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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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--- id: <TOOL_ID> name: <TOOL_NAME> version: <VERSION> category: <core|languages|utilities|custom> platform: <linux|macos|windows|wsl> platformNotes: "<cross-platform availability notes>" status: <verified|unverified|unavailable> verifiedDate: <YYYY-MM-DD> capabilities: - <capability-1> - <capability-2> synopsis: "<one-line description>" --- # <TOOL_NAME> - <Brief Description> ## Quick Reference ```bash # Essential patterns - copy and use immediately <cmd> <basic_usage> # <description> <cmd> <common_flag> <arg> # <description> <cmd> <pipe_pattern> # <description> ``` ## Synopsis <Expanded one-paragraph description of what the tool does, when to use it, and its primary strengths.> ## Common Patterns ### <Pattern Category 1: e.g., Basic Usage> ```bash # <Descriptive comment> <command example> # <Descriptive comment> <command example> ``` ### <Pattern Category 2: e.g., Piped Operations> ```bash # <Descriptive comment> <command example> # <Descriptive comment> <command example> ``` ### <Pattern Category 3: e.g., Advanced Usage> ```bash # <Descriptive comment> <command example> # <Descriptive comment> <command example> ``` ## Key Flags | Flag | Description | Example | |------|-------------|---------| | `<-f>` | <description> | `<cmd> -f <arg>` | | `<--flag>` | <description> | `<cmd> --flag=<value>` | | `<-v>` | <description> | `<cmd> -v` | ## Input/Output ### Input Formats - <format 1: e.g., stdin, file, URL> - <format 2> ### Output Formats - <format 1: e.g., stdout, file> - <format 2> ### Exit Codes | Code | Meaning | |------|---------| | 0 | Success | | 1 | <error condition> | | 2 | <error condition> | ## Error Handling ```bash # Check for success <cmd> <args> && echo "Success" || echo "Failed" # Capture errors <cmd> <args> 2>&1 # Handle specific error if ! <cmd> <args>; then echo "Error: <description>" exit 1 fi ``` ## Performance Tips - <Tip 1: e.g., use flag X for large files> - <Tip 2: e.g., avoid pattern Y for better performance> - <Tip 3: e.g., consider alternative Z for specific use case> ## Platform-Specific Notes ### Linux - **Installation**: `apt install <tool>` / `dnf install <tool>` - **Path**: Usually `/usr/bin/<tool>` - **Notes**: <any Linux-specific behavior> ### macOS - **Installation**: `brew install <tool>` - **Path**: Usually `/opt/homebrew/bin/<tool>` (Apple Silicon) or `/usr/local/bin/<tool>` - **Notes**: <any macOS-specific behavior> ### Windows/WSL - **Installation**: `choco install <tool>` / `scoop install <tool>` - **WSL**: Same as Linux within WSL - **Notes**: <any Windows-specific behavior or limitations> ## Integration Examples ### With Shell Scripts ```bash #!/bin/bash # <Description of script purpose> <multi-line script example> ``` ### With Other Tools ```bash # Pipe to/from <other_tool> <command> | <other_tool> <args> # Combine with <other_tool> <other_tool> | <command> <args> ``` ## Troubleshooting ### Common Issues **Issue**: <Problem description> **Solution**: <How to fix> **Issue**: <Problem description> **Solution**: <How to fix> ### Debug Mode ```bash # Enable verbose/debug output <cmd> <debug_flag> <args> ``` ## See Also - **Man page**: `man <tool>` - **Help**: `<tool> --help` - **Documentation**: <URL> - **Related tools**: <tool1>, <tool2>, <tool3> ## Version History | Version | Notable Changes | |---------|-----------------| | <X.Y> | <feature/change> | | <X.Z> | <feature/change> | --- **Specification Metadata** - Generated: <timestamp> - Source: .aiwg/smiths/toolsmith/tools/<category>/<tool>.tool.md - Platform: <detected_platform> - Status: <verified|unverified>