fabio

Step-by-step release workflow for fabio. Invoke when cutting a new release version. Covers: version bump, dependency freshness, documentation updates, validation, changelog, tagging, and post-release dev version bump.

Intent-scoped fabio skill for Fabric knowledge/graph and digital-twin modeling: ontology items (entity/relationship types and bindings), graph models, graph querysets, and Digital Twin Builder models/flows. Use to define/evolve ontologies, query graphs for agent grounding, and build operational digital twins. fabio can also export a tenant scan as OWL (context tenant --format owl) and import it. Triggers: "ontology", "fabric iq ontology", "knowledge graph", "graph model", "graph query", "entity type", "relationship type", "digital twin", "digital twin builder", "owl".

Intent-scoped fabio skill for Fabric CI/CD: stateless content-hash deploy (export/validate/plan/apply), Git integration, deployment pipelines, and variable libraries for environment-specific config. Use for promoting Fabric items between environments, Git lifecycle, and parameterized deployments. Triggers: "deploy", "ci/cd", "promote to production", "deploy plan", "deploy apply", "git commit", "git pull", "deployment pipeline", "variable library", "value set".

Pre-commit and pre-push validation for fabio contributions. Run this skill before committing or creating a PR to ensure code quality, formatting, test coverage, and documentation are all correct. Invoke when: ready to commit, preparing a PR, reviewing changes before push.

Manage Microsoft Fabric artifacts and data using the fabio CLI - an agent-native command-line tool with 856+ subcommands across 77 groups, structured JSON output, composable piping, and machine-readable errors. Use when working with Fabric workspaces, lakehouses, warehouses, notebooks, eventhouses, semantic models, reports, data pipelines, KQL databases, eventstreams, deploy CI/CD, REST passthrough, Power BI API, capacity lifecycle, app-backend (Power Apps), data-build-tool-job (dbt), org-app (Organizational App), azure-databricks-storage (Azure Databricks integration), or any Fabric REST API resource. Covers CRUD operations, file upload/download, SQL/DAX/KQL queries, execution plans, query monitoring and insights, Git integration, deployment pipelines, CI/CD deploy (plan/apply/export/validate/config-file/git-diff), natural language to KQL, KQL schema discovery and diagnostics, and administration.

Intent-scoped fabio skill for Fabric geospatial maps: create, inspect, and update map items and their definitions. Use to manage location/geospatial visualizations backed by Fabric data. Triggers: "map", "geospatial", "create map", "location visualization", "spatial data", "map definition".

Intent-scoped fabio skill for Fabric machine learning and data science: ML experiments (runs, metrics), ML models (registry, versions, endpoints, batch scoring), and anomaly detectors. Use to track experiments, register/version/serve models, score data, and configure anomaly detection. Triggers: "ml model", "ml experiment", "mlflow", "register model", "model version", "score model", "batch scoring", "model endpoint", "anomaly detection", "train model", "data science".

Intent-scoped fabio skill for Fabric database mirroring / real-time replication: mirrored databases, mirrored catalogs (Unity Catalog), mirrored Azure Databricks catalogs, mirrored warehouses, Snowflake databases, and Azure Databricks storage. Use to replicate external sources into OneLake Delta and query them with the SQL endpoint. Triggers: "mirror database", "mirroring", "replicate snowflake", "unity catalog mirror", "databricks catalog mirror", "real-time replication", "mirror status", "start mirroring".

Intent-scoped fabio skill for the Fabric BI layer: semantic models (datasets), Power BI reports, paginated reports, and dashboards. Use for creating/refreshing semantic models, running DAX, and managing report items. Triggers: "semantic model", "dataset", "dax query", "refresh dataset", "power bi report", "paginated report", "dashboard", "direct lake".

Intent-scoped fabio skill for Fabric data engineering with code and orchestration: notebooks, Spark (Livy sessions, job definitions), Spark environments/libraries, data pipelines, copy jobs, and job scheduling. Use to author and run transformation code and orchestrate it. Triggers: "notebook", "run notebook", "pyspark", "spark job", "livy", "spark environment", "data pipeline", "copy job", "schedule job", "orchestrate", "etl code".

Intent-scoped fabio skill for Fabric low-code data preparation: Dataflows Gen2 (Power Query / M mashup) and datamarts. Use for visual/low-code ETL that loads into a lakehouse or warehouse. Triggers: "dataflow", "dataflow gen2", "power query", "mashup", "low-code etl", "datamart", "transform without code".

Intent-scoped fabio skill for Fabric tenant administration: capacity lifecycle, tenant-wide inventory and settings, domains, gateways, connections, managed private endpoints, and sensitivity labels. Most commands are tenant-scoped (no --workspace). Use for governance, connectivity, and capacity operations. Triggers: "capacity", "resume capacity", "suspend capacity", "tenant settings", "admin list workspaces", "domain", "gateway", "connection", "private endpoint", "sensitivity label".

Intent-scoped fabio skill for Microsoft Fabric Lakehouse work: create lakehouses, upload/load/sync files and Delta tables, OneLake shortcuts, Iceberg, and Materialized Lake Views. Use when the user wants to ingest, organize, or move data in a lakehouse. Triggers: "create lakehouse", "upload to lakehouse", "load table", "list tables", "sync lakehouse", "onelake", "shortcut", "materialized lake view".

Intent-scoped fabio skill for migrating existing analytics workloads to Microsoft Fabric from Azure Synapse, Databricks, HDInsight, and Azure Data Factory. Covers assessment, API/path translation, target setup, deploy, and parity validation. Use when porting notebooks, jobs, or pipelines onto Fabric. Triggers: "migrate to fabric", "synapse to fabric", "databricks to fabric", "hdinsight to fabric", "port notebooks", "mssparkutils", "dbutils", "unity catalog", "dbfs", "linked service".

Intent-scoped fabio skill for Fabric Real-Time Intelligence: eventhouses, KQL databases (schema, ingest, query, monitoring), KQL querysets/dashboards, eventstreams (streaming topologies), reflex/activator triggers, and natural-language-to-KQL. Use for streaming ingestion, time-series analytics, and event-driven alerts. Triggers: "eventhouse", "kql", "kusto", "kql database", "ingest events", "eventstream", "streaming", "reflex", "activator", "nl to kql", "real-time".

Intent-scoped fabio skill for Fabric T-SQL surfaces: Warehouse (read-write analytics), SQL Database (OLTP), SQL analytics endpoint (read-only over a lakehouse), and warehouse snapshots. Use for running T-SQL, capturing execution plans, monitoring queries, and managing statistics. Triggers: "warehouse query", "run SQL", "T-SQL", "execution plan", "showplan", "queries running", "kill session", "statistics", "sql database", "sql endpoint".