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Routes a leak already pushed to GitHub — a client or employer name, an account or tenant name, a credential, in a file, a message or a pull request — to the immediate remedy: deleting and recreating the repository, in the order that keeps its settings alive.…
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,…
Use for Fabric / Power BI service-side deployment pipelines — the workspace-is-source-of-truth ALM surface promoting content stage to stage (dev → test → prod) via the Core REST API `/v1/deploymentPipelines` or `fab api`. Covers pipeline/stage lifecycle (2–10…
Use for Microsoft Fabric Real-Time Dashboards (KQLDashboard item) — authoring or editing RealTimeDashboard.json by hand or via Git: file anatomy (queries[] holds all KQL text; tiles reference it by queryRef.queryId; baseQueries are {id, variableName, queryId}…
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 Microsoft Fabric REST API patterns: listing and paginating workspaces/items with continuationToken/continuationUri, calling /v1/workspaces/{wsId}/items, handling long-running operations (202 Accepted, Location header, polling /v1/operations/{id},…
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…
TMDL (Tabular Model Definition Language) authoring rules for Fabric and Power BI semantic models. Use when editing .tmdl files, adding measures or columns to a semantic model, defining relationships or calculation groups, working in a PBIP definition/ folder,…
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 Mirroring in Fabric — the `MirroredDatabase` item that brings an external database or catalog into OneLake with no ETL pipeline. Three kinds, and which each source uses: database mirroring (continuous replication to Delta — Azure SQL DB/MI, SQL…
Use when authenticating to Microsoft Fabric APIs — getting 401 Unauthorized errors, choosing token audience/scope for Fabric REST, Power BI REST, OneLake, Warehouse/SQL, KQL, XMLA, or Azure ARM, or running `az login` / `az account get-access-token` / `az…
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 when releasing a packaged Windows desktop app as MSIX: WinUI 3 (Windows App SDK), or WPF and WinForms through a Windows Application Packaging Project (.wapproj), shipped by App Installer (.appinstaller), the Microsoft Store (.msixupload) or a plain .msix…
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 for the Microsoft Fabric Event Schema Set item (EventSchemaSetDefinition.json) — the contract a schema-associated Eventstream custom endpoint validates events against, and what silently drops an event that does not match. Covers the four description…
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,…
Author a new skill for this repo end to end — take a topic, check for existing coverage, drill the official docs behind it, write a filled handoff brief to docs/handoffs/, then draft the SKILL.md and run the post-draft checks. Use when asked to write, author,…
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 integrates it into…
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…
Execute the handoff briefs a /drift-handoff run wrote to docs/audits/<audit-date>/<source-id>/ — apply each brief's edits, run its own verification steps, and stamp it done. Reads briefs from disk and never from the conversation, so it runs cold in a fresh…
Drain this repo's handoff inbox, ~/handoff-inbox/agent-config/, where sessions in other repos leave learnings as raw notes. Reads each note whole, splits it into learnings, and re-measures each against the payload instead of taking the note's word. Gives each…
Audits every branch a repo carries — local, remote, and worktree-pinned — and sorts them into safe to delete, stale, and carrying unmerged work, rescuing the last group onto a fresh verified branch before recommending anything. Built for repos that…
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 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…
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…
Create and modify Power BI report files in PBIR/PBIP format using the `powerbi-report-author` and `powerbi-desktop` CLIs. Use when the user wants to: (1) implement an approved report spec or design brief, (2) add or edit pages, visuals, filters, slicers,…
Generate Power BI report visual design guidance before PBIR files are written. Use when the user wants to: (1) choose tone, signature, page archetypes, chart types, layout, color, typography, theme direction, or accessibility approach, (2) redesign/restyle an…
Turn a completed drift-audit report into handoff briefs on disk. Use immediately after a /drift-audit run, or when the user asks to prepare handoffs, write up the findings, or capture the recommended actions from an audit. Writes one directory per run —…
Use for the Fabric Dataflow Gen2 item (`Dataflow`): the `.Dataflow` folder's three definition parts — `mashup.pq` carrying `section Section1` and its `[StagingDefinition]` attribute, `queryMetadata.json` whose `formatVersion` accepts only `202502`, and…
Use for Microsoft Fabric Activator — the `Reflex` item type (Reflex and Activator are the same item) that watches data and fires rules and alerts. Covers `ReflexEntities.json` as Git and REST see it: a flat JSON array of entities wired by `uniqueIdentifier`,…
Audit and remediate Microsoft Fabric governance posture through the REST APIs — what the OneLake catalog Govern tab reports, done by API. Covers domains and subdomains, workspace-to-domain and workspace-to-capacity assignment, domain roles, sensitivity-label…
Use for the Fabric security/permission model. Covers the layers (workspace roles Admin/Member/Contributor/Viewer, item-level Read/ReadData/ReadAll, OneLake security data access roles, SQL GRANT/DENY/REVOKE), Admin/Member/Contributor bypass of RLS/CLS/DDM,…
Use when configuring AI instructions on a Power BI semantic model — the 10,000-character blob attached via `Prep data for AI` → `Add AI instructions` in Desktop or the service. Applies everywhere Copilot uses the model (reports, Q&A, Copilot pane). Covers…
Use for Fabric Materialized Lake Views (MLVs) — `CREATE MATERIALIZED LAKE VIEW` Spark SQL (GA March 2026) + still-preview `@fmlv.materialized_lake_view` PySpark decorator on a schema-enabled lakehouse (Runtime 1.3). Covers CREATE / SHOW / ALTER RENAME / DROP…
Use for monitoring Fabric Warehouse queries — OPTION (LABEL = '...') for tracking, the queryinsights schema (exec_requests_history, exec_sessions_history, long_running_queries, frequently_run_queries), 30-day retention, 15-minute appearance lag, the `Invalid…
Write the Highlights prose for one LinkedIn Experience role from a git repo the user worked in — the single free-text box, capped at 2,000 characters, prompting 'Projects, problems you solved, or results you achieved'. Reads the repo's own README and…
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 Fabric Data Factory Copy job — the no-pipeline data-movement item (`CopyJob`) for many-source→many-destination ingestion. Covers copy modes (full vs incremental), watermark-based incremental (GA: ROWVERSION/datetime/int columns) vs CDC-based…
Use when configuring Microsoft Fabric Data Agents (GA March 2026) — conversational Q&A over Lakehouse / Warehouse / KQL / Semantic Model / Fabric SQL DB / Mirrored DB / Ontology / MS Graph (≤5 sources per agent), consumed in-product or via the agent's MCP…
Use for Microsoft Fabric Data Pipeline item definitions in Git — `pipeline-content.json`, `.platform`, `.schedules`. Covers the envelope (`properties.activities`, plus the `parameters`, `variables` and `libraryVariables` the REST schema omits), `dependsOn`…
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