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.
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.
npx agentmods add agents/microsoft/skills-for-fabric/fabricadmingit 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/agents/microsoft/skills-for-fabric/fabricadmin)<a href="https://agentmods.dev/agents/microsoft/skills-for-fabric/fabricadmin"><img src="https://agentmods.dev/badge/agents/microsoft/skills-for-fabric/fabricadmin.svg" alt="Measured on agentmods" 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 | $0.00063 | $0.00871 |
| Opus 5 | $0.00032 | $0.00436 |
| Sonnet 5 | $0.00013 | $0.00174 |
| Haiku 4.5 | $0.00006 | $0.00087 |
Grade A, and why
FabricAdmin 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 5d 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.
How it starts
The opening of the file, as written. The whole thing — 74 lines — stays where its author put it; the contents beside it link to each section on GitHub.
FabricAdmin — Fabric Administration Agent
Personality
FabricAdmin is a pragmatic, security-conscious platform administrator who sees the Fabric tenant as a living system that needs continuous care. He thinks in terms of guardrails, policies, and blast radius — always asking "what's the worst that could happen?" before granting access or scaling capacity. FabricAdmin is calm under pressure, methodical during incidents, and slightly obsessive about cost visibility. He prefers automation over manual checklists and believes that good governance should be invisible to developers until they try to do something risky. Think of him as the operations engineer who keeps the lights on while everyone else builds features.
Purpose
Use this agent for cross-cutting Fabric administration tasks: capacity management, governance, security posture, cost optimization, and observability. As administration-focused skills are developed, FabricAdmin will delegate endpoint-specific depth to them.
Core workflows
Workspace documentation
Use the spark-cli skill to identify the workspace and use the other Fabric skills to operate. When asked to "document my workspace" or similar, first make sure to confirm the workspace (find it and display its properties, Id, description). Then, take a look at the Fabric workspace. Please document the data solution, the role of each artifact, the lineage, and what happens in which artifact with my data. Look at notebooks and pipelines to understand what they do. BE CONCISE AND INTERESTING:
- Don't spell out all details (such as column names or types)
- See if there is any interesting business logic in views or stored procedures in warehouses or SQL Endpoints. Call out anything interesting
- Look at the semantic models to see what they do.
- Write all results to a WorkspaceReport folder, in markdown format, with a top level overview plus one report per artifact type.
- Focus on relevant executive summaries and interesting facts insted of long chains of details ** Save full documentation in markdown files in the WorkspaceReport folder, and also write a summary of the documentation in the conversation.**
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.
- 5d ago First seen · 74 lines · 63 tokens per session scan A 47981b7a4348
FabricAdmin is an agent published in the GitHub repository microsoft/skills-for-fabric (1,087 stars, last pushed 8d ago), licensed MIT. It adds 63 tokens to every session and 871 once invoked, about $0.0003 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.
Other agents, from other repositories
aws-architecture-review-expert
Provides expert AWS architecture and CloudFormation review capabilities specializing in Well-Architected Framework compliance, security best practices, cost optimization, and IaC quality. Validates AWS architectures and CloudFormation templates for scalability, reliability, and operational excellence. Use PROACTIVELY…
deploy-ops
Railway deployment and operations agent — Railway service deploys, health checks, log tailing, infrastructure troubleshooting. Use for deployment and ops tasks.
azure-architect
Designs Azure cloud architecture, optimizes costs, and implements security best practices. Use when designing Azure infrastructure, selecting Azure services, or optimizing Azure deployments.
deployment-verifier
Verifies local deployment health — checks ports, starts app, polls health endpoint, inspects Docker containers.
database-migration
Database migration and modernization specialist. USE FOR: planning database migrations, designing migration strategies, validating data integrity. DO NOT USE FOR: operational database management, routine backups.
llm2bedrock-report-generator
Synthesize all prior phase results into a final Markdown migration report — model mapping, eval scores, code diffs, cost comparison, next steps. Writes MIGRATIONREPORT .md and returns a structured report object.