GitHub
picoruby-development-constraints
Documents memory limits and stdlib constraints for PicoRuby on ESP32. Use this when writing code that will run on ESP32 hardware or designing features for PicoRuby applications.
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GitHub
development-guidelines
Defines coding standards, test patterns, and language conventions for this project. Use this when writing code, comments, documentation, or git commit messages.
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GitHub
debug-workflow
Guides developers through scenario test debugging using Ruby debug gem step execution. Provides interactive debugging patterns and test helper context.
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GitHub
documentation-standards
Provides guidelines for maintaining and updating documentation alongside code changes. Use this when implementing features, fixing bugs, or changing APIs that affect user-facing documentation.
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GitHub
project-workflow-build-system
Guides AI agents through TDD workflow, build system safety, git operations, and TODO management for gem development. Use this when starting development sessions, managing tasks, or needing workflow clarificatio...
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GitHub
rust-iterators
Leverage iterator chains for efficient, lazy data processing without intermediate allocations. Use when processing collections.
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GitHub
mithril-core-agent
Build mithril-core shared infrastructure. Use when implementing storage, compression, hashing, or common types for the Mithril ML toolkit.
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GitHub
rust-tracing
Instrument code with tracing spans and structured logging. Use for observability and performance analysis.
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GitHub
rust-gpu-scheduling
Implement GPU scheduling with VRAM budgets, work queues, and model lifecycle management. Use when building ML pipeline orchestrators.
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GitHub
rust-memory
Minimize allocations and cloning using references, Cow, and smart pointers. Use when optimizing hot paths or memory-constrained code.
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GitHub
mithril-checkpoint-agent
Build mithril-checkpoint compression for PyTorch models. Use when implementing byte grouping, compression pipeline, or checkpoint I/O.
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GitHub
security-scan-local
Run security scans locally (Semgrep, Trivy, Gitleaks) to detect vulnerabilities, secrets, and code issues before pushing. Use when the user wants to check for security issues, scan dependencies, or validate cod...
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GitHub
rust-project-setup
Initialize Rust projects with proper structure, essential crates, and Cargo.toml configuration. Use when starting new Rust binaries or libraries.
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GitHub
git-worktree-manager
Manage Git worktrees for parallel feature development. Use when the user wants to work on multiple branches simultaneously, create worktrees, switch between features, open terminals/editors for worktrees, or ma...
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GitHub
rust-async-testing
Write async tests with tokio::test and configure multi-threaded test runtimes. Use when testing async code.
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GitHub
rust-async-concurrency
Manage concurrent operations with channels, semaphores, locks, and streams. Use when coordinating parallel work or limiting resource usage.
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GitHub
rust-candle-core
Build native Rust ML models with Candle framework. Use when implementing vision transformers, LLMs, or audio models with GPU acceleration.
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GitHub
mithril-dedup-agent
Build mithril-dedup for ML dataset deduplication. Use when implementing MinHash, LSH, clustering, or document I/O.
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GitHub
rust-candle-whisper
Implement native Rust ML inference with Candle framework. Use when building GPU-accelerated ML pipelines without Python dependencies.
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GitHub
rust-code-organization
Structure Rust code using modules, traits, builders, and newtypes. Use when designing APIs, abstracting behavior, or preventing type confusion.
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GitHub
mithril-cache-agent
Build mithril-cache for torch.compile caching. Use when implementing content-addressable storage, cache keys, eviction, or framework hooks.
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GitHub
rust-mocking
Create mocks using mockall and trait-based abstractions. Use when unit testing code with external dependencies.
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GitHub
rust-ml-huggingface-porting
Port HuggingFace models to Candle with correct tensor naming. Use when debugging weight loading errors or matmul issues.
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GitHub
skill-creator
Create new Claude Code skills with proper structure and conventions. Use when the user wants to create a new skill, scaffold skill templates, or understand skill anatomy.
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