktop's local Analysis Services instance. Covers model enumeration, DAX queries, metadata modification, annotations, calendar definitions, field parameters, query tracing, and DAX library package management (daxlib.org). Automatically invoke when…
Expert guidance for using the Fabric CLI (fab) to fully interact with Fabric workspaces, items, and configuration. Automatically invoke this skill whenever the user mentions "Fabric" or "Power BI Service" or a "Fabric/Power BI workspace".
Advanced Power BI report manipulation and execution using pbir CLI and object model; executable scripts for complex workflows, domain-specific references, and reusable templates. Automatically invoke when the user works with .pbir/.pbip report files, or asks to "add a visual", "format a chart", "bind fields", "set a…
Run the medallion sequence UNATTENDED / in CI as a Dagster asset graph -- the scheduler sibling of the retail-orchestrate conductor -- running ONLY already-approved steps behind every gate, and recording what each asset DID as DERIVED run-evidence. Use when someone asks to schedule the pipeline, run the medallion in…
Run the Seshat BI governance checker and interpret its findings. Use when someone asks to check, validate, or gate Power BI / DAX / TMDL / PBIR / SQL work in the Seshat BI repo, when seshat check reports a rule violation, or when you need to know what a rule id (D8, C2, S2, G1, …) means and where to fix it.…