Develop complete TensorFlow machine learning workflows in Python: construct efficient data pipelines with tf.data for preprocessing and augmentation, build and train neural networks including CNNs on datasets like MNIST using Keras, and export models as SavedModel or quantized TensorFlow Lite for production serving and edge deployment.
Ship-ready code from your AI coding agent. 139+ plugins for quality gates, tooling, memory, and specialized agents — so your AI writes code that's ready to merge.
Two commands. That's it.
# 1. Install the CLI
curl -fsSL https://han.guru/install.sh | bash
# 2. Auto-detect and install plugins for your project
han plugin install --auto
Next time you use Claude Code, validation hooks run automatically when you finish a conversation.
# Homebrew (macOS/Linux)
brew install thebushidocollective/tap/han
139 plugins across six categories:
| Category | Description | Examples |
|---|---|---|
| Core | Essential infrastructure. Auto-installs han binary, provides metrics and MCP servers | Always required |
| Languages | Validation plugins for your language/runtime | TypeScript, Rust, Python, Go, Ruby |
| Validation | Linters, formatters, and quality tools | Biome, ESLint, ShellCheck, Pytest |
| Disciplines | Specialized AI agents for engineering domains | Security, accessibility, API design, architecture |
| Services | MCP servers for external platforms | GitHub, GitLab, Linear |
| Tools | MCP servers for development utilities | Playwright, Blueprints, Context7 |
Browse all plugins at han.guru/plugins
--auto flag detects your stack automatically# Install plugins
han plugin install # Interactive mode
han plugin install --auto # Auto-detect your stack
han plugin install <name> # Install specific plugin
# Manage plugins
han plugin search <query> # Search marketplace
han plugin uninstall <name> # Remove plugin
# Run hooks manually
han hook run <plugin> <hook> # Run a specific hook
han hook explain # Show configured hooks
# MCP server
han mcp # Start MCP server for natural language hook execution
Full documentation at han.guru/docs
See CONTRIBUTING.md for how to create new plugins.
MIT License - see LICENSE
Built by The Bushido Collective
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Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
npx claudepluginhub thebushidocollective/han --plugin tensorflowEmbedded development agents providing expertise in RTOS, firmware, and IoT
Comprehensive Cucumber BDD testing skills for behavior-driven development with Gherkin syntax.
Advanced Objective-C programming skills for iOS and macOS development
Advanced Python skills for type system, async patterns, and data modeling.
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ML engineering agents providing expertise in MLOps, model deployment, and inference optimization
Deploy ML models to production
ML engineering plugin: Give your AI coding agent ML engineering superpowers.
AI/ML development: LLM architecture, prompt engineering, ML ops, and NLP with production deployment focus
ML/perf investigation skills: topic, plan, judge, run, sweep
Ultra-compressed communication mode. Cuts ~75% of tokens while keeping full technical accuracy by speaking like a caveman.