gar-ai/mallorn

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 manage parallel development workflows.

Langue du texte source : anglais

lint-service

Unified linting scripts for all services in the monorepo. Use when the user wants to lint code, check formatting, or run type checks.

Langue du texte source : anglais

mithril-cache-agent

Build mithril-cache for torch.compile caching. Use when implementing content-addressable storage, cache keys, eviction, or framework hooks.

Langue du texte source : anglais

mithril-checkpoint-agent

Build mithril-checkpoint compression for PyTorch models. Use when implementing byte grouping, compression pipeline, or checkpoint I/O.

Langue du texte source : anglais

mithril-core-agent

Build mithril-core shared infrastructure. Use when implementing storage, compression, hashing, or common types for the Mithril ML toolkit.

Langue du texte source : anglais

mithril-dedup-agent

Build mithril-dedup for ML dataset deduplication. Use when implementing MinHash, LSH, clustering, or document I/O.

Langue du texte source : anglais

rust-async-concurrency

Manage concurrent operations with channels, semaphores, locks, and streams. Use when coordinating parallel work or limiting resource usage.

Langue du texte source : anglais

rust-graceful-shutdown

Implement graceful shutdown with signal handling and broadcast channels. Use when building long-running services or daemons.

Langue du texte source : anglais

rust-tokio-essentials

Core Tokio patterns including runtime setup, spawn_blocking for CPU work, and avoiding blocking operations. Use for any async Rust development.

Langue du texte source : anglais

rust-code-quality

Apply rustfmt and clippy linting standards for consistent, safe Rust code. Use before commits and in CI pipelines.

Langue du texte source : anglais

rust-error-handling

Design error types using thiserror for libraries and anyhow for applications. Use when defining error hierarchies or handling fallible operations.

Langue du texte source : anglais

rust-project-setup

Initialize Rust projects with proper structure, essential crates, and Cargo.toml configuration. Use when starting new Rust binaries or libraries.

Langue du texte source : anglais

rust-candle-whisper

Implement native Rust ML inference with Candle framework. Use when building GPU-accelerated ML pipelines without Python dependencies.

Langue du texte source : anglais

rust-gpu-scheduling

Implement GPU scheduling with VRAM budgets, work queues, and model lifecycle management. Use when building ML pipeline orchestrators.

Langue du texte source : anglais

rust-pyo3-bridge

Bridge Rust and Python using PyO3 with proper GIL handling and async compatibility. Use when integrating Python ML models or libraries.

Langue du texte source : anglais

rust-s3-patterns

Implement S3 operations with rust-s3 including streaming downloads, multipart uploads, and batch operations. Use for cloud storage integration.

Langue du texte source : anglais

rust-candle-core

Build native Rust ML models with Candle framework. Use when implementing vision transformers, LLMs, or audio models with GPU acceleration.

Langue du texte source : anglais

rust-ml-huggingface-porting

Port HuggingFace models to Candle with correct tensor naming. Use when debugging weight loading errors or matmul issues.

Langue du texte source : anglais

rust-metrics

Expose Prometheus metrics with counters, gauges, and histograms. Use for production monitoring and alerting.

Langue du texte source : anglais

rust-tracing

Instrument code with tracing spans and structured logging. Use for observability and performance analysis.

Langue du texte source : anglais

rust-code-organization

Structure Rust code using modules, traits, builders, and newtypes. Use when designing APIs, abstracting behavior, or preventing type confusion.

Langue du texte source : anglais

rust-repository

Implement the repository pattern for database abstraction with sqlx, transactions, and retry logic. Use when building data access layers.

Langue du texte source : anglais

rust-iterators

Leverage iterator chains for efficient, lazy data processing without intermediate allocations. Use when processing collections.

Langue du texte source : anglais

rust-memory

Minimize allocations and cloning using references, Cow, and smart pointers. Use when optimizing hot paths or memory-constrained code.

Langue du texte source : anglais

rust-release-profile

Configure release builds for maximum performance with LTO, optimizations, and binary stripping. Use for production deployments.

Langue du texte source : anglais

rust-async-testing

Write async tests with tokio::test and configure multi-threaded test runtimes. Use when testing async code.

Langue du texte source : anglais

rust-mocking

Create mocks using mockall and trait-based abstractions. Use when unit testing code with external dependencies.

Langue du texte source : anglais

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 code security.

Langue du texte source : anglais

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.

Langue du texte source : anglais