prompt-enhancer SKILL.md skillA

prompt-enhancer from chainlesschain/chainlesschain is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chainlesschain/chainlesschain/prompt-enhancer@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chainlesschain/chainlesschain
Path
desktop-app-vue/src/main/ai-engine/cowork/skills/builtin/prompt-enhancer/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed Aug 28, 2026
First version recorded
Jun 3, 2026
Size
3,795 bytes
Repository stars
11
License
a license file GitHub does not identify

提示词增强 - 分析用户意图,注入项目上下文,重写提示词以提高AI回复质量.

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

# Prompt Enhancer 技能

## 描述

分析用户提示词的意图,自动注入项目上下文(技术栈、目录结构、相关文件),重写提示词以提高 AI 回复质量。灵感来自 Cursor 的 Prompt Enhancement 功能。

## 使用方法

```
/prompt-enhancer [选项]
```

## 模式

### 增强模式 (--enhance)

分析意图 → 注入上下文 → 重写提示词

### 分析模式 (--analyze)

仅分析意图和上下文,不重写

### 模板模式 (--template)

提供常用场景的提示词模板

## 意图分类

| 意图     | 关键词                       | 增强策略                  |
| -------- | ---------------------------- | ------------------------- |
| code-gen | 创建, 添加, 实现, write, add | 注入技术栈 + 相关文件     |
| debug    | 修复, bug, error, fix        | 注入错误上下文 + 相关日志 |
| explain  | 解释, 什么是, how, why       | 注入代码结构 + 文档链接   |
| refactor | 重构, 优化, clean            | 注入架构模式 + 代码规范   |
| test     | 测试, test, coverage         | 注入测试框架 + 现有测试   |
| deploy   | 部署, deploy, release        | 注入CI/CD + 环境配置      |

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chainlesschain/chainlesschain/prompt-enhancer@sha256:9e1bb0f34848d791

The line at the top of this page pins the label v1.0.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_aabn645vrwoxxpwm.svg)](https://markdownregistry.com/a/art_aabn645vrwoxxpwm)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jun 3, 2026 and Aug 28, 2026, about one every 43 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-28 44248c7 3,795 BA view · diff
v1.0.02026-08-28 c29953e 3,778 BA view · diff
v1.0.02026-06-03 3b0b2dc 3,686 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3795 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

GitHub

chainlesschain/chainlesschain · 11 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_aabn645vrwoxxpwm
GET https://markdownregistry.com/api/v1/resolve?ref=chainlesschain/chainlesschain/prompt-enhancer
GET https://markdownregistry.com/api/v1/blob/9e1bb0f34848d791f657eb316c440158cd506ca74d46eabcebd12306eac8f0f0

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.

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