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使用 Microsoft Agent Framework 建置與追蹤多代理工作流程

使用 Microsoft Agent Framework 來組合、編排與追蹤生產等級的多代理工作流程。

使用 Microsoft Agent Framework 建置與追蹤多代理工作流程 是什麼?

這項技能讓開發者能夠使用 Microsoft Agent Framework (MAF) 來建置、編排與追蹤生產等級的多代理工作流程。MAF 是一個開放原始碼、支援多語言(.NET 與 Python)的框架,專為將 AI 代理從原型推向生產環境而設計。它提供一致的基礎來建置與操作代理系統,並且內建對 OpenTelemetry 的支援,讓你可以追蹤與觀察代理的行為,確保系統在生產環境中的可靠性。這項技能涵蓋從安裝、基本使用到完整文件與原始碼的指引,適合正在開發生產就緒代理與工作流程的團隊。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/build-and-trace-multi-agent-workflows-with-microsoft-agent-framework

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開啟一個已預先載入此 Agent Skill 的新對話。

說明文件

使用 Microsoft Agent Framework 建置與追蹤多代理工作流程 是做什麼的?

使用 Microsoft Agent Framework 來組合、編排與追蹤生產等級的多代理工作流程。

先決條件

Python 或 .NET 執行環境、Microsoft Agent Framework 套件,啟用可觀測性時需要與 OpenTelemetry 相容的追蹤後端。

安裝

使用與你的環境相符的上游安裝或設定路徑:

  • pip install agent-framework

來自上游的需求與注意事項:

  • Microsoft Agent Framework (MAF) 是一個開放原始碼、支援多語言的框架,用於在 .NET 和 Python 中建置 生產等級的 AI 代理與多代理工作流程。
  • Microsoft Agent Framework 專為將代理從原型推向生產環境的團隊而建置。它在 Python 與 .NET 之間提供一致的基礎,用於建置、編排與操作代理系統,同時保持...
  • Python 和 C#/.NET 支援:為 Python 與 C#/.NET 的實作提供完整的框架支援與一致的 API

基本使用或入門說明:

文件

來源

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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