agent-framework

agent-framework is a skill for Claude Code, Codex from majiayu000/claude-skill-registry. It costs 84 tokens per session (1,611 once invoked), scanned A, original, MIT.

A Python software kit for creating AI agents and workflows with Microsoft's Agent Framework. It supports both one agent and several agents working together in an organised workflow.

In plain words
What is it for?
Use it to create Python agents, connect functions or MCP tools, build multi-agent workflows, expose agents over HTTP, and debug them in Visual Studio Code.
Why use it?
It provides a defined way to connect agents, tools, and workflow steps instead of building that coordination yourself.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to create Python agents, connect functions or MCP tools, build multi-agent workflows, expose agents over HTTP, and debug them in Visual Studio Code.

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Install with agentmods
npx agentmods add skills/majiayu000/claude-skill-registry/agent-framework
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.

Any agent
npx skills add majiayu000/claude-skill-registry --skill agent-framework
Clone the repo
git clone --depth 1 https://github.com/majiayu000/claude-skill-registry

Made for: Claude Code, Codex.

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 agent-framework

README.md
[![agentmods](https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/agent-framework/github.svg)](https://agentmods.dev/skills/majiayu000/claude-skill-registry/agent-framework)
Your own site
<a href="https://agentmods.dev/skills/majiayu000/claude-skill-registry/agent-framework"><img src="https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/agent-framework/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.

agentmods 80×15 button for agent-framework

Your own site · 80×15
<a href="https://agentmods.dev/skills/majiayu000/claude-skill-registry/agent-framework"><img src="https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/agent-framework.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 84 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,611 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00084 $0.01611
Opus 5 $0.00042 $0.00805
Sonnet 5 $0.00017 $0.00322
Haiku 4.5 $0.00008 $0.00161

Measured 9d ago against content hash 9b1ea09a8a51, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

agent-framework 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 9d 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.

skills/agent/agent-framework/SKILL.md · 163 lines

How it starts

The opening of the file, as written. The whole thing — 163 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Create Agent with Microsoft Agent Framework

Build AI agents, agentic apps, and multi-agent workflows using Microsoft Agent Framework SDK.

Quick Reference

Property Value
SDK Microsoft Agent Framework (Python)
Patterns Single Agent, Multi-Agent Workflow
Server Azure AI Agent Server SDK (HTTP)
Debug AI Toolkit Agent Inspector + VSCode
Best For Enterprise agents with type safety, checkpointing, orchestration

When to Use This Skill

Use when the user wants to:

  • Create a new AI agent or agentic application
  • Scaffold an agent with tools (MCP, function calling)
  • Build multi-agent workflows with orchestration patterns
  • Add HTTP server mode to an existing agent
  • Configure F5/debug support for VSCode

Defaults

  • Language: Python
  • SDK: Microsoft Agent Framework (pin version 1.0.0b260107)
  • Server: HTTP via Azure AI Agent Server SDK
  • Environment: Virtual environment (create or detect existing)

References

Topic File Description
Server Pattern references/agent-as-server.md HTTP server wrapping (production)
Debug Setup references/debug-setup.md VS Code configs for Agent Inspector
Agent Samples references/agent-samples.md Single agent, tools, MCP, threads
Workflow Basics references/workflow-basics.md Executor types, handler signatures, edges, WorkflowBuilder — start here for any workflow
Workflow Agents references/workflow-agents.md Agents as executor nodes, linear pipeline, run_stream event consumption
Workflow Foundry references/workflow-foundry.md Foundry agents with bidirectional edges, loop control, register_executor factories

💡 Tip: For advanced patterns (Reflection, Switch-Case, Fan-out/Fan-in, Loop, Human-in-Loop), search microsoft/agent-framework on GitHub.

Read the full file on GitHub · 163 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 9d ago First seen · 163 lines · 84 tokens per session scan A 9b1ea09a8a51

Subscribe to this mod's changes

agent-framework is a skill published in the GitHub repository majiayu000/claude-skill-registry (606 stars, last pushed today), licensed MIT. It adds 84 tokens to every session and 1,611 once invoked, about $0.0004 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 2026-09-03.