OpenWriterControle/README.md
Darren Hinde c8f7103cb6
refactor(evals): consolidate documentation and enhance test infrastructure (#56)
* feat(agents): implement category-based agent organization system

- Organize agents into domain categories (core, development, content, data, product, learning)
- Move 10 agents to category subdirectories with proper git rename tracking
- Update 13 subagents with category and type metadata in frontmatter
- Add category metadata files (0-category.json) documenting common patterns
- Implement local registry fallback in install script for offline development
- Add comprehensive validation suite with 15 automated tests (100% pass rate)
- Enhance registry validation with duplicate ID and consistency checks
- Update eval framework with intelligent path resolution (backward compatible)
- Archive legacy eval structure to _archive/ for reference
- Update all documentation to reflect category-based structure
- Bump version to 0.5.0 with accurate CHANGELOG

Technical Details:
- 23 agents organized (10 category agents, 13 subagents)
- 6 category directories created
- Path resolution supports both agent IDs and category paths
- Registry schema updated to v2.0.0
- 159 files changed, 872 insertions(+), 10738 deletions(-)

BREAKING CHANGE: Agent file paths now use category structure. Update references from .opencode/agent/openagent.md to .opencode/agent/core/openagent.md. Eval framework maintains backward compatibility via path resolution.

* refactor(evals): consolidate documentation and enhance test infrastructure

- Remove temporary project tracking files (PHASE_5_COMPLETE, PROJECT_COMPLETE, etc.)
- Consolidate evaluation framework docs into main README
- Enhance test execution with improved logging and multi-prompt support
- Move system-builder from core to meta category
- Add comprehensive test suites for openagent with organized structure
- Create evaluation test structure for all subagents
- Clean up archived workflows and redundant documentation
- Update registry to reflect new agent organization
- Add shared test templates and golden test patterns

* feat(ci): add manual trigger support for bot-created PRs in validate-registry workflow

- Add pr_number input to workflow_dispatch for manually triggering validation
- Fetch PR details dynamically when triggered manually
- Support both automatic (PR event) and manual (workflow_dispatch) triggers
- Enable validation of bot-created PRs like automated version bumps
- Update branch detection and push logic to handle both trigger types
- Add documentation explaining how to manually trigger for bot PRs

* feat(evals): add explicit context file validation to test framework

- Add expectedContextFiles field to test YAML schema for explicit context file specification
- Enhance context-loading-evaluator to support both auto-detect and explicit validation modes
- Update documentation with comprehensive guide and examples
- Clean up archived legacy test structure (90+ old test files)
- Add new example tests demonstrating explicit context validation
- Backward compatible with existing tests

* feat(evals): add multi-agent logging system and performance optimizations

Implement comprehensive multi-agent logging and performance improvements for the eval framework.

Task 01: Multi-Agent Logging System
- Add complete hierarchical logging module (evals/framework/src/logging/)
  - SessionTracker: tracks parent-child delegation hierarchies
  - MultiAgentLogger: pretty-prints logs with visual indentation
  - Formatters: box characters and emoji formatting
  - 37 passing unit tests (session-tracker, logger, integration)
- Integrate with SDK event stream handler
  - Hook into session.created, message.updated, message.part.updated events
  - Real-time child session detection via timestamp heuristics
  - Message deduplication for cleaner output
- Enable in debug mode only (<1% performance overhead)
- Add demo script and comprehensive documentation

Task 02: Performance Optimizations
- Reduce grace period from 5s to 2s (67% reduction, 10-20% faster tests)
- Add PerformanceMetricsEvaluator for bottleneck identification
  - Collects tool latencies, inference time, idle time
  - Provides full performance visibility
- Update smoke test to validate delegation (core feature)
  - Replace simple read test with multi-agent delegation test
  - Tests both parent and child agent functionality
  - Validates multi-agent logging system

Results:
- 37 unit tests passing
- Smoke test passing (95/100 score)
- Clean hierarchical logging output
- 10-20% faster test execution
- Full multi-agent visibility

Files changed: 16 files, +2678 lines
Time saved: ~6-8 days (completed in 6 hours vs 3-5 day estimate)

* feat(evals): show child agent execution in non-debug mode

- Enable MultiAgentLogger in both debug and non-debug modes
- Add verbose parameter to control output level
- Non-verbose mode shows concise child session lifecycle:
  - Child agent started message
  - Child agent completed with duration
- Verbose mode (--debug) shows full delegation hierarchy
- Update documentation to reflect new behavior

This provides visibility into delegation without overwhelming output,
giving confidence that child agents are actually running.

* feat(evals): improve delegation testing and behavior validation

Major improvements to eval framework:

Test Suite:
- Add 00-smoke-test.yaml (basic read operation)
- Rename 01-smoke-test.yaml → 02-delegation-test.yaml (delegation test)
- Add simple-responder test agent for delegation testing
- Add debug test: simple-subagent-call.yaml

Evaluators:
- Add agent-model-evaluator.ts for agent/model validation
- Enhance behavior-evaluator.ts with detailed task tool output
- Improve delegation-evaluator.ts with better evidence tracking

Schema & Execution:
- Add expectedAgent and expectedModel to test schema
- Improve test executor with better logging and error handling

Documentation:
- Update evals/README.md with new features and performance improvements
- Remove outdated MULTI_AGENT_LOGGING_COMPLETE.md

Registry:
- Add simple-responder test agent to registry

Fixes:
- Fix dashboard.sh path resolution

These changes provide better visibility into delegation, improved test
coverage, and clearer validation of agent behavior.

* chore: add GitHub Actions workflow and plugin documentation

- Add .github/workflows/evals/run-evaluations.yml for automated eval testing
- Add dev/ai-tools/opencode/plugins/Plugin-inspiration.md for plugin development reference
2025-12-18 09:52:11 +00:00

599 lines
21 KiB
Markdown

<div align="center">
# OpenAgents
### AI agent framework for plan-first development workflows with approval-based execution
[![GitHub stars](https://img.shields.io/github/stars/darrenhinde/OpenAgents?style=social)](https://github.com/darrenhinde/OpenAgents/stargazers)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![GitHub last commit](https://img.shields.io/github/last-commit/darrenhinde/OpenAgents)](https://github.com/darrenhinde/OpenAgents/commits/main)
[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](docs/contributing/CONTRIBUTING.md)
[![Buy Me A Coffee](https://img.shields.io/badge/Buy%20Me%20A%20Coffee-support-yellow.svg?style=flat&logo=buy-me-a-coffee)](https://buymeacoffee.com/darrenhinde)
**Multi-language support:** TypeScript • Python • Go • Rust
**Features:** Automatic testing • Code review • Validation
> **🚀 Future Plans:** Currently optimized for OpenCode CLI. Support for other AI coding tools (Cursor, Claude Code, etc.) will be added after stabilizing the OpenCode integration.
</div>
[![Watch Demo](https://img.youtube.com/vi/EOIzFMdmox8/maxresdefault.jpg)](https://youtu.be/EOIzFMdmox8?si=4ZSsVlAkhMxVmF2R)
> **Note:** This repository has evolved since the demo video with continuous improvements to make it easier for others to use in their projects. The core concepts remain the same, but installation and component organization have been streamlined.
> 📹 **Following along with the video?** The simplified structure shown in the tutorial is available on the [`video-simple`](https://github.com/darrenhinde/OpenAgents/tree/video-simple) branch.
## Why Use This?
- ✅ **Multi-language support** - Works with TypeScript, Python, Go, Rust, and more
- ✅ **Plan-first workflow** - Agents propose plans before implementing
- ✅ **Incremental execution** - Step-by-step implementation with validation
- ✅ **Quality built-in** - Automatic testing, type checking, and code review
- ✅ **Your patterns** - Agents follow your coding standards from context files
---
## Quick Start
### Step 1: Install OpenCode CLI (Follow official guide)
```bash
https://opencode.ai/docs#
```
### Step 2: Install Agents & Commands
**Option A: Interactive Installer**
> **Note:** Interactive mode requires downloading the script first (can't run through pipe)
<details open>
<summary><b>macOS / Linux</b></summary>
```bash
# Download the installer
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh -o install.sh
# Run interactively
bash install.sh
```
</details>
<details>
<summary><b>Windows (Git Bash)</b></summary>
```bash
# Download the installer
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh -o install.sh
# Run interactively
bash install.sh
```
</details>
<details>
<summary><b>Windows (PowerShell)</b></summary>
```powershell
# Download the script
Invoke-WebRequest -Uri "https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh" -OutFile "install.sh"
# Run with Git Bash
& "C:\Program Files\Git\bin\bash.exe" install.sh
# Or run with WSL
wsl bash install.sh
```
> **Note:** Git Bash comes with Git for Windows. [Download here](https://git-scm.com/download/win)
</details>
The installer offers:
- 🎯 **Quick Profiles**: Essential, Developer, Business, Full, or Advanced
- 🎨 **Custom Selection**: Pick exactly what you need
- 📦 **Smart Dependencies**: Auto-installs required components
- ✨ **Interactive Menus**: User-friendly component browser
- 🛡️ **Collision Detection**: Safely handles existing files with 4 strategies (skip/overwrite/backup/cancel)
- 🖥️ **Cross-Platform**: Works on macOS, Linux, and Windows (Git Bash/WSL)
> **Updating?** The installer detects existing files and lets you choose: skip existing (keep your changes), overwrite all (get latest), or backup & overwrite (safe update). [Learn more](docs/getting-started/collision-handling.md)
**Option B: Profile-Based Install (Recommended)**
> **Fastest method:** One command, no interaction needed
<details open>
<summary><b>macOS / Linux / Git Bash / WSL</b></summary>
```bash
# Essential - Minimal essentials (9 components)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s essential
# Developer - Recommended for daily work (19 components)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s developer
# Business - Business automation and content creation (15 components)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s business
# Full - Everything included (25 components)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s full
# Advanced - Full + System Builder (32 components)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s advanced
```
</details>
<details>
<summary><b>Windows PowerShell</b></summary>
```powershell
# Download script
Invoke-WebRequest -Uri "https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh" -OutFile "install.sh"
# Essential profile
& "C:\Program Files\Git\bin\bash.exe" install.sh essential
# Developer profile
& "C:\Program Files\Git\bin\bash.exe" install.sh developer
# Business profile
& "C:\Program Files\Git\bin\bash.exe" install.sh business
# Full profile
& "C:\Program Files\Git\bin\bash.exe" install.sh full
# Advanced profile
& "C:\Program Files\Git\bin\bash.exe" install.sh advanced
```
</details>
> **New!** The `advanced` profile includes the **System Builder** - an interactive tool that generates complete custom AI systems tailored to your domain. [Learn more](docs/features/system-builder/)
**Option C: Manual Install**
```bash
# Clone this repository
git clone https://github.com/darrenhinde/OpenAgents.git
cd OpenAgents
# Install to OpenCode directory (global)
mkdir -p ~/.opencode
cp -r .opencode/agent ~/.opencode/
cp -r .opencode/command ~/.opencode/
cp -r .opencode/context ~/.opencode/
```
### Step 3: Start Building
```bash
# Start the universal agent (recommended for new users)
opencode --agent openagent
# Ask questions or request tasks
> "Create a React todo list with TypeScript"
```
**What happens next:**
1. OpenAgent analyzes your request (question or task)
2. For tasks: proposes a plan and asks for approval
3. Executes step-by-step with validation
4. Delegates to specialists (@task-manager, @tester, @reviewer) when needed
5. Confirms completion and offers cleanup
---
## How It Works
```
User Request
↓
┌───────────────────────────────────────┐
│ Main Agents (User-Facing) │
├───────────────────────────────────────┤
│ openagent │ General tasks │
│ opencoder │ Complex coding │
│ system-builder│ AI system generation │
└───────────────────────────────────────┘
↓
┌───────────────────────────────────────┐
│ Specialized Subagents │
├───────────────────────────────────────┤
│ Core: task-manager, docs │
│ Code: coder, tester, reviewer│
│ Utils: image-specialist │
│ Meta: domain-analyzer, etc. │
└───────────────────────────────────────┘
```
**The workflow:**
1. **You describe** what you want to build
2. **Agent plans** the implementation steps
3. **You approve** the plan
4. **Agent implements** incrementally with validation
5. **Quality checks** run automatically (tests, types, linting)
6. **Subagents handle** specialized tasks (testing, review, docs)
**Context-aware:** Agents automatically load patterns from `.opencode/context/` to follow your coding standards.
---
## What's Included
### 🤖 Main Agents
- **openagent** - Universal coordinator for general tasks, questions, and workflows (recommended default)
- **opencoder** - Specialized development agent for complex coding, architecture, and refactoring
- **system-builder** - Meta-level generator for creating custom AI architectures
### 🔧 Specialized Subagents (Auto-delegated)
**Core Coordination:**
- **task-manager** - Task breakdown and planning
- **documentation** - Documentation authoring
**Code Specialists:**
- **coder-agent** - Quick implementation tasks
- **reviewer** - Code review and security analysis
- **tester** - Test creation and validation
- **build-agent** - Build and type checking
- **codebase-pattern-analyst** - Pattern discovery
**Utilities:**
- **image-specialist** - Image generation with Gemini AI
**System Builder (Meta-Level):**
- **domain-analyzer** - Domain analysis and agent recommendations
- **agent-generator** - XML-optimized agent generation
- **context-organizer** - Context file organization
- **workflow-designer** - Workflow design
- **command-creator** - Custom command creation
### ⚡ Commands
- **/commit** - Smart git commits with conventional format
- **/optimize** - Code optimization
- **/test** - Testing workflows
- **/clean** - Cleanup operations
- **/context** - Context management
- **/prompt-enchancer** - Improve your prompts
- **/worktrees** - Git worktree management
- **/validate-repo** - Validate repository consistency
### 📚 Context Files
- `core/essential-patterns.md` - Universal coding patterns
- `project/project-context.md` - Your project-specific patterns
---
## Example Workflows
### Build a Feature
```bash
opencode --agent openagent
> "Create a user authentication system with email/password"
# OpenAgent will:
# 1. Analyze the request (complex task)
# 2. Propose implementation plan
# 3. Wait for your approval
# 4. Delegate to @task-manager (creates task breakdown)
# 5. Coordinate implementation step-by-step
# 6. Use @tester for tests and @reviewer for security
# 7. Validate, summarize, and confirm completion
```
### Make a Commit
```bash
# Make your changes
git add .
# Use the commit command
/commit
# Auto-generates: ✨ feat: add user authentication system
```
### Add Your Patterns
```bash
# Edit your project context
nano ~/.opencode/context/project/project-context.md
# Add your patterns:
# **API Endpoint Pattern:**
# ```typescript
# export async function POST(request: Request) {
# // Your standard pattern
# }
# ```
# Agents will automatically use these patterns!
```
---
## 🏗️ System Builder (New!)
**Build complete custom AI systems tailored to your domain in minutes.**
The System Builder is an interactive tool that generates complete `.opencode` architectures customized to your needs.
### Quick Start
```bash
# Install advanced profile (includes system builder)
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash -s advanced
# Run the interactive builder
/build-context-system
```
### What It Does
- 🎯 **Interactive Interview** - Asks about your domain, use cases, and requirements
- 🤖 **Generates Complete System** - Creates orchestrator, subagents, context files, workflows, and commands
- 🔗 **Integrates with Existing** - Detects and reuses your existing agents
- 🛡️ **Safe Merging** - Won't overwrite your work, offers merge strategies
- 📚 **Production-Ready** - Includes documentation, testing guides, and examples
### Example
```bash
$ /build-context-system
Domain: E-commerce Operations
Purpose: Automate order processing and customer support
# After answering questions, generates:
# - ecommerce-orchestrator (main agent)
# - order-processor, ticket-router, report-generator (subagents)
# - 12 context files (domain knowledge, processes, standards)
# - 5 workflows (process-order, route-ticket, etc.)
# - 5 custom commands (/process-order, /route-ticket, etc.)
# - Complete documentation
```
**Learn more:** [System Builder Documentation](docs/features/system-builder/)
---
## Optional Add-ons
### 📱 Telegram Notifications
Get notified when OpenCode sessions go idle.
```bash
# Copy plugin directory
cp -r .opencode/plugin ~/.opencode/
# Install dependencies
cd ~/.opencode/plugin
npm install
# Configure
cd ~/OpenAgents
cp env.example .env
# Edit .env with TELEGRAM_BOT_TOKEN and TELEGRAM_CHAT_ID
```
**Get credentials:** Message @BotFather on Telegram → `/newbot` → Save token
See [`.opencode/plugin/README.md`](.opencode/plugin/README.md) for detailed documentation.
### 🎨 Gemini AI Image Tools
Generate and edit images using Gemini AI.
```bash
# Copy tool directory
cp -r .opencode/tool ~/.opencode/
# Install dependencies
cd ~/.opencode/tool
npm install
# Configure
cd ~/OpenAgents
cp env.example .env
# Edit .env with GEMINI_API_KEY
```
**Get API key:** https://makersuite.google.com/app/apikey
---
## Common Questions
**Q: What's the main way to use this?**
A: Use `opencode --agent openagent` as your default for general tasks and questions. For complex multi-file coding work, use `opencode --agent opencoder`. Both coordinate with specialists as needed.
**Q: Does this work on Windows?**
A: Yes! Use Git Bash (recommended) or WSL. See [Platform Compatibility Guide](docs/getting-started/platform-compatibility.md) for details.
**Q: What bash version do I need?**
A: Bash 3.2+ (works on macOS default bash). Run `bash scripts/tests/test-compatibility.sh` to check your system.
**Q: Do I need to install plugins/tools?**
A: No, they're optional. Only install if you want Telegram notifications or Gemini AI features.
**Q: Where should I install - globally or per-project?**
A: Global (`~/.opencode/`) works for most. Project-specific (`.opencode/`) if you need different configs per project.
**Q: How do I add my own coding patterns?**
A: Edit `~/.opencode/context/project/project-context.md` - agents automatically load this file.
**Q: What languages are supported?**
A: The agents work with any language (TypeScript, Python, Go, Rust, etc.) and adapt based on your project files.
**Q: What's the Agent System Blueprint for?**
A: It's a teaching document explaining architecture patterns and how to extend the system. See [docs/features/agent-system-blueprint.md](docs/features/agent-system-blueprint.md)
**Q: Can I use just one command or agent?**
A: Yes! Use the installer's list feature to see all components:
```bash
./install.sh --list
```
Or cherry-pick individual files with curl:
```bash
# Create category directory first
mkdir -p ~/.opencode/agent/core
# Download specific agent
curl -o ~/.opencode/agent/core/opencoder.md \
https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/.opencode/agent/core/opencoder.md
```
---
## Installation Profiles
The installer offers five pre-configured profiles:
### 🎯 Essential (Minimal - 9 components)
Minimal starter kit - universal agent with core subagents.
- **Agents**: openagent
- **Subagents**: task-manager, documentation
- **Commands**: context, clean
- **Tools**: env
- **Context**: essential-patterns, project-context
- **Config**: env-example
- **Best for**: Learning the system, lightweight tasks, minimal setup
### 💼 Developer (Recommended - 30 components)
Complete software development environment with code generation, testing, review, and build tools.
- Everything in Essential, plus:
- **Agents**: opencoder
- **Subagents**: coder-agent, reviewer, tester, build-agent, codebase-pattern-analyst
- **Commands**: commit, test, optimize, validate-repo
- **Context**: All standards and workflow files (code, patterns, tests, docs, analysis, delegation, sessions, task-breakdown, review, context-guide)
- **Config**: readme
- **Best for**: Most developers, daily use, full-featured development
### 📊 Business (15 components)
Business process automation, content creation, and visual workflows.
- **Agents**: openagent
- **Subagents**: task-manager, documentation, image-specialist
- **Commands**: context, clean, prompt-enhancer
- **Tools**: env, gemini (AI image generation)
- **Plugins**: notify, telegram-notify
- **Context**: essential-patterns, project-context
- **Config**: env-example, readme
- **Best for**: Business automation, content creation, non-developers
### 📦 Full (36 components)
Everything included - all agents, subagents, tools, and plugins.
- Everything in Developer and Business combined, plus:
- **Commands**: worktrees (git worktree management), validate-repo
- **Best for**: Power users, exploring all features
### 🚀 Advanced (43 components)
Full installation plus **System Builder** for creating custom AI architectures.
- Everything in Full, plus:
- **Agents**: system-builder
- **System Builder Subagents**: domain-analyzer, agent-generator, context-organizer, workflow-designer, command-creator
- **Commands**: build-context-system
- **Best for**: Building custom AI systems, contributors, learning the architecture
## Updating Components
Keep your components up to date:
```bash
# Update all installed components
./update.sh
# Or re-run the installer
curl -fsSL https://raw.githubusercontent.com/darrenhinde/OpenAgents/main/install.sh | bash
```
---
## Advanced
### Understanding the System
Read [Agent System Blueprint](docs/features/agent-system-blueprint.md) to learn:
- How context loading works (the `@` symbol)
- Agent architecture patterns
- How to create custom agents and commands
- How to extend the system for your needs
### Safety & Security
- **Approval-first workflow** - Agents propose plans before execution
- **Configurable permissions** - Granular control over agent capabilities
- **Secure credentials** - Environment variables for sensitive data
- **Input sanitization** - Protection against injection attacks
### Project Structure
```
.opencode/
├── agent/ # AI agents (category-based)
│ ├── core/ # Core system agents
│ │ ├── openagent.md # Universal orchestrator
│ │ └── opencoder.md # Development specialist
│ ├── meta/ # Meta-level agents
│ │ └── system-builder.md # System architect
│ ├── development/ # Development specialists
│ │ ├── frontend-specialist.md
│ │ ├── backend-specialist.md
│ │ └── devops-specialist.md
│ ├── content/ # Content creation
│ │ ├── copywriter.md
│ │ └── technical-writer.md
│ ├── data/ # Data & analysis
│ │ └── data-analyst.md
│ └── subagents/ # Specialized helpers
├── command/ # Slash commands
│ ├── commit.md
│ └── optimize.md
├── context/ # Coding patterns
│ ├── core/ # Essential patterns
│ └── project/ # Your patterns
├── plugin/ # Optional: Telegram
└── tool/ # Optional: Gemini AI
```
---
## Contributing
We welcome contributions! Please see our [Contributing Guide](docs/contributing/CONTRIBUTING.md) for details.
1. Follow the established naming conventions and coding standards
2. Write comprehensive tests for new features
3. Update documentation for any changes
4. Ensure security best practices are followed
See also: [Code of Conduct](docs/contributing/CODE_OF_CONDUCT.md)
---
## License
This project is licensed under the MIT License.
---
## Recommended for New Users
**Start with `openagent`** - your universal coordinator for general tasks, questions, and workflows. It follows a systematic 6-stage workflow (Analyze → Approve → Execute → Validate → Summarize → Confirm) and automatically delegates to specialized subagents when needed.
```bash
opencode --agent openagent
> "How do I implement authentication in Next.js?" # Questions
> "Create a user authentication system" # Simple tasks
> "Create a README for this project" # Documentation
```
OpenAgent will guide you through with a plan-first, approval-based approach. For questions, you get direct answers. For tasks, you see the plan before execution.
**For complex coding work**, use `opencoder`:
```bash
opencode --agent opencoder
> "Refactor this codebase to use dependency injection" # Multi-file refactoring
> "Analyze the architecture and suggest improvements" # Architecture analysis
```
**Learn more:**
- [OpenAgent Guide](docs/agents/openagent.md) - General tasks and coordination
- [OpenCoder Guide](docs/agents/opencoder.md) - Specialized development work
---
## Support This Work
If this helped you out and you're feeling generous, consider funding my coffee habit ☕
[![Buy Me A Coffee](https://img.shields.io/badge/Buy%20Me%20A%20Coffee-Support-yellow?style=for-the-badge&logo=buy-me-a-coffee)](https://buymeacoffee.com/darrenhinde)
Totally optional, but appreciated.