a5c.ai

Set up MCP Inspector for debugging and testing MCP servers with request logging, response inspection, and protocol validation.

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Generate formatted help text with examples, descriptions, sections, and consistent styling for CLI applications.

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Design and implement MCP resource URI schemes and templates with proper naming, hierarchy, and documentation.

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Create mock MCP client for server testing with request/response simulation.

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Generate MCP capability declarations from tool and resource inventory with proper versioning and feature flags.

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Generate Ink (React for CLI) components for terminal UIs with hooks, state management, and layout components.

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Bootstrap MCP (Model Context Protocol) servers with the official TypeScript SDK. Creates complete server implementations with transport layer, tools, resources, and proper error handling.

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Bootstrap MCP server with Python SDK, transport configuration, tool/resource handlers, and proper project structure.

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Generate Homebrew formula for CLI distribution on macOS and Linux.

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Generate interactive command-line prompts using Inquirer.js with validation, conditional logic, and custom renderers. Creates user-friendly input collection flows for CLI applications.

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Normalize line endings for cross-platform file handling with CRLF/LF conversion and git configuration.

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Set up goreleaser for Go release automation with cross-compilation and publishing.

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Map application errors to MCP error codes with proper messages, error types, and recovery suggestions.

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Configure HTTP/SSE transport for web-based MCP servers with proper endpoints, authentication, and CORS.

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Generate getopts-based argument parsing for shell scripts with short/long options and validation.

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Generate logic for handling mutually exclusive argument groups with clear error messages and validation in CLI applications.

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Generate JSON Schema definitions for MCP tool input parameters. Creates well-documented, AI-consumable schemas with proper types, descriptions, and validation rules.

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Configure WebSocket transport for bidirectional MCP communication with connection management and reconnection handling.

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Generate environment variable to CLI argument mapping with prefix support, type conversion, and fallback chains for configuration.

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Generate Click-based Python CLI applications with decorators, groups, context, and modern Python patterns. Creates complete scaffolded CLI with proper project structure.

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Set up snapshot testing for CLI output with update workflows and diff reporting.

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Set up cosmiconfig for hierarchical configuration loading from multiple sources and formats.

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Generate Cobra/Viper-based Go CLI applications with persistent flags, subcommands, and configuration management. Creates production-ready Go CLI with modern patterns.

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Implement secure webhook verification — HMAC signature validation, replay attack prevention, idempotency keys, and webhook payload processing.

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