prompt-engineering SKILL.md skillA

prompt-engineering from codealive-ai/ai-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add codealive-ai/ai-driven-development/prompt-engineering@git:20260908.6813cbf

Pins git:20260908.6813cbf in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
codealive-ai/ai-driven-development
Path
skills/prompt-engineering/SKILL.md
Versions recorded
3
Latest version
git:20260908.6813cbf, committed Sep 8, 2026
First version recorded
May 4, 2026
Size
16,407 bytes
Repository stars
163
License
MIT

Universal prompt engineering techniques for any LLM. Use when crafting, optimizing, or reviewing prompts for AI models. Triggers on requests like "improve this prompt", "write a system prompt", "optimize my instructions", "help me prompt engineer", "audit this prompt", "review my prompt", or when building agentic systems that need structured prompts.

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 Engineering

Universal techniques for crafting effective prompts across any LLM.

## Core Principles

### 1. Structure with XML Tags

Use XML tags to create clear, parseable prompts:

```xml
<context>Background information here</context>
<instructions>
1. First step
2. Second step
</instructions>
<examples>Sample inputs/outputs</examples>
<output_format>Expected structure</output_format>
```

**Benefits:**
- **Clarity**: Separates context, instructions, and examples
- **Accuracy**: Prevents model from mixing up sections
- **Flexibility**: Easy to modify individual parts
- **Parseability**: Enables structured output extraction

**Best practices:**
- Use consistent tag names throughout (`<instructions>`, not sometimes `<steps>`)
- Reference tags explicitly: "Using the data in `<context>` tags..."
- Nest tags for hierarchy: `<examples><example id="1">...</example></examples>`
- Combine with other techniques: `<thinking>` for chain-of-thought, `<answer>` for final output

### 2. Control Output Shape

Specify explicit constraints on length, format, and structure:

```xml
<output_spec>
- Default: 3-6 sentences or ≤5 bullets
- Simple yes/no questions: ≤2 sentences
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add codealive-ai/ai-driven-development/prompt-engineering@sha256:c36c1ab55c008090

The line at the top of this page pins the label git:20260908.6813cbf, 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_a6ntqdesnskcrdau.svg)](https://markdownregistry.com/a/art_a6ntqdesnskcrdau)

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

Versions

The registry has recorded 3 versions of this file, between May 4, 2026 and Sep 8, 2026, about one every 64 days.

versioncommittedcommitsizeaudit
git:20260908.6813cbf latest2026-09-08 6813cbf 16,407 BA view · diff
git:20260713.f4af3c32026-07-13 f4af3c3 16,014 BA view · diff
git:20260504.4d670ef2026-05-04 4d670ef 16,061 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 (16407 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

codealive-ai/ai-driven-development · 163 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_a6ntqdesnskcrdau
GET https://markdownregistry.com/api/v1/resolve?ref=codealive-ai/ai-driven-development/prompt-engineering
GET https://markdownregistry.com/api/v1/blob/c36c1ab55c008090eb696b6afee6fb55caa32340885f31220fddddd4ad153777

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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