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Use when starting a coding session, making design decisions, fixing bugs, or when the user asks to remember or recall something — manages persistent memory via the mem CLI across project and global scopes

Analyze a codebase and generate an interactive walkthrough JSON file

Use when generating a RAG QA-evaluation dataset from documents with slurp — running the scraper/worker pipeline over local files or Confluence through Kafka, generating Question-Answer pairs with an OpenAI-compatible LLM (OpenRouter or any other endpoint), and viewing the results in a live HTML dataset browser.

Use when installing, removing, searching, inspecting, or upgrading macOS (Apple Silicon) command-line packages with the metalbrew CLI — a Homebrew-compatible, Zig-based bottle package manager that installs into ~/.metalbrew without sudo. Also use when the user mentions "metalbrew", or wants brew-style package management without Homebrew or Ruby.

Use when writing, reviewing, or refactoring React 19, Next.js 14+ / 16 App Router, or Tailwind CSS code. Triggers on tasks involving Server/Client Components, data fetching, cache directives, route handlers, image/font optimization, component API design, or Tailwind class composition.

Use when writing or editing prose for humans - blog posts, articles, essays, memos, announcements, release notes, post-mortems, narrative documentation. Use when output sounds like corporate-speak, contains hedging or filler adverbs, stacks abstract nouns, opens with throat-clearing, or feels generic and voiceless.

Decode, modify, and rebuild Android APK files with the `apktool` CLI (v3.x). Use when reverse-engineering an APK, decompiling resources/manifest to readable XML and smali, editing strings/layouts/AndroidManifest.xml/smali bytecode, rebuilding an APK after edits, signing a rebuilt APK so it installs, or installing system framework files. Triggers on mentions of 'apktool', 'decompile APK', 'decode APK', 'rebuild APK', 'smali', 'baksmali', 'AndroidManifest editing', 'resources.arsc', or 'reverse engineer Android app'. Covers the full decode → edit → build → align → sign loop and the common 'app not installed' / framework-resource errors.

Use when generating an image (SVG, PNG, or WebP) of source code or terminal output — for READMEs, slides, docs, social posts, or screenshots of a code snippet or command output — using the charmbracelet/freeze CLI. Triggers on "freeze", "screenshot this code", "image of code", "render terminal output as image", "code snippet picture".

Use when reverse engineering, disassembling, decompiling, or analyzing a binary/executable to understand what it does — drives a warm rizin session via the bundled harness (triage, function mapping, xref navigation, decompilation, RzIL emulation, annotation). Triggers on "reverse engineer", "disassemble", "decompile", "analyze this binary", "what does this executable do", "rizin", "binary analysis".

Run, serve, and deploy serverless Python on Modal's cloud with the `modal` CLI. Use when running or deploying Modal apps/functions; iterating with hot-reload (`modal serve`); debugging in a cloud container (`modal shell`, `modal container exec`); tailing or stopping app runs (`modal app logs/stop/history/rollback`); managing Volumes, Secrets, Dicts, or Queues; authenticating (`modal setup`, `modal token`); switching workspaces/environments/profiles; or requesting GPUs (A100/H100/L4) for cloud jobs. Trigger on 'modal', 'modal run', 'modal deploy', 'modal.com', '@app.function', 'modal.Image', 'serverless GPU', or a repo with a `modal_*.py` / `.modal.toml`.

Blazing-fast parallel S3 and local-filesystem data movement with the `s5cmd` CLI (v2.3.0). Use when copying, uploading, downloading, moving, syncing, listing, or deleting objects in S3 or S3-compatible stores (MinIO, Ceph, R2, GCS, B2, Wasabi); when transfers via `aws s3` / `aws s3 cp` / `boto3` are too slow; when batching thousands of object operations; streaming objects to/from stdin/stdout (`cat`, `pipe`); running SQL `select` over CSV/JSON/Parquet objects; generating presigned URLs; reading object metadata/`head`; computing storage usage (`du`); managing buckets (`mb`, `rb`, `bucket-version`); or moving training data, checkpoints, datasets, and backups at scale. Trigger on mentions of 's5cmd', 'S3 sync', 'fast S3 copy/download/upload', 'parallel S3 transfer', or custom S3 endpoints.

Scrape competitor websites to extract features and estimate reimplementation costs in developer hours. Store results in SQLite/Turso for visualization. Use when analyzing competitor products, extracting feature lists from URLs, estimating development effort, or building competitive intelligence databases.