visionarycoder/vc.Agentic - Page 9

fabric-copilot-studio

Connect Microsoft Fabric data agents and Microsoft Copilot Studio agents when chatbot experiences need grounded access to governed enterprise data.

fabric-data-activator

Configure Microsoft Fabric Activator rules, objects, and triggers when monitored data streams need near-real-time alerts or automated actions.

fabric-data-factory-patterns

Build Microsoft Fabric Data Factory pipelines, copy jobs, and orchestration patterns when batch ingestion or ETL spans multiple systems.

fabric-data-science

Build Microsoft Fabric data science workflows with experiments, MLflow tracking, AutoML, and deployment when teams train and serve models near governed data.

fabric-integration-bundle

Routes Microsoft Fabric work to the correct specialist skill across ingestion, storage, semantic, analytics, real-time, governance, diagnostics, and Copilot surfaces.

fabric-iq-ontology

Design Microsoft Fabric IQ ontologies with entity types, relationships, and governed business semantics when agents or users need a knowledge graph over enterprise data.

fabric-kql-diagnostics

Diagnose Microsoft Fabric KQL query failures, ingestion visibility gaps, and common performance regressions with evidence-backed rewrites.

fabric-lakehouse-ingestion

Diagnose Microsoft Fabric Lakehouse ingestion plans, schema drift, OneLake path defects, and post-load verification gaps.

fabric-lakehouses

Design Microsoft Fabric lakehouses with Delta tables, OneLake layout, and lakehouse-versus-warehouse choices when analytics needs open data storage.

fabric-medallion-architecture

Implement Microsoft Fabric bronze, silver, and gold data zones when lakehouse data quality and reuse need clear progressive refinement.

fabric-notebooks-spark

Build Microsoft Fabric notebooks and Spark jobs for PySpark engineering, interactive analysis, and scheduled execution when data work centers on notebook code.

fabric-onelake-patterns

Plan Microsoft OneLake architectures, shortcuts, and ADLS Gen2 interoperability when one logical data lake spans Fabric workloads.

fabric-pipeline-diagnostics

Diagnose Microsoft Fabric Data Factory and pipeline activity failures, timeout cascades, retry gaps, and dependency-chain defects.

fabric-powerbi-integration

Integrate Microsoft Fabric data with Power BI semantic models, DAX, report generation, embedded delivery, and row-level security when governed analytics reach end users.

fabric-realtime-analytics

Implement Microsoft Fabric real-time analytics with eventstreams, KQL databases, and streaming ingestion when low-latency data drives dashboards or actions.

fabric-semantic-model-builder

Diagnose source-schema readiness for Microsoft Fabric semantic models and produce evidence-backed fact, dimension, relationship, and measure scaffolds.

fabric-shortcuts-mirroring

Choose Microsoft Fabric shortcuts or mirroring when external data needs virtualization or continuous replication into OneLake.

fabric-synapse-analytics

Plan Microsoft Fabric and Synapse Analytics interoperability across workspaces, SQL pools, Spark pools, and notebooks when workloads span both platforms.

fabric-workspaces-governance

Configure Microsoft Fabric workspaces, capacities, security, and Git-backed governance when teams need controlled collaboration and release flow.

faceless-channel

Use only when the user asks to produce a finished multi-scene narrator-led video and explicitly requests a faceless channel, YouTube automation, narrated explainer/story/education, documentary, storybook or myth retelling, or kids song video. Topic alone is…

fastapi

FastAPI best practices and conventions. Use when working with FastAPI APIs, Pydantic models, dependencies, streaming responses including Server-Sent Events (SSE), and serving frontend apps. Keeps FastAPI code clean and up to date with the latest features and…

feature-inventory

Catalogs existing features from a codebase (API endpoints, user flows, UI screens, observable behaviors) and generates structured feature specs with REQ-XXX IDs, user scenarios, and success criteria. Triggers: "inventory features", "catalog existing…

fetch-and-send-data

Call APIs, load data into components, and handle the async lifecycle in Blazor. USE FOR fetching data from a backend, submitting data to an API, displaying loading/error states, registering HttpClient, building service abstractions for Auto/WebAssembly render…

filter-syntax

Provides canonical test-filter syntax for VSTest and Microsoft.Testing.Platform runners.

find-dropbox-content

Find Dropbox files and folders relevant to a user request. Use when the user asks to search Dropbox, find a document, locate recent files, browse a folder, identify likely source files, or narrow down where content lives before reading, sharing, organizing,…

finding-discovery

Use when Codex is already in the finding-discovery phase of a security scan or the user explicitly asks to discover candidate security findings in a repository or code change. Do not use as the primary trigger for full PR, commit, branch, patch, or repository…

finishing-a-development-branch

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work

fix-dockerfile

Validate and remediate an existing Dockerfile against security, performance, and best-practice rules. Use AFTER a Dockerfile exists (either user-authored or produced by generate-dockerfile) and BEFORE building or pushing the image. Triggers include "fix my…

fix-finding

Use when the user explicitly asks to fix and verify a validated or plausible security finding. Do not use as the primary trigger for full PR, commit, branch, patch, or repository scans.

fluent-design-system

Agent applies Fluent Design System 2 patterns so Windows-aligned interfaces feel calm, layered, readable, and native on current Windows surfaces.

fluent2-design-comprehensive

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framework-migration-guidelines

Collection of framework-to-framework migration rules and transformation patterns (e.g., Struts→Spring MVC, JSP→Thymeleaf, EJB→Spring Boot). Triggers: "check migration guidelines", "look up transformation rules", "find Struts-to-Spring patterns", "apply…

frontend-app-builder

Use for new frontend applications, dashboards, games, creative websites, hero sections, and visually driven UI from scratch, or when the user explicitly asks for a redesign/restyle/modernization. Builds from clean, airy, high-taste, readable image-generated…

frontend-intake-router

Route frontend requests to the minimum correct frontend skill by separating webapp consolidation and WPF concerns before specialized work starts.

frontend-module-consolidation

Consolidate web frontends into bounded feature modules with lazy routes, public APIs, shared neutral infrastructure, and explicit cross-module communication rules.

frontend-testing-debugging

Use when testing, debugging, or making targeted improvements to rendered frontend apps through the Build Web Apps or web dev plugin: local dev servers, UI regressions, interaction bugs, console errors, responsive layout, and visual QA. Check whether the…

gantt-chart-visualization

Design, critique, route, and implement Gantt charts and schedule visualizations. Use when the user mentions Gantt charts, project schedules, roadmaps with task spans, milestones, dependencies, predecessors, critical path, baselines, WBS, resource plans,…

gather-business-context

Gather business context from connected or provided sources so downstream analysis starts with the right framing. Use when an analytical question depends on missing context, such as what a metric means, what changed recently, or which sources should be…

generate-dockerfile

Generate or enhance a Dockerfile for a containerized application using curated base-image recommendations and security best practices. Use AFTER analyze-repo (or after the user has told you the language/framework). Triggers include "generate a Dockerfile",…

generate-testability-wrappers

Generate minimal abstractions and dependency injection registrations for hard-to-test static dependencies.