القائمة
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
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استنادا إلى تصنيف SOC المهني
| name | the-controller-writing |
| description | Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. |
Eliminate predictable AI writing patterns from prose.
Based on stop-slop by Hardik Pandya.
Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.
Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.
Use active voice. Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions ("the complaint becomes a fix").
Be specific. No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.
Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.
Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.
Trust readers. State facts directly. Skip softening, justification, hand-holding.
Cut quotables. If it sounds like a pull-quote, rewrite it.
Before delivering prose:
Rate 1-10 on each dimension:
| Dimension | Question |
|---|---|
| Directness | Statements or announcements? |
| Rhythm | Varied or metronomic? |
| Trust | Respects reader intelligence? |
| Authenticity | Sounds human? |
| Density | Anything cuttable? |
Below 35/50: revise.
See references/examples.md for before/after transformations.
Drive a native macOS app via the cua-driver CLI (default) or MCP server — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. "open a file in TextEdit", "navigate to /Applications in Finder", "click the Save button in Numbers").
Firefox browser automation for AI agents using Playwright. Use when the user needs Firefox-specific browser automation, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or any task requiring Firefox. Triggers include requests to "use Firefox", "open in Firefox", "test in Firefox", "automate Firefox", or any browser task where Firefox is specified or preferred.
Use when the user wants browser automation against an existing Chrome or Chromium tab, especially to reuse a real logged-in session without reauthenticating. Triggers include requests to use the current browser, keep existing cookies or extensions, avoid login churn, or automate a live Chromium tab.
Use when validating UI changes end-to-end in any project before claiming work is complete — runs Playwright tests against the project's dev server to prove user stories work
Use when executing an implementation plan fully autonomously without human interaction
Use when validating UI changes end-to-end before claiming work is complete — spawns a fresh server pair from the worktree and runs Playwright tests against it
