Agent Claude Code
Create complete agent modules with folder structure per Agency Swarm v1.0.0 spec.
Agent Claude Code
Create complete agent modules with folder structure per Agency Swarm v1.0.0 spec.
Agent Claude Code
Research MCP servers and APIs, prioritize MCP over custom implementations.
Agent Claude Code
Write optimized agent instructions using prompt engineering best practices.
Agent Claude Code
Transform ideas into comprehensive PRDs optimized for parallel agent creation.
Agent Claude Code
Wire agency and test with 5 example queries, provide improvement suggestions.
Agent Claude Code
Implement and test tools with MCP servers preferred, runs after agent files exist.
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When writing or improving documentation for Agency Swarm, your primary goal is clarity for the target reader: show the information they need to complete the task, with enough context to avoid confusion.
Instructions file CodexOpenCode
Instructions for VRSEN/agency-swarm, covering agency swarm repository addendum, 1. repository baseline, 2. repository commands and review artifacts, 3. documentation and 4. python, types, and file discipline.
Instructions file
Instructions for VRSEN/agency-swarm, a project described as: Reliable Multi-Agent Orchestration Framework.
Agent Claude Code
Create complete agent modules with folder structure per Agency Swarm v1.0.0 spec.
Agent Claude Code
Research MCP servers and APIs, prioritize MCP over custom implementations.
Agent Claude Code
Write optimized agent instructions using prompt engineering best practices.
Agent Claude Code
Transform ideas into comprehensive PRDs optimized for parallel agent creation.
Agent Claude Code
Wire agency and test with 5 example queries, provide improvement suggestions.
Agent Claude Code
Implement and test tools with MCP servers preferred, runs after agent files exist.
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Your task is to add Model Context Protocol (MCP) server to an Agency Swarm agent. MCP servers expose external tools and data sources to agents through a standardized protocol.
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Your task is to create a Product Requirements Document (PRD) that defines the agency structure, agent roles, and tool specifications.
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Your task is to convert an MCP server into the Code Execution Pattern described in Anthropic's blog post. This pattern enables progressive disclosure of tools, reducing token usage by up to 98% compared to loading all tools upfront.
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For the next turn, take the role of an expert prompt engineer. Your task is to achieve the desired agent behaviour by writing or refining agent instructions.
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AI Agent Creator Instructions for Agency Swarm Framework.
Instructions file CodexOpenCode
Instructions for VRSEN/OpenSwarm, covering openswarm — customization guide, what is openswarm?, folder structure, how agents connect (swarm.py) and how to customize.
Instructions file
Instructions for VRSEN/OpenSwarm, covering agency builder, background, a note on communication flow patterns, available sub-agents and orchestration responsibilities.
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Guidance for developing and modifying the Data Analyst agent.
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python -m unittest slidesagent.tests.testclaudecoworkprompt.