Agent 编排审计 · Agent Orchestration Audit

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    在 Cursor 中为团队协作生成并审计结构化的 Agent 编排模板与交付物。 Generate and audit structured agent orchestration templates and deliverables for team collaboration in Cursor.

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    Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    Agent 编排审计 · Agent Orchestration Audit

    Example session with this skill installed

    Help me design an Agent Orchestration plan for a small marketing team to automate blog post generation from SEO briefs. Needs clear handoffs and a reusable template.

    • Read your context and instructions
    • Compiled the agent agent orchestration
    • Generated the document

    I have designed the orchestration plan for your SEO-to-Blog workflow. It focuses on clear handoffs between the SEO Specialist Agent and the Content Writer Agent.

    SEO-to-Blog Orchestration Plan

    1. Direct Deliverable: Workflow Structure

    PhaseRoleInputOutputOwner
    AnalysisSEO AgentRaw KeywordsStructured OutlineMarketing Lead
    DraftingWriter AgentStructured OutlineMarkdown DraftContent Manager
    ReviewHuman EditorMarkdown DraftPublished PostContent Manager

    2. Reusable Orchestration Template

    
    # Agent Handoff Template: [Task Name]
    
    ## Role Definition
    - **Agent Name**: {{agent_name}}
    - **Primary Objective**: {{objective}}
    - **System Prompt Reference**: {{prompt_file_path}}
    
    ## Input Requirements
    - Source Data: {{input_source}}
    - Constraints: {{constraints}}
    
    ## Process Steps
    1. {{step_1}}
    2. {{step_2}}
    
    ## Output Specification
    - Format: {{output_format}}
    - Delivery Channel: {{destination}}
    - Quality Check: [ ] Terms Consistent? [ ] Facts Verified?
    

    3. Terminology Consistency

    • SEO Brief: Refers to the JSON output from the SEO Agent.
    • Master Draft: The final Markdown file before human review.

    Next steps

    1. Copy the Agent Handoff Template into your docs/templates folder.
    2. Define the prompt_file_path for the Writer Agent in your Cursor settings.
    3. Run a test case with a single keyword to verify the "Structured Outline" output format.

    agent-agent-orchestration-audit.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Generate structured agent handoff templates for small teams.Audit existing agent workflows for role and responsibility gaps.Standardize terminology and output specs across multi-agent systems.Create reusable Markdown templates for agent-to-human handovers.

    About this skill

    它解决什么问题

    小团队经常难以构建多代理编排工作流程,导致混乱的切换和不一致的术语。用于代理移交的手动模板创建速度很慢,并且容易忽略关键的操作细节,例如所有权和输出规格。

    这个技能做什么

    • 根据特定团队目标生成完整的代理编排可交付成果。
    • 为重复工作流程生成具有明确定义变量的可重用模板。
    • 创建结构化的角色定义、分步流程和明确的移交要求。
    • 对整个编排计划中的术语进行标准化,以确保团队保持一致。
    • 将缺失的信息或技术不确定性标记为“待确认”项目。

    框架和工具

    针对光标编辑器进行了优化。配合基于Markdown的文档,为技术实现提供文件级操作建议。

    为什么比裸提示词强

    通用提示通常会忽略团队协作的操作细微差别,例如谁拥有哪个步骤以及确切的移交工件是什么。该技能强制执行“结果第一”的结构,然后是可重用的模板,确保您的团队既拥有即时答案,又拥有面向未来的系统。

    典型用例

    • 设计具有特定人机循环检查点的多代理内容管道。
    • 为人工智能辅助技术支持创建标准操作程序 (SOP)。
    • 为代理在研究和写作阶段之间传递数据开发交接模板。
    • 审核现有代理工作流程,以确定角色职责或输出清晰度方面的差距。

    English · 英文介绍

    The problem

    Small teams often struggle to structure multi-agent orchestration workflows, leading to messy handovers and inconsistent terminology. Manual template creation for agent handoffs is slow and prone to omitting critical operational details like ownership and output specs.

    What it does

    • Generates complete agent orchestration deliverables based on specific team goals.
    • Produces reusable templates with clearly defined variables for repetitive workflows.
    • Creates structured role definitions, step-by-step processes, and explicit handover requirements.
    • Standardizes terminology across the entire orchestration plan to ensure team alignment.
    • Flags missing information or technical uncertainties as "to be confirmed" items.

    Frameworks & tools

    Optimized for the Cursor editor. Works with Markdown-based documentation and provides file-level operation suggestions for technical implementations.

    Why this beats prompting it yourself

    Generic prompts often miss the operational nuances of team collaboration, such as who owns which step and what the exact handoff artifact is. This skill enforces a "result-first" structure followed by a reusable template, ensuring your team has both the immediate answer and a system for the future.

    Use cases

    • Designing a multi-agent content pipeline with specific human-in-the-loop checkpoints.
    • Creating standard operating procedures (SOPs) for AI-assisted technical support.
    • Developing handoff templates for agents passing data between research and writing stages.
    • Auditing existing agent workflows to identify gaps in role responsibility or output clarity.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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    Click the path to copy it. Create the folder if it does not exist yet.

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