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.
Borrowing it
Nothing to install: this file belongs to microsoft/skills-for-fabric. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/microsoft/skills-for-fabric/main/CLAUDE.mdgit clone --depth 1 https://github.com/microsoft/skills-for-fabricWrote 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.
[](https://agentmods.dev/instructions/microsoft/skills-for-fabric/claude-md)<a href="https://agentmods.dev/instructions/microsoft/skills-for-fabric/claude-md"><img src="https://agentmods.dev/badge/instructions/microsoft/skills-for-fabric/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/microsoft/skills-for-fabric/claude-md"><img src="https://agentmods.dev/badge/instructions/microsoft/skills-for-fabric/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.03858 | $0.03858 |
| Opus 5.5 | $0.01543 | $0.01543 |
| Sonnet 5.5 | $0.00772 | $0.00772 |
| Haiku 4.5 | $0.00386 | $0.00386 |
Grade A, and why
skills-for-fabric CLAUDE.md scanned grade A with 1 finding 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 today.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- Primary CLI tool: `az rest` against Fabric Core REST APIs (Update Item, List Tags, Apply Tags); `curl` against the OneLake table API for table and column descriptions How it starts
The opening of the file, as written. The whole thing — 214 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Microsoft Fabric Development Instructions
Updates:
fabric-collectionis a third-party marketplace, so enable auto-update once: run/plugin, open Marketplaces, selectfabric-collection, and choose Enable auto-update. Administrators can instead set"autoUpdate": trueon itsextraKnownMarketplacesentry in managed settings. To update on demand, runclaude plugin update <plugin>@fabric-collection. If these files were copied in loosely rather than installed as a plugin, compare the localpackage.jsonversion against the remote (git fetch origin main --quiet && git show origin/main:package.json) and re-copy if it is newer.
This project uses Microsoft Fabric for data engineering, warehousing, and analytics.
Architecture Mode
- Use the hybrid layering model: Agents → Skills → Common.
- For cross-workload orchestration, start with
agents/FabricDataEngineer.agent.md. - Delegate deep endpoint implementation to relevant skills under
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
The fabric-skills plugin reuses Azure CLI sign-in for its remote MCPs.
See mcp-setup/README.md for prerequisites and older registrations overriding the plugin. Keep access tokens out of chat, logs and saved MCP configuration.
Fabric REST APIs
All Fabric operations use the REST APIs documented at: https://learn.microsoft.com/en-us/rest/api/fabric/articles/
Developer vs Consumer Patterns
Developers
- Use REST APIs to create/manage artifacts (workspaces, warehouses, lakehouses)
- Use protocol-specific connections to access data:
- ODBC/JDBC for Warehouse queries
- Spark/PySpark for Lakehouse data
- XMLA/DAX for Semantic Models
- KQL for Real-Time Intelligence
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.
- today Changed · +12 lines · +475 tokens per session dfff2d87c92b
- 7d ago Changed · +6 lines · +146 tokens per session 1eee4952fc4d
- 1mo ago Changed · +1 lines · +46 tokens per session d88ffb2cc11e
- 1mo ago Changed · +2 lines · +120 tokens per session cb438c8f39cd
- 1mo ago Changed · +1 lines · -26 tokens per session ee0e448a7754
- 1mo ago Changed · +3 lines · +51 tokens per session 7bda1933d043
- 2mo ago Changed · +6 lines · +134 tokens per session c9ce606738bb
- 2mo ago First seen · 183 lines · 2,912 tokens per session scan A 5275681b887c
skills-for-fabric CLAUDE.md is an instructions file published in the GitHub repository microsoft/skills-for-fabric (1,321 stars, last pushed yesterday), licensed MIT. It adds 3,858 tokens to every session, about $0.0154 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
skills-for-fabric CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| skills-for-fabric CLAUDE.mdmicrosoft/skills-for-fabric | Instructions file | 1.3k | yesterday | MIT | A | 3,858 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |