Automated Context Engineering MCP Server for creating high-quality Product Requirements Prompts (PRPs) through AI-assisted workflows
croakingtoad/context-engineering-mcp
Agent Claude Code
Expert documentation specialist. Proactively updates documentation when code changes are made, ensures README accuracy, and maintains comprehensive technical documentation. Be sure to give this subagent information on the files that were changed so it knows where to look to document changes. Always call this agent…
croakingtoad/context-engineering-mcp
Agent Claude Code
Testing and validation specialist. Proactively runs tests, validates code changes, ensures quality gates are met, and iterates on fixes until all tests pass. Call this agent after you implement features and need to validate that they were implemented correctly. Be very specific with the features that were implemented…
croakingtoad/context-engineering-mcp
Agent Claude Code
Dependency and configuration specialist for Pydantic AI agents. USE AUTOMATICALLY after requirements planning to set up agent dependencies, environment variables, model providers, and agent initialization. Creates settings.py, providers.py, and agent.py files.
croakingtoad/context-engineering-mcp
Agent Claude Code
Requirements gathering and planning specialist for Pydantic AI agent development. USE PROACTIVELY when user requests to build any AI agent. Analyzes requirements from provided context and creates comprehensive INITIAL.md requirement documents for agent factory workflow. Works autonomously without user interaction.
croakingtoad/context-engineering-mcp
Agent Claude Code
System prompt crafting specialist for Pydantic AI agents. USE AUTOMATICALLY after requirements planning to create optimal system prompts. Designs static and dynamic prompts, role definitions, and behavioral guidelines for agents.
croakingtoad/context-engineering-mcp
Agent Claude Code
Tool development specialist for Pydantic AI agents. USE AUTOMATICALLY after requirements planning to create agent tools, API integrations, and external connections. Implements @agent.tool decorators, error handling, and tool validation.
croakingtoad/context-engineering-mcp
Agent Claude Code
Testing and validation specialist for Pydantic AI agents. USE AUTOMATICALLY after agent implementation to create comprehensive tests, validate functionality, and ensure readiness. Uses TestModel and FunctionModel for thorough validation.