wardawgmalvicious

Use when troubleshooting Microsoft Fabric — common errors: 401 (wrong token audience), 403 on Power BI API (Viewer role), 404 EntityNotFound (permissions masquerading), PowerBIEntityNotFound (logicalId vs runtime ID), Login failed (wrong Initial Catalog),…

Use for T-SQL against Fabric Warehouse (NOT Fabric SQL Database — see fabric-database). Covers unsupported types (nvarchar/datetime/money/xml/tinyint/hierarchyid), unsupported features (FOR XML, recursive CTEs, triggers, CREATE USER, cursors), MERGE (GA Jan…

Routes a session learning into the durable guidance that should have covered it — a SKILL.md and its references/, a path-scoped rule, a CLAUDE.md — rather than into auto-memory. Reconstructs which skills and rules were actually loaded instead of asking,…

Takes a committed branch from local to merged — pushes it, confirms which GitHub account each tool actually acts as in this repo, opens the PR through the one that matches (github-mcp where loaded, gh where its login is confirmed), then fast-forwards main,…

Splits working-tree changes into logical, self-consistent commits (ordering so nothing dangles, stepping files that straddle commits through intermediate states), writes conventional-commit messages (feat/fix/docs/refactor/chore) with motivation in the body,…

Validate a drafted skill — write its trigger fixtures, update the activation contract table, run the static and real-path activation tests, then behaviourally test it in a cold session against a `--safe-mode` baseline. Reads its inputs from disk — brief or…

Use when working with Fabric SQL Database — the Azure SQL Database hosted inside a Fabric workspace. Key point: this is a DIFFERENT engine from Fabric Warehouse and does NOT share its restrictions. nvarchar/datetime/money/triggers/MERGE/ALTER COLUMN/recursive…

Use for Microsoft Fabric Eventhouse / KQL Database. Covers connection (cluster URI via `kqlDatabases` REST, kusto.kusto.windows.net audience, az rest temp-file for `|` escaping), authoring (`.create-merge` for safe schema evolution, ingestion…

Use for the fabric-cicd Python library (`pip install fabric-cicd`, v1.3 Aug 2026, Python 3.9–3.13) — Microsoft's official code-first CI/CD library for Fabric workspaces: `FabricWorkspace`, `publish_all_items`, `unpublish_all_orphan_items`,…

Use for the Fabric CLI `fab` (v1.5 GA March 2026, `pip install ms-fabric-cli`, Python 3.10–3.13, pre-installed in Fabric Notebooks) — filesystem-style CLI over Fabric + Power BI REST. Covers path syntax (Workspace.Workspace/Item.ItemType, .ItemType suffix…

Use when asked to commit changes — /commit, 'commit this', 'make the commits', 'commit these split logically'. Splits working-tree changes into logical, self-consistent commits (ordering so nothing dangles, stepping files that straddle commits through…

Use for diagnosing Fabric Spark performance through the monitoring REST APIs — listing Livy sessions (/workspaces/{ws}/spark/livySessions with queuedDuration/runningDuration, HC_ session naming), pulling the Spark History Server mirror…

Use for PySpark / Spark in Microsoft Fabric notebooks. Covers the no-external-HTTP constraint (land data in Files/ first), abfss:// URI format for OneLake (GUIDs not names), `notebookutils.runtime.context` for identity lookups vs `spark.conf.*` for session…

Use for Microsoft Fabric AI Functions (Data Science) — one-line LLM transformations on pandas and PySpark DataFrames in Fabric notebooks: `ai.analyze_sentiment`, `ai.classify`, `ai.extract`, `ai.embed`, `ai.summarize`, `ai.translate`, `ai.fix_grammar`,…

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…

Use when troubleshooting Microsoft Fabric — common errors: 401 (wrong token audience), 403 on Power BI API (Viewer role), 404 EntityNotFound on getDefinition (permissions masquerading), PowerBIEntityNotFound from pipeline/Variable Library (logicalId vs…