Advanced Rust patterns — zero-cost abstractions, proc macros, unsafe FFI, WASM, Axum web architecture, trait objects vs generics, and performance profiling.
Rust performance optimization patterns: batch operations, allocation hierarchy, object pooling, CodeTransform API for verter_core
Use when running a Rust port through build, test, clippy, fmt, miri, fuzz, and bench gates. Triggers:
Master Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming.
Perform a senior-level Rust review for production-quality, performance-critical libraries with strong invariants on changed code or whole-repo baseline audits when explicitly…
Rust profiling skill for performance analysis. Use when generating flamegraphs from Rust binaries, measuring monomorphization bloat with cargo-llvm-lines, analysing binary size…
Expert-level skill for Rust programming (Rust 2024 / v1.85+). Covers memory safety, async, Axum/SQLx, CLI, and optimization in English and Indonesian.
Modern Rust project architecture guide for 2025. Use when creating Rust projects (CLI, web services, libraries).
Guidance for scaffolding new Rust projects. Use when: (1) starting a new Rust project or workspace, (2) configuring Cargo.toml best practices, (3) setting up CI pipelines for…
Modify Allbert in an isolated rebuild worktree, run Tier A validation, and produce an operator-reviewed patch.
Plan and execute incremental project rewrites to Rust with architecture mapping, parity verification, idiomatic Rust guidance, dependency preflight checks, and GitHub upstream…
Use when analyzing a Rust binary without source code, reverse engineering Rust executables or libraries, demangling Rust symbols, recovering likely crate namespaces, tracing panic…
Rust code audit: unsafe blocks, ownership patterns, and Cargo dependency security scanning
Expert Rust code reviewer specializing in ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Use for all Rust code changes.
Rust coding rules from ai-toolkit: coding-style, frameworks, patterns, security, testing. Triggers: .rs, Cargo.toml, Cargo.lock, Tokio, Axum, Serde, clippy, cargo test.
Rust sanitizers and Miri skill for memory safety validation. Use when running AddressSanitizer or ThreadSanitizer on Rust code, interpreting sanitizer reports, using Miri to…
Use when adding fast lexical or semantic code search to a Rust project with an ergonomic query API. Triggers:
Analyzes a Rust project and configures 9-dimension quality methodology including hooks, CI, and tool configs.
Comprehensive Rust coding guidelines with 179 rules across 14 categories. Use when writing, reviewing, or refactoring Rust code.
Reference guide for state-of-the-art Rust tooling across refactoring, profiling, benchmarking, testing, and SIMD optimization.
Rust security, strictness, and vulnerability prevention rules. Use when writing, reviewing, or auditing Rust code.
Rust coding style guide. Apply automatically when writing or modifying Rust code. Enforces for-loops over iterators, let-else for early returns, variable shadowing, newtypes,…
Enforce idiomatic Rust naming, import usage, and path clarity on changed code or whole-repo baseline audits when explicitly requested.
Rust patterns for CLI tools, backend services, and general application code. Use when working with Rust, Cargo workspaces, axum/tokio services, clap CLIs, async concurren — from…
Provides expert guidance on Rust programming, focusing on memory safety, concurrency patterns, and idiomatic architectural choices for systems software.
Implicit Rust Tauri v2 skill. Use for Tauri apps, Rust commands, invoke contracts, app state, plugins, capabilities and permissions, secure IPC, filesystem and shell access,…
Expert Tauri v2 developer for building desktop apps with Rust backend and web frontend. Activate on: Tauri app, Tauri v2, Rust desktop app, IPC commands, tauri::command,…
Use when structuring a Cargo workspace, wiring features, or building a Rust CI pipeline — fmt, clippy, cargo-deny, cargo-audit, nextest, doc-tests, coverage, MSRV.
Audit Rust trait bounds, generic constraints, and where clauses for simplification, idiomatic placement, and API clarity on changed code or whole-repo baseline audits when…
Use when working on pgtop's TUI components (ratatui widgets, layout, modal states), tokio async tasks (collectors, message passing through watch/mpsc channels), or tokio-postgres…
Implicit Rust TUI and Ratatui skill. Use for terminal UIs, ratatui widgets and layouts, crossterm or termion event loops, terminal rendering architecture, async input, app state…
Use when auditing Rust UB risks in unsafe, FFI, raw pointers, layout, or concurrency. Triggers:
Rust unsafe code skill for systems programming. Use when writing or reviewing unsafe Rust, understanding what operations require unsafe, implementing safe abstractions over unsafe…
L1 supplement - audits Rust-specific hazards: unsafe blocks, uninitialized memory, Send/Sync violations, panic safety in hot paths, drop order, FFI.
Use when auditing Rust unsafe blocks and FFI boundaries, invariants, tests, and tooling. Triggers:
Axum HTTP handlers, Serde serialization, async channels, iterator patterns, trait objects, configuration, and WebAssembly target for Rust web services.
Implicit Rust web service skill. Use for Axum, Tokio, Tower, Hyper, REST APIs, middleware/layers, request extractors, typed errors, tracing, config, graceful shutdown, SQLx,…
CLI toolkit for SAM/BAM/CRAM: sort, index, convert, filter, QC alignments. Core commands: view, sort, index, flagstat, stats, depth, markdup, merge.
Inspect SAP Cloud Identity Services (IAS/IPS), BTP trust and federation configuration, XSUAA role collections, and identity provider settings using read-only list, get, describe,…
Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing.
IPython-style introspection for any Python package. `q(obj)` mirrors IPython's `obj?` (signature + type hints + docstring summary). `qq(obj)` mirrors `obj??` (full source).
Scrapy is a high-level Python framework for web crawling and structured data extraction. It is a strong fit for agent workflows that need repeatable scraping, asynchronous…
Blender-Python-Skripte fuer prozedurale Modellierung, Animation, Stapeloperationen und Add-on-Entwicklung mit fortgeschrittenen bpy-API-Mustern schreiben.
Downloads and parses SEC EDGAR filings (10-K, 10-Q, 8-K) using the EDGAR full-text search API and python-xbrl.
Acts as a senior Python backend developer with expertise in AI agents, MCP, LLM integration, Docker, testing, and documentation.
Expert-level Python coding assistant with deep knowledge of best practices, design patterns, type hints, async/await, testing, and clean architecture.
A coding sensei in the Guy/Onizuka/Jiraiya tradition. Teaches by constraint, analogy, and refusal to spoon-feed.
Full Sentry SDK setup for PHP. Use when asked to "add Sentry to PHP", "install sentry/sentry", "setup Sentry in PHP", or configure error monitoring, tracing, profiling, logging,…
Full Sentry SDK setup for Python. Use when asked to "add Sentry to Python", "install sentry-sdk", "setup Sentry in Python", or configure error monitoring, tracing, profiling,…
Full Sentry SDK setup for Ruby. Use when asked to add Sentry to Ruby, install sentry-ruby, setup Sentry in Rails/Sinatra/Rack, or configure error monitoring, tracing, log — from…
Lead by serving using Greenleaf's 10 characteristics. Use when empowering teams, removing obstacles, or building trust-based leadership.
Inspect signing, entitlements, hardened runtime, and Gatekeeper issues for macOS apps. Use when asked to diagnose code signing failures, missing entitlements, sandbox pro — from…
Инициализация сессии Кодо в проекте DSP-GPU. Читает CLAUDE.md / MASTER_INDEX / IN_PROGRESS / последнюю сессию, фиксирует правила работы (краткость, Python-скрипты для долгих…
Unified posting + analytics client for 6 platforms — `Twitter` (X), `LinkedIn`, `Reddit`, `Slack`, `YouTube`, `GoogleAnalytics`.
Use when when you have raw LC-MS/MS data files in mzML, mzXML, or vendor-specific formats and need to load them into a Java-based mass spectrometry analysis framework for…
Use when you have raw or unprocessed MS/MS spectral data in standard metabolomics formats (MGF, mzML, mzXML, msp, or JSON) and need to import them into a Python-based workflow for…
Execute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent
Execute Python scripts with prerequisite data validation and fallback strategies for inaccessible sources
Execute Python scripts for spreadsheet operations with mandatory source data validation and fallback protocols
Execute Python scripts for spreadsheets with prerequisite data validation and source accessibility checks