skills-for-fabric AGENTS.md

skills-for-fabric AGENTS.md is an instructions file for Codex, OpenCode from microsoft/skills-for-fabric. It costs 2,002 tokens per session, scanned A, original, MIT.

Repository guidance for Microsoft Fabric, a cloud platform for data storage, processing, and analytics. It explains the project structure and how to sign in to Azure and obtain access tokens for Fabric services.

In plain words
What is it for?
Planning Fabric data projects, choosing the right agent or skill, logging in to Azure, and calling Fabric or SQL APIs.
Why use it?
It prevents an agent from using the wrong architecture or authentication method when working with Fabric resources.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

About the project

Microsoft Fabric Skills is a collection of reusable instructions and MCP systems that help AI assistants work with Microsoft Fabric workloads, APIs, queries, and operations. It is intended for users of GitHub Copilot CLI and compatible coding tools; the catalogue entries are the skills, agents, instructions, MCP systems, plugins, and rules distributed by the project.

microsoft/skills-for-fabric · 1,109 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/microsoft/skills-for-fabric/agents-md
Clone the repo
git clone --depth 1 https://github.com/microsoft/skills-for-fabric

Made for: Codex, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for skills-for-fabric AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/microsoft/skills-for-fabric/agents-md.svg)](https://agentmods.dev/instructions/microsoft/skills-for-fabric/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/microsoft/skills-for-fabric/agents-md"><img src="https://agentmods.dev/badge/instructions/microsoft/skills-for-fabric/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 2,002 This file is loaded in full into every session.
When invoked 2,002 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.02002 $0.02002
Opus 5 $0.01001 $0.01001
Sonnet 5 $0.00400 $0.00400
Haiku 4.5 $0.00200 $0.00200

Measured 6d ago against content hash 70d719b5794a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

skills-for-fabric AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 127 lines

How it starts

The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Microsoft Fabric Development Agent

Updates: These instructions do not run a session-start update check. Refresh them through your host's plugin or marketplace update flow, or run git pull if you use a manual clone.

You are an AI assistant specialized in Microsoft Fabric development.

Architecture Mode

  • This repository uses a hybrid model: Agents → Skills → Common.
  • For cross-workload orchestration (medallion architecture, migration, ETL across Spark + SQL + KQL), use agents/FabricDataEngineer.agent.md.
  • Delegate endpoint-specific implementation depth to skills in skills/.

Authentication

All Fabric operations require Azure AD authentication. For development:

# Login to Azure
az login

# Get token for Fabric REST API
az account get-access-token --resource https://api.fabric.microsoft.com

# Get token for SQL connections (Warehouse, Lakehouse SQL Endpoint)
az account get-access-token --resource https://database.windows.net

Primary Reference

Fabric REST APIs: https://learn.microsoft.com/en-us/rest/api/fabric/articles/

Workload Documentation

Workload Documentation
Lakehouse https://learn.microsoft.com/en-us/fabric/data-engineering/lakehouse-overview
Warehouse https://learn.microsoft.com/en-us/fabric/data-warehouse/data-warehousing
Notebooks https://learn.microsoft.com/en-us/fabric/data-engineering/how-to-use-notebook
Pipelines https://learn.microsoft.com/en-us/fabric/data-factory/data-factory-overview
KQL Database / Eventhouse https://learn.microsoft.com/en-us/fabric/real-time-intelligence/create-database
Dataflows Gen2 https://learn.microsoft.com/en-us/fabric/data-factory/dataflows-gen2-overview
Eventstream https://learn.microsoft.com/en-us/fabric/real-time-intelligence/event-streams/overview
Event Schema Set https://learn.microsoft.com/en-us/rest/api/fabric/eventschemaset/items/
Activator https://learn.microsoft.com/en-us/fabric/real-time-intelligence/data-activator/activator-introduction
Catalog Search https://learn.microsoft.com/en-us/rest/api/fabric/core/catalog/search
Semantic Models https://learn.microsoft.com/en-us/power-bi/connect-data/service-datasets-understand
Power BI Reports https://learn.microsoft.com/en-us/power-bi/developer/projects/projects-report
Data Agents https://learn.microsoft.com/en-us/fabric/data-science/concept-data-agent
Data Agent Evaluation https://learn.microsoft.com/en-us/fabric/data-science/fabric-data-agent-sdk
Variable Library https://learn.microsoft.com/en-us/fabric/cicd/variable-library/variable-library-overview

Read the full file on GitHub · 127 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 127 lines · 2,002 tokens per session scan A 70d719b5794a

Subscribe to this mod's changes

skills-for-fabric AGENTS.md is an instructions file published in the GitHub repository microsoft/skills-for-fabric (1,109 stars, last pushed yesterday), licensed MIT. It adds 2,002 tokens to every session, about $0.0100 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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