better-prompt SKILL.md skillA
better-prompt from huangwb8/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huangwb8/skills/better-prompt@git:20260906.2ae9d47Pins git:20260906.2ae9d47 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huangwb8/skills
- Path
skills/alpha/better-prompt/SKILL.md- Versions recorded
- 6
- Latest version
- git:20260906.2ae9d47, committed Sep 6, 2026
- First version recorded
- Aug 25, 2026
- Size
- 15,824 bytes
- Repository stars
- 50
- License
- MIT
当用户明确要求"优化 prompt"、"改进提示词"、"润色指令"、"将简陋 prompt 转换为最佳实践版本"，或要求"把 prompt 改写成伪代码"、"翻译成程序结构/可编程自然语言"时使用。支持两种输出模式：standard（基于 OpenAI/Anthropic 官方最佳实践做增强优化）与 prompt_program（严格等价翻译为 Prompt Program 方言）。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Better Prompt - Prompt 优化器 ## 目标 当用户明确要求"优化 prompt"、"改进提示词"、"润色指令"、"将简陋 prompt 转换为最佳实践版本"，或要求"把 prompt 改写成伪代码"、"翻译成程序结构/可编程自然语言"时使用。 本技能提供两种输出模式： - **standard（默认）**：增强导向。基于 OpenAI 和 Anthropic 官方最佳实践，对简陋 prompt 进行结构化补全，输出高质量版本；允许补充示例、上下文和约束。 - **prompt_program**：保真导向。将原始 prompt 严格等价翻译为 Prompt Program 方言——形式上像伪代码，语义上仍是人类自然语言；不新增无依据能力。 两种模式共享同一套语义分析内核（6 个语义原子），只差输出渲染方式。本技能不负责执行 prompt 对应的任务本身。 ## 流程 ### 输入 #### 输入要求 用户提供一个待优化的原始 prompt（可以是任意形式的简陋版本）。 ### 执行步骤 #### 版本与兼容性 - **适用于**：Claude 3.x/4.x、GPT-4/5、Gemini 等主流 LLM - **最佳实践来源**：OpenAI/Anthropic 官方文档（2026-02） - **更新策略**：官方文档重大更新时同步修订 #### 不适用场景 以下情况不建议使用本技能： - prompt 已经经过专业优化（评分 ≥ 8/10） - 只需要诊断问题，不需要修改建议 - 超长 prompt（>10000 字）需要专业拆分 - 用户明确要求保持原始风格 - 用户只想执行任务，不关心 prompt 本身的质量或结构 #### 优化框架 standard 模式基于 **OpenAI** 和 **Anthropic** 官方最佳实践，采用五维度优化框架： | 维度 | 检查点 | 优先级 | |------|--------|--------| | **清晰度** | 指令是否明确？是否存在歧义？ | P0 | | **完整性** | 是否缺少必要信息？上下文是否充分？ | P0 | | **结构化** | 是否使用 Markdown/XML 标签组织内容？ | P1 | | **示例性** | 是否提供输入输出示例（few-shot）？ | P2 | | **约束性** | 是否明确边界（做什么/不做什么）？ | P2 | > **注意**：上表的 P0/P1/P2 表示"优化维度的重要性优先级"，与 config.yaml 中的 `dimensions` 数值（1-5）含义相同：P0=5（最高优先级）、P1=4、P2=3。 #### 输出模式选择 …
Read the whole file at its exact version.
How to install
mdr add huangwb8/skills/better-prompt@sha256:c787f2604a884c06The line at the top of this page pins the label git:20260906.2ae9d47, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_nsozbdjbv3tdbxl5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Aug 25, 2026 and Sep 6, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.2ae9d47 latest | 2026-09-06 | 2ae9d47 | 15,824 B | A | view · diff |
| git:20260905.a346b91 | 2026-09-05 | a346b91 | 9,352 B | A | view · diff |
| git:20260905.7c0ea7c | 2026-09-05 | 7c0ea7c | 9,313 B | A | view · diff |
| git:20260905.8faacfe | 2026-09-05 | 8faacfe | 8,686 B | A | view · diff |
| git:20260905.a39953d | 2026-09-05 | a39953d | 8,104 B | A | view · diff |
| git:20260825.4f192d9 | 2026-08-25 | 4f192d9 | 7,236 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15824 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
huangwb8/skills · 50 stars · license MIT · pushed 2026-10-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_nsozbdjbv3tdbxl5 GET https://markdownregistry.com/api/v1/resolve?ref=huangwb8/skills/better-prompt GET https://markdownregistry.com/api/v1/blob/c787f2604a884c0607e96ae15b85edf51f7dd46ea8fd4825160d3ffcc267dfeb
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.