Antislop Code

作者 miqdadbadjuber388cbe3b6c37無授權條款5K 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫4 天前更新

Code comment hygiene for AI coding agents: remove generic AI-slop comments, keep the valuable ones, never touch the code.

AI 產生的概覽

過濾 AI 樣板程式碼註解,保留有價值的內容,且不改動可執行程式碼。

功能
此技能為 AI 程式開發代理提供審查與清理程式碼註解的規則。它列出讀起來像通用 AI 生成的模式,例如裝飾性分隔線、重述顯而易見的內容、逐步敘述流程、空泛標籤、含糊的 TODO、簽章回聲、裝飾性表情符號與結束標記,並說明應如何取代。它也定義必須保留的註解,包括業務邏輯、安全性、效能、並行、協定、API 契約、變通方案與邊界情況說明,並提供一份與核心 antislop 規則搭配使用的檢查清單。
適用情境
當任務需要撰寫或編輯程式碼註解,且目標是在不改動程式碼的前提下移除通用的 AI 樣板註解時使用。凡涉及註解,就應與核心 antislop.md 文件一起載入。
執行需求
僅為說明性內容,不附帶指令碼。需要搭配的 antislop.md 核心文件,代理需具備讀取、寫入、編輯、glob 與 grep 工具。

antislop-code

Anti Slop: Rules for AI Coding Agents. Code Comments skill

Part of the antislop system. Read together with antislop.md (the core). This skill filters comments that read as generically AI (decorative, restating the obvious, stiff, loud) while preserving the comments that carry real information. It references core rules by number and never duplicates or renumbers them. Load it when the task writes or edits code comments.

How to use this skill

  • Load together with antislop.md whenever the task touches code comments. The core holds the mechanism (the purpose test, the three tiers, the Delivery Gate); this skill holds comment-specific depth.
  • Every entry has the same shape: Tell (the pattern), Why (why it reads as slop), Fix (what to do instead), with the governing core rule cited as R-XX.
  • Scope guardrail: this skill only modifies comments. Never modify executable code, identifiers, imports, formatting, indentation, whitespace, control flow, or logic. When in doubt, leave the code untouched.
  • The Delivery Gate in the core remains the gate. The "Code Comment Checklist" at the end of this file is the comment-specific supplement to run alongside it.

Comments That Add Nothing

Decorative Separators

  • Tell: banner comments built from repeated characters, ALL CAPS labels, or box drawing around a section name: // ======================= around Authentication, // -------- WORKFLOW --------, or a /* ---- ROUTES ---- */ header.
  • Why: the decoration is the message. A label wrapped in = or - signals "AI made this" without adding information, and ALL CAPS reads as shouting.
  • Fix: replace with a single plain line, or remove entirely if the label adds nothing (R-31).

Restating the Obvious

  • Tell: a comment that repeats what the next line or declaration already shows, like // Initialize the variable above let count = 0, // User class above class User {}, // Validate user above function validateUser(), or const userAge = 25; // User age is 25.
  • Why: it doubles the reading load without adding anything. The code already says it; the comment just repeats it.
  • Fix: remove and leave the line of code alone.

Workflow Narration

  • Tell: comments that narrate the flow step by step, like // Step 1: Validate input, // Step 2: Process request, // Step 3: Return response, or // First..., // Next..., // Finally....
  • Why: the control flow is visible in the code itself. Numbering it reads as a checklist, not an explanation.
  • Fix: remove. If the flow is genuinely hard to follow, that is a structure problem, not a missing comment problem.

Empty Labels

  • Tell: generic labels with no information behind them: // Main logic, // Core logic, // Business logic, // Helper function, // Entry point, // Error handling, or // Note: This is important. / // Important: Please read.
  • Why: the label names a category, not a fact. "Main logic" tells the reader nothing they could not infer from the code.
  • Fix: remove unless the label carries specific information. "Note: retries happen only on 5xx" earns its place; "Note: this is important" does not.

Vague Placeholders

  • Tell: comments that promise future work without saying what: // TODO: Improve this, // Future improvements, // Additional optimization can be added here, // Add more validation.
  • Why: a vague TODO is noise. It names a feeling (this could be better) instead of a task (what, and why).
  • Fix: remove. Keep a TODO only when it names a specific task with enough context to act on.

Signature Echo

  • Tell: documentation that only restates the signature, like a JSDoc block that repeats @param price The price. and @returns Total price. for a function whose name and parameters already say all of it.
  • Why: docs that echo the signature add length, not understanding. The reader learns nothing new.
  • Fix: simplify or remove the echo. Keep documentation that explains business rules, edge cases, assumptions, algorithms, limitations, side effects, API behavior, or security implications. Never strip real documentation.

Decorative Emoji

  • Tell: emoji used as decoration in comments, like // ✅ Validation or // 🚀 Performance.
  • Why: emoji is visual noise in code, and the specific set (✅, 🚀, 🔒) is the AI default vocabulary.
  • Fix: replace with plain English, or remove if the label adds nothing.

End Markers

  • Tell: comments that only mark the end of a block, like } // end if, # End of function, or // End processOrder.
  • Why: the closing brace already ends the block. The marker exists out of habit, not need.
  • Fix: remove. In the rare case an end marker genuinely helps a long file, keep it only where it prevents confusion, not as a habit.

How It Should Read

The Over-Explained Comment

  • Tell: one comment that runs on for several lines, stacking reasons, context, and history around a fact that fits in one line: a four-line block explaining that a stub sits on PATH, which release introduced the workaround, and what broke before it. Every sentence is true. The length is the tell.
  • Why: a person leaves a note, a generator writes a case. Padding a one-line fact into a paragraph, building a "because X, so Y, and therefore Z" chain, or citing the issue number and the version that fixed it are the same flourish as any other AI pattern, and they bury the one line that matters under the ones that do not.
  • Fix: cut to the constraint alone: one line, two at most, never three. Keep the platform trap, the silent failure, the protocol rule, the performance cost. Drop the issue number, the version history, and the reasoning chain.

Line-by-Line Narration

  • Tell: a comment on every trivial statement, narrating each line as it is written: // Initialize count, then // Loop items, then // Get item, then // Increment, then // Return result.
  • Why: when every line is commented, none of the comments matter. The reader has to check each one to find the one that carries meaning.
  • Fix: write one concise comment per logical block instead of one per line. If the block needs no comment, write none.

Stiff or Loud Wording

  • Tell: comments that sound formal, long, or shout: "This function is responsible for validating whether the supplied credentials are valid before continuing with the authentication process", or // MAIN LOGIC in caps.
  • Why: formal and loud wording reads as generated, not as an engineer leaving a note for the next person.
  • Fix: write short, sentence-case lines in a natural developer voice: // Validate credentials before issuing a token. Good comments explain why, not what, and they stay short.

Not a Ban (preserve these)

Never remove comments that explain:

  • business logic and intent
  • architectural decisions
  • security considerations
  • performance trade-offs
  • concurrency behavior
  • protocol details
  • API contracts
  • workarounds
  • edge cases and assumptions
  • licensing and legal notices

Example that must stay:

js
// Stripe may retry webhook deliveries for up to three days.// Ignore duplicate events using the event ID.

A comment earns its place when it explains something the code does not already show: the reason, the constraint, the non-obvious behavior.

Earning a place says what may stay, never how long it may run. A workaround note is one line about the workaround, not a paragraph about it. The example above is two lines because two facts are real, not because two lines is a target. This list is the most common reason a comment survives a review it should not: the content is legitimately valuable, so the length goes unexamined. Value is not length.

Code Comment Checklist

Run these alongside the core Delivery Gate when the task touches comments. All answers must be yes:

  • Does every comment add information the code does not already show? (R-31)
  • Do the comments avoid decorative separators, ALL CAPS banners, and box-drawn headers?
  • Do the comments avoid restating the obvious line, declaration, or signature?
  • Do the comments avoid step-by-step workflow narration?
  • Do the comments avoid empty labels and vague TODOs that name no task?
  • Do the comments avoid decorative emoji and end markers?
  • Is the comment density one per logical block, not one per line?
  • Is every comment one line, or two only when the second carries a new fact?
  • Do the remaining comments read short, natural, and in sentence case?
  • Is the scope guardrail held: only comments changed, the code untouched?

來源與署名

來源:miqdadbadjuber/anti-slop位於skills/antislop-code提交388cbe3

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