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leonxlnx/taste-skill

覆盖默认的 LLM 截断行为,强制执行完整代码生成,禁止占位符模式,并干净地处理令牌限制分割。适用于任何需要详尽、完整输出的任务。

taste-skill 是什么?

该技能旨在解决大型语言模型(LLM)在生成代码或内容时常见的截断、使用占位符(如 `// ...`、`// TODO`)以及跳过部分内容等问题。它是一个输出强制执行工具,将所有任务视为生产环境关键任务,强调输出的完整性和全面性,而不是简洁性。该技能主要适用于需要完整输出的场景,如软件开发、自动化脚本编写等,支持任何基于 LLM 的文本生成平台,例如 Claude、Codex、Cursor 等。其工作原理是通过定义一系列禁止的输出模式(包括代码注释、描述性文字和结构捷径),并遵循一个三步执行流程:首先明确请求中要求的可交付成果数量,然后完整生成每个成果,最后在输出前对照原始请求进行核对,确保没有遗漏。对于长输出,该技能会优雅地处理令牌限制,在干净的断点处暂停并给出明确的恢复指令,避免压缩或跳过内容。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/leonxlnx/taste-skill/tree/main/skills/output-skill

在你喜欢的 AI 中提问

打开一个已预加载此 Agent Skill 的新对话。

文档

完整输出强制执行

基线

将每个任务视为生产环境关键任务。部分输出就是有缺陷的输出。不要为简洁性而优化——要为完整性而优化。如果用户要求一个完整文件,就交付完整文件。如果用户要求 5 个组件,就交付 5 个组件。没有例外。

禁止的输出模式

以下模式是严重失败。绝不要生成它们:

在代码块中: // ...、// rest of code、// implement here、// TODO、/* ... */、// similar to above、// continue pattern、// add more as needed、用于替代省略代码的单独的 ...

在说明文字中: “如果你需要我继续,请告诉我”、“如需更多详细信息,我可以提供”、“为简洁起见”、“其余部分遵循相同模式”、“类似地处理剩余部分”、“以此类推”(当替换实际内容时)、“我将把它留作练习”

结构性捷径: 当请求是完整实现时,只输出一个骨架。显示开头和结尾部分而跳过中间部分。用一个示例和一段描述来替换重复的逻辑。描述代码应该做什么而不是编写代码。

执行流程

  1. 范围 — 阅读完整请求。统计预期有多少个不同的可交付成果(文件、函数、章节、答案)。锁定该数字。
  2. 构建 — 完整生成每个可交付成果。不要有部分草稿,不要有“你可以稍后扩展此功能”。
  3. 交叉检查 — 在输出之前,重新阅读原始请求。将你的可交付成果数量与范围数量进行比较。如果缺少任何内容,在回复之前添加它。

处理长输出

当响应接近令牌限制时:

  • 不要压缩剩余部分以强行塞入。
  • 不要跳过直接跳到结论。
  • 以完全质量写出直到一个干净的断点(一个函数的结束、一个文件的结束、一个章节的结束)。
  • 以如下内容结束:
[已暂停 — X / Y 完成。发送

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

leonxlnx/design-taste-frontend

Senior UI/UX Engineer. Architect digital interfaces overriding default LLM biases. Enforces metric-based rules, strict component architecture, CSS hardware acceleration, and balanced design engineering.

leonxlnx/design-taste-frontend-v1

The original v1 taste-skill, preserved for projects depending on its exact behavior. The current default is `design-taste-frontend` (v2 experimental), which is a substantial rewrite. Use this v1 install name only if you need exact backward compatibility.

leonxlnx/full-output-enforcement

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output.

leonxlnx/gpt-taste

Elite UX/UI & Advanced GSAP Motion Engineer. Enforces Python-driven true randomization for layout variance, strict AIDA page structure, wide editorial typography (bans 6-line wraps), gapless bento grids, strict GSAP ScrollTriggers (pinning, stacking, scrubbing), inline micro-images, and massive section spacing.

leonxlnx/high-end-visual-design

Teaches the AI to design like a high-end agency. Defines the exact fonts, spacing, shadows, card structures, and animations that make a website feel expensive. Blocks all the common defaults that make AI designs look cheap or generic.

leonxlnx/image-taste-frontend

Elite website image-to-code skill for Codex. For visually important web tasks, it must first generate the design image(s) itself, deeply analyze them, then implement the website to match them as closely as possible. In Codex, it must prefer large, readable, section-specific images instead of tiny compressed boards, generate fresh standalone images for sections or detail views instead of cropping old ones, avoid lazy under-generation, avoid cards-inside-cards-inside-cards UI, and keep the hero clean, spacious, readable, and visible on a small laptop.

leonxlnx/image-to-code

Elite website image-to-code skill for Codex. For visually important web tasks, it must first generate the design image(s) itself, deeply analyze them, then implement the website to match them as closely as possible. In Codex, it must prefer large, readable, section-specific images instead of tiny compressed boards, generate fresh standalone images for sections or detail views instead of cropping old ones, avoid lazy under-generation, avoid cards-inside-cards-inside-cards UI, and keep the hero clean, spacious, readable, and visible on a small laptop.

leonxlnx/industrial-brutalist-ui

Raw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.

leonxlnx/minimalist-ui

Clean editorial-style interfaces. Warm monochrome palette, typographic contrast, flat bento grids, muted pastels. No gradients, no heavy shadows.

leonxlnx/redesign-existing-projects

Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

leonxlnx/stitch-design-taste

Semantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and hardware-accelerated performance.

leonxlnx/taste-skill

Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, gaming, developer-tool, and consumer-app brand systems. Optimized for intentional logo concepting, refined composition, sparse typography, strong symbolic meaning, premium mockups, art-directed imagery, and flexible grid layouts.

leonxlnx/taste-skill

The original v1 taste-skill, preserved for projects depending on its exact behavior. The current default is `design-taste-frontend` (v2 experimental), which is a substantial rewrite. Use this v1 install name only if you need exact backward compatibility.

leonxlnx/taste-skill

Raw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.

leonxlnx/taste-skill

Elite UX/UI & Advanced GSAP Motion Engineer. Enforces Python-driven true randomization for layout variance, strict AIDA page structure, wide editorial typography (bans 6-line wraps), gapless bento grids, strict GSAP ScrollTriggers (pinning, stacking, scrubbing), inline micro-images, and massive section spacing.

leonxlnx/taste-skill

Elite mobile app image-generation skill for creating premium, app-native screen concepts and flows. Designed for iOS, Android, and cross-platform mobile products. Prioritizes clean hierarchy, comfortably readable text, strong multi-screen consistency, controlled color palettes, non-generic creative direction, textured surfaces, image-led composition, tasteful custom iconography, and clean phone mockup framing. By default, screens should be shown inside a subtle premium iPhone or similar phone mockup with a visible frame, while the main focus stays on the app content itself. This skill generates images only. It does not write code.

leonxlnx/taste-skill

Elite frontend image-direction skill for generating premium, conversion-aware website design references. CRITICAL OUTPUT RULE — generate ONE separate horizontal image FOR EVERY section. A landing page with 8 sections produces 8 images. Never compress multiple sections into one image. Enforces composition variety (not always left-text / right-image), background-image freedom, varied CTAs, varied hero scales (giant / mid / mini minimalist), narrative concept spine, second-read moments, and a single consistent palette across all images. Optimized for landing pages, marketing sites, and product comps that developers or coding models can accurately recreate.

leonxlnx/taste-skill

Elite website image-to-code skill for Codex. For visually important web tasks, it must first generate the design image(s) itself, deeply analyze them, then implement the website to match them as closely as possible. In Codex, it must prefer large, readable, section-specific images instead of tiny compressed boards, generate fresh standalone images for sections or detail views instead of cropping old ones, avoid lazy under-generation, avoid cards-inside-cards-inside-cards UI, and keep the hero clean, spacious, readable, and visible on a small laptop.

leonxlnx/taste-skill

Clean editorial-style interfaces. Warm monochrome palette, typographic contrast, flat bento grids, muted pastels. No gradients, no heavy shadows.

leonxlnx/taste-skill

Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

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