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microsoft-agent-framework

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UpdatedJuly 12, 2026 at 11:59

Master skill for Microsoft Foundry + Microsoft Agent Framework (Python) development — agent patterns, deployment path selection (prompt agent via azure-ai-projects SDK, hosted agent via azd/container/ZIP), the Foundry Toolkit for VS Code, publishing to M365/Teams via the Agent 365 CLI, evaluation, tools, and .NET↔Python API bridging. Delegates to task-oriented leaf skills. Use when working on any Foundry or Agent Framework project in this repo. Triggers on: "agent framework", "maf", "foundry", "magentic", "workflow builder", "hosted agent", "prompt agent", "foundry agent", "agent deployment", "deploy to foundry", "file search", "azd ai agent", "foundry toolkit", "agent 365", "publish to teams", "agent eval", "work iq", "workiq", "m365 data", "work iq setup", "work iq error", "workiq troubleshooting", "workiq 403", "wam error", "workiq ebusy", "run demo error", "unicodeencodeerror", "charmap codec", "cp1252", "emoji crash", "servers won't shut down", "ctrl_break", "process group", "health check timeout", "addr

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alexander-kastil

alexander-kastil/ai-103

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SKILL.md

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name

microsoft-agent-framework

description

microsoft-agent-framework — Agent Framework Router

Routes Agent Framework requests to the appropriate leaf skill. Do not implement directly — delegate immediately.

Delegate Map

Request type	Leaf skill to invoke
Add/edit agents, change workflow topology, orchestration (code-first `WorkflowBuilder` SDK)	`agent-framework-workflow`
Build a Magentic team against Foundry; `"No tool call found for function call output"`; max-reset loops; Chat-Completions vs Responses client choice	`agent-framework-magentic-foundry`
Build/publish a Foundry portal workflow (CSDL YAML); empty-canvas or routing-never-runs bugs; `ConditionGroup` / `Foreach` dialect	`foundry-workflow-declarative`
Write/debug Power Fx expressions in a portal workflow (conditions, values, `.`-on-Text errors, scopes)	`foundry-workflow-powerfx`
Design workflow architectures, choose patterns, reference topologies	`agent-framework-orchestration`
Coordinate .NET ↔ Python contracts, API endpoints, DTOs	`agent-framework-api-bridge`
Deploy a prompt agent (SDK) OR a hosted agent (azd / container / ZIP)	`agent-framework-deploy`
Build / debug / eval an agent from the VS Code Foundry Toolkit	`foundry-toolkit`
Publish an agent to Microsoft 365 / Teams; govern its Entra identity	`agent-365-cli`
Eval datasets, batch eval, prompt optimization	`agent-framework-eval`
Connect an agent to live M365 data with Work IQ; provision / consent / bill Work IQ	`work-iq-setup`
Diagnose a failing Work IQ install / auth / consent / billing / query	`work-iq-troubleshooting`
Diagnose a demo that fails when run locally (encoding crash, servers won't start / shut down, port in use, model tool support)	`agent-framework-run-troubleshooting`

Work IQ vs Agent 365 CLI: Work IQ reads live M365 data into an agent (mail, calendar, Teams); the Agent 365 CLI publishes an agent out to Teams/M365 as a registered identity. They are complementary, not alternatives.

Deployment path by agent type (do not default to raw az rest):

Prompt agent (instructions + model + tools) → azure-ai-projects 2.x SDK: project.agents.create_version(PromptAgentDefinition(...)). See agent-framework-deploy.md.

Hosted agent (your own code) → azd ai agent (azure.ai.agents extension: azd ext install azure.ai.agents) or the SDK ZIP path. See agent-framework-deploy.md.

Publish to Teams/M365 → Agent 365 CLI (a365). See agent-365-cli.md.

Shared References

Stack Versions — Current package versions (core 1.9.0 stack), API signatures, model client + orchestration decision tables
Code Patterns — FoundryChatClient, MagenticBuilder, WorkflowBuilder, non-Foundry models
Magentic on Foundry — Magentic teams MUST use a Chat Completions client (not Responses); no Claude in the loop; one client per agent; single task message

More from this repository

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brand-voice-code

alexander-kastil/ai-103

Audit and fix Markdown files for brand-voice quality in the Claude Code class (developer audience): em dashes, Mermaid label syntax, paragraph length, and topic-specific slash command tables. Trigger phrases: brand voice check, quality check, check writing quality, fix em dashes.

2026-07-120

create-class

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Master skill for authoring a hands-on course or masterclass repository end to end, for any audience (developer, low-code maker, business user). It is the single entry point that delegates to standalone peer skills: scaffold, create-teaching, create-guide, create-slides, dashboard, run-demo, run-foundry-demo, run-guide-browser, and the repo-local brand-voice-* skill. Use when building or maintaining any course repo organized as numbered modules under demos/ and labs/. Trigger phrases: create a class, build a class, author a course, scaffold a new class, bootstrap course layout, generate modules from outline, write a demo, author a lab, create slides, topic to slides, enrich module readme, class dashboard, module status, whats missing, run demo, verify code demo, run guide in browser, evaluate guide, brand voice check, quality check, business class, maker class, code class.

2026-07-120

create-guide

alexander-kastil/ai-103

Author a single demo or lab guide for a hands-on class of any audience, in one of three styles chosen by audience: prompt-recipe (business/maker, the five-part step model), guided (initial project setup), or walkthrough (code, Microsoft-Learn style with run commands and expected output). Places the file at the module root as demo-NN-slug.md or lab-NN-slug.md, scaffolds any runnable project and companion assets, and updates the folder TOC. Peer skill the create-class master delegates to; also invocable directly. Trigger phrases: create a guide, write a demo, author a lab, demo guide, lab guide, prompt recipe, walkthrough guide, learn style guide, run-verified guide.

2026-07-120

mermaid-diagram

alexander-kastil/ai-103

Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling. Use PROACTIVELY for visual documentation, system diagrams, or process flows.

2026-06-190

name

microsoft-agent-framework

description

microsoft-agent-framework — Agent Framework Router

Routes Agent Framework requests to the appropriate leaf skill. Do not implement directly — delegate immediately.

Delegate Map

Request type	Leaf skill to invoke
Add/edit agents, change workflow topology, orchestration (code-first `WorkflowBuilder` SDK)	`agent-framework-workflow`
Build a Magentic team against Foundry; `"No tool call found for function call output"`; max-reset loops; Chat-Completions vs Responses client choice	`agent-framework-magentic-foundry`
Build/publish a Foundry portal workflow (CSDL YAML); empty-canvas or routing-never-runs bugs; `ConditionGroup` / `Foreach` dialect	`foundry-workflow-declarative`
Write/debug Power Fx expressions in a portal workflow (conditions, values, `.`-on-Text errors, scopes)	`foundry-workflow-powerfx`
Design workflow architectures, choose patterns, reference topologies	`agent-framework-orchestration`
Coordinate .NET ↔ Python contracts, API endpoints, DTOs	`agent-framework-api-bridge`
Deploy a prompt agent (SDK) OR a hosted agent (azd / container / ZIP)	`agent-framework-deploy`
Build / debug / eval an agent from the VS Code Foundry Toolkit	`foundry-toolkit`
Publish an agent to Microsoft 365 / Teams; govern its Entra identity	`agent-365-cli`
Eval datasets, batch eval, prompt optimization	`agent-framework-eval`
Connect an agent to live M365 data with Work IQ; provision / consent / bill Work IQ	`work-iq-setup`
Diagnose a failing Work IQ install / auth / consent / billing / query	`work-iq-troubleshooting`
Diagnose a demo that fails when run locally (encoding crash, servers won't start / shut down, port in use, model tool support)	`agent-framework-run-troubleshooting`

Work IQ vs Agent 365 CLI: Work IQ reads live M365 data into an agent (mail, calendar, Teams); the Agent 365 CLI publishes an agent out to Teams/M365 as a registered identity. They are complementary, not alternatives.

Deployment path by agent type (do not default to raw az rest):

Prompt agent (instructions + model + tools) → azure-ai-projects 2.x SDK: project.agents.create_version(PromptAgentDefinition(...)). See agent-framework-deploy.md.

Hosted agent (your own code) → azd ai agent (azure.ai.agents extension: azd ext install azure.ai.agents) or the SDK ZIP path. See agent-framework-deploy.md.

Publish to Teams/M365 → Agent 365 CLI (a365). See agent-365-cli.md.

Shared References

Stack Versions — Current package versions (core 1.9.0 stack), API signatures, model client + orchestration decision tables
Code Patterns — FoundryChatClient, MagenticBuilder, WorkflowBuilder, non-Foundry models
Magentic on Foundry — Magentic teams MUST use a Chat Completions client (not Responses); no Claude in the loop; one client per agent; single task message