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prompt-improver

Improve prompts using best practices for clarity, specificity, and structure.

Skill by ils15

IndexedMIT★ 12
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/ils15-prompt-improver

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About

Improve prompts using best practices for clarity, specificity, and structure. Use for optimizing AI agent and bot instructions.

Use cases: agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/prompt-improver

What's inside

Skill name
prompt-improver
Description
Improve prompts using best practices for clarity, specificity, and structure. Use for optimizing AI agent and bot instructions.
License
MIT
Instructions
87 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Prompt Improver

Improve prompts using best practices for clarity, specificity, and structure. Includes simplification patterns for reducing token waste.

---

## Core Principles

1. **Be specific** — vague prompts get vague answers
2. **Provide context** — include relevant constraints and examples
3. **Define output format** — tell the model how to respond
4. **Use structure** — headings, lists, code blocks
5. **Set constraints** — what NOT to do is as important as what TO do

---

## Improvement Patterns

### Before → After

**Vague:**
```
Make this code better
```

**Specific:**
```
Refactor this function to:
1. Use async/await for all I/O
2. Add type hints to parameters and return
3. Extract the validation logic into a separate function
4. Keep the same behavior (tests must pass)
```

**Wordy:**
```
I need you to please help me understand what this code does because I'm not sure and it's kind of confusing and there are a lot of parts and I don't know where to start looking at it
```

**Concise:**
```
Explain what this code does. Summarize in 3 bullet points.
```

---

## Prompt Structure Template

```markdown
# Context
[What is the background? What problem are we solving?]

# Task
[What exactly should be done? Be specific.]

# Constraints
- [Constraint 1: e.g., "Use only existing libraries"]
- [Constraint 2: e.g., "Do not change the API"]

# Output Format
[How should the response be structured?]

# Examples (optional)
[Show expected input/output if helpful]
```

---

## Simplification Rules

- Remove filler words: "please", "I think", "maybe", "kind of"
- Use active voice: "Write tests" not "Could you write some tests?"
- One task per prompt (or numbered list for multiple)
- Use code blocks for code references
- Set explicit limits: "Max 3 suggestions", "Under 100 words"

---

## Anti-Patterns

- ❌ "Do your best" — model doesn't know what "best" means
- ❌ Multiple conflicting instructions in one prompt
- ❌ No output format specified
- ❌ Assuming model knows project context
- ❌ Overly long prompts with irrelevant details

From ils15/pantheon-legacy, MIT.

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Stars
12
Forks
7
Open issues
1
Last commit (this folder)
Jul 11, 2026 (3 months ago)
Last release
Jul 22, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

prompt-improver skill. Agent Mart. https://agentmart.dev/skills/ils15-prompt-improver (last updated 2026-10-24)