CleanScope

Comprehensive USB camera and UVC device analysis for debugging video streaming issues. Use when diagnosing camera connectivity, format negotiation, or control capabilities.

Audit Android app layouts for Material Design 3 compliance, accessibility, edge-to-edge support, and modern best practices. Use for layout reviews, pre-release checks, or establishing baseline quality.

AST-based code search using ast-grep for structural pattern matching. Use when searching for code patterns, refactoring, or performing semantic code analysis across multiple languages.

Code coverage for Rust using LLVM instrumentation with support for multiple output formats and CI integration. Use when measuring test coverage, generating coverage reports, enforcing coverage thresholds, or integrating with codecov/coveralls. Trigger terms: coverage, llvm-cov, code coverage, test coverage, coverage report, codecov, coveralls, branch coverage.

Detect unused dependencies in Rust projects for cleaner Cargo.toml files and faster builds. Use when auditing dependencies, optimizing build times, cleaning up Cargo.toml, or detecting bloat. Trigger terms: unused dependencies, cargo-machete, dependency audit, dependency cleanup, bloat detection, cargo-udeps.

Next-generation test runner for Rust with parallel execution, advanced filtering, and CI integration. Use when running tests, configuring test execution, setting up CI pipelines, or optimizing test performance. Trigger terms: nextest, test runner, parallel tests, test filtering, test performance, flaky tests, CI testing.

Advanced Clippy configuration for comprehensive Rust linting with custom rules, categories, and IDE integration. Use when configuring linting rules, enforcing code standards, setting up CI linting, or customizing clippy behavior. Trigger terms: clippy, linting, code quality, clippy.toml, pedantic, nursery, restriction, lint configuration, code standards.

Analyze codebases for anti-patterns, code smells, and quality issues using ast-grep structural pattern matching. Use when reviewing code quality, identifying technical debt, or performing comprehensive code analysis across JavaScript, TypeScript, Python, Vue, React, or other supported languages.

Fast file finding using fd command-line tool with smart defaults, gitignore awareness, and parallel execution. Use when searching for files by name, extension, or pattern across directories.

Branch management, pull request workflows, and GitHub integration. Main-branch development pattern (push main to remote feature branches), modern Git commands (switch, restore), branch naming conventions, linear history, and GitHub MCP tools. Use when user mentions creating branches, opening PRs, git switch, git restore, feature branches, pull requests, or GitHub PR workflows.

Commit message conventions, staging practices, and commit best practices. Covers conventional commits, explicit staging workflow, logical change grouping, and humble fact-based communication style. Use when user mentions committing changes, writing commit messages, git add, git commit, staging files, or conventional commit format.

Detect GitHub repository name and owner from git remotes. Use when needing repo identifier for GitHub CLI, API calls, or when working with multiple repositories. Automatically extracts owner/repo format.

Pre-commit security validation and secret detection. Runs detect-secrets scan and audit workflow, validates secrets baseline, and integrates with pre-commit hooks to prevent credential leaks. Use when user mentions scanning for secrets, detect-secrets, secret detection, credential scanning, pre-commit security, or .secrets.baseline.

Convert and manipulate images with ImageMagick. Covers format conversion, resizing, batch processing, quality adjustment, and image transformations. Use when user mentions image conversion, resizing images, ImageMagick, magick command, batch image processing, or thumbnail generation.

JSON querying, filtering, and transformation with jq command-line tool. Use when working with JSON data, parsing JSON files, filtering JSON arrays/objects, or transforming JSON structures.

Just command runner expertise, Justfile syntax, recipe development, and cross-platform task automation. Covers recipe patterns, parameters, modules, settings, and workflow integration. Use when user mentions just, justfile, recipes, command runner, task automation, project commands, or needs help writing executable project documentation.

Validate test effectiveness with mutation testing using Stryker (TypeScript/JavaScript) and mutmut (Python). Find weak tests that pass despite code mutations. Use when user mentions mutation testing, Stryker, mutmut, test effectiveness, finding weak tests, or improving test quality through mutation analysis.

Playwright end-to-end testing for web applications. Cross-browser testing (Chromium, Firefox, WebKit), visual regression, API testing, mobile emulation. Use when writing E2E tests, testing across browsers, or setting up automated UI testing workflows.

Detects and prevents manual edits to release-please managed files (CHANGELOG.md, version fields in package.json, pyproject.toml, Cargo.toml). Provides conventional commit templates. Use when editing changelogs, version bumps, release files, or when user mentions "release", "changelog", "version bump", or "conventional commits".

Fast code search using ripgrep (rg) with smart defaults, regex patterns, and file filtering. Use when searching for text patterns, code snippets, or performing multi-file code analysis.

Modern Rust development with cargo, rustc, clippy, rustfmt, async programming, and memory-safe systems programming. Covers ownership patterns, fearless concurrency, and the modern Rust ecosystem including Tokio, Serde, and popular crates. Use when user mentions Rust, cargo, rustc, clippy, rustfmt, ownership, borrowing, lifetimes, async Rust, or Rust crates.

Shell scripting expertise, command-line tools, automation, and cross-platform scripting best practices. Covers shell script development, CLI tool usage, and system automation with bash, zsh, and POSIX shell. Use when user mentions shell scripts, bash, zsh, CLI commands, pipes, command-line automation, or writing portable shell code.

Detect test smells, overmocking, flaky tests, and coverage issues. Analyze test effectiveness, maintainability, and reliability. Use when reviewing tests or improving test quality.

Automatic selection of appropriate test tiers based on change scope. Guides unit tests for small changes, full suite for larger changes. Use when running tests, discussing testing strategy, or after code modifications.

Initialize VectorCode with automatic configuration generation. Installs git hooks, generates vectorcode.include and vectorcode.exclude patterns based on project type. Use when user mentions "initialize VectorCode", "set up VectorCode", vectorcode.include, vectorcode.exclude, or VectorCode configuration.

Semantic code search with VectorCode using embeddings for finding code by meaning, not just keywords. Use when searching for code patterns, similar implementations, concept-based search, or when keyword search fails. Automatically available via MCP.

Vitest test runner for JavaScript and TypeScript. Fast, modern alternative to Jest. Vite-native, ESM support, watch mode, UI mode, coverage, mocking, snapshot testing. Use when setting up tests for Vite projects, migrating from Jest, or needing fast test execution.

YAML querying, filtering, and transformation with yq command-line tool. Use when working with YAML files, parsing YAML configuration, modifying Kubernetes manifests, GitHub Actions workflows, or transforming YAML structures.