optimize-agents-md（优化 AgentMD）

Optimize AGENTS.md

Apply Boris Cherny's compression principles to AGENTS.md and rules files.

Target: ~2.5k tokens (most are 10k+ unnecessarily)

When to Use

• User wants to improve their AGENTS.md or CLAUDE.md
• Agent instructions feel verbose or redundant
• Rules exist but lack verification patterns
• Setting up a new project's agent configuration

Anti-Patterns to Fix

Workflow

Phase 1: Analyze Current State

# Count tokens (rough estimate: words × 1.3)
wc -w AGENTS.md

# Find redundancy with project files
grep -l "bun test" AGENTS.md package.json

Look for:

• Instructions duplicating package.json scripts
• Explanations of common tools (git, npm, bun)
• Verbose descriptions that could be tables
• Rules without verification patterns

Phase 2: Compress AGENTS.md

Structure target:

# AGENTS.md

## Overview
[1-2 sentences: what this project is]

## Capabilities
[Bullet list of key features/commands]

## Structure
[Brief file tree of key paths]

## Commands
[Essential commands only - not everything in package.json]

## Verification
[How to check work is correct]

## Workflow
[Key constraints: plan first, verify incrementally]

## Rules
[Links to rule files or inline compressed rules]

## Learnings
[Dated entries from actual issues encountered]

Compression techniques:

• Tables over paragraphs
• Bullets over sentences
• Delete anything in package.json
• Delete tool explanations (agents know git, npm, bun)
• Merge related sections

Phase 3: Optimize Rules

Transform verbose rules into verification patterns:

Before (verbose):

## Type Aliases Over Interfaces

In this codebase, we prefer using TypeScript type aliases
instead of interfaces. This provides better consistency
and flexibility when working with unions and intersections.

Example:
// Good
type User = { name: string }

// Bad
interface User { name: string }

After (compressed with verification):

**Type over interface** - `type User = {` instead of `interface User {`
*Verify:* `grep 'interface [A-Z]' src/`
*Fix:* Replace `interface X {` with `type X = {`

Pattern format:

**Rule name** - Brief description with example
*Verify:* Command or tool to check compliance
*Fix:* How to resolve violations

Phase 4: Add Living Document Features

Learnings section:

## Learnings
- 2024-01-15: Skills use CLI tools, never duplicate logic
- 2024-01-20: Rules need verification patterns for self-checking

Update trigger: Add learnings when:

• A mistake required correction
• A pattern was discovered
• A constraint was clarified

Verification

After optimization:

1. Token count: wc -w AGENTS.md × 1.3 ≈ tokens (target: <2.5k)
2. No redundancy: grep for duplicated info in package.json
3. Rules have patterns: Each rule has *Verify:* line
4. Learnings exist: ## Learnings section present

Example Transformations

Commands Section

Before (340 words):

## Development Commands

To install dependencies, run the following command...
[lengthy explanation of bun install]

To run tests, you can use...
[explanation of test runner]

After (40 words):

## Commands

bun install # Setup bun run check # Lint/format bun test # Unit tests

Capability Description

Before:

This package provides TypeScript Language Server Protocol
integration that allows you to get type information, find
symbols across your workspace, locate references to symbols,
and perform batch analysis of files.

After:

**LSP** (`lsp-*`): Type-aware hover, symbol search, references, batch analysis

Related Skills

• scaffold-rules - Install optimized rules with verification patterns
• validate-skill - Validate skill structure