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Code Deduplication

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alinaqi
code-deduplication

Prevent semantic code duplication with capability index and check-before-write

Overview

Publisheralinaqi
Repositorymaggy
Skill namecode-deduplication
Stars
707
Forks
57
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by alinaqi on GitHub. Read the source before you install it.

Installation

Install the Code Deduplication AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/alinaqi/maggy.git /tmp/maggy
mkdir -p .claude/skills
cp -r /tmp/maggy/skills/code-deduplication .claude/skills/code-deduplication
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Code Deduplication in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Code Deduplication on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Code Deduplication is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Code Deduplication Skill

Purpose: Prevent semantic duplication and code bloat. Maintain a capability index so Claude always knows what exists before writing something new.


Core Philosophy

┌─────────────────────────────────────────────────────────────────┐
│  CHECK BEFORE YOU WRITE                                         │
│  ─────────────────────────────────────────────────────────────  │
│  AI doesn't copy/paste - it reimplements.                       │
│  The problem isn't duplicate code, it's duplicate PURPOSE.      │
│                                                                 │
│  Before writing ANY new function:                               │
│  1. Check CODE_INDEX.md for existing capabilities               │
│  2. Search codebase for similar functionality                   │
│  3. Extend existing code if possible                            │
│  4. Only create new if nothing suitable exists                  │
├─────────────────────────────────────────────────────────────────┤
│  AFTER WRITING: Update the index immediately.                   │
│  PERIODICALLY: Run /audit-duplicates to catch overlap.          │
└─────────────────────────────────────────────────────────────────┘

Code Index Structure

Maintain CODE_INDEX.md in project root, organized by capability not file location:

markdown
# Code Index

*Last updated: [timestamp]*
*Run `/update-code-index` to regenerate*

## Quick Reference

| Category | Count | Location |
|----------|-------|----------|
| Date/Time | 5 functions | src/utils/dates.ts |
| Validation | 8 functions | src/utils/validate.ts |
| API Clients | 12 functions | src/api/*.ts |
| Auth | 6 functions | src/auth/*.ts |

---

## Date/Time Operations

| Function | Location | Does What | Params |
|----------|----------|-----------|--------|
| `formatDate()` | utils/dates.ts:15 | Formats Date → "Jan 15, 2024" | `(date: Date, format?: string)` |
| `formatRelative()` | utils/dates.ts:32 | Formats Date → "2 days ago" | `(date: Date)` |
| `parseDate()` | utils/dates.ts:48 | Parses string → Date | `(str: string, format?: string)` |
| `isExpired()` | auth/tokens.ts:22 | Checks if timestamp past now | `(timestamp: number)` |
| `addDays()` | utils/dates.ts:61 | Adds days to date | `(date: Date, days: number)` |

---

## Validation

| Function | Location | Does What | Params |
|----------|----------|-----------|--------|
| `isEmail()` | utils/validate.ts:10 | Validates email format | `(email: string)` |
| `isPhone()` | utils/validate.ts:25 | Validates phone with country | `(phone: string, country?: string)` |
| `isURL()` | utils/validate.ts:42 | Validates URL format | `(url: string)` |
| `isUUID()` | utils/validate.ts:55 | Validates UUID v4 | `(id: string)` |
| `sanitizeHTML()` | utils/sanitize.ts:12 | Strips XSS from input | `(html: string)` |
| `sanitizeSQL()` | utils/sanitize.ts:28 | Escapes SQL special chars | `(input: string)` |

---

## String Operations

| Function | Location | Does What | Params |
|----------|----------|-----------|--------|
| `slugify()` | utils/strings.ts:8 | Converts to URL slug | `(str: string)` |
| `truncate()` | utils/strings.ts:20 | Truncates with ellipsis | `(str: string, len: number)` |
| `capitalize()` | utils/strings.ts:32 | Capitalizes first letter | `(str: string)` |
| `pluralize()` | utils/strings.ts:40 | Adds s/es correctly | `(word: string, count: number)` |

---

## API Clients

| Function | Location | Does What | Returns |
|----------|----------|-----------|---------|
| `fetchUser()` | api/users.ts:15 | GET /users/:id | `Promise<User>` |
| `fetchUsers()` | api/users.ts:28 | GET /users with pagination | `Promise<User[]>` |
| `createUser()` | api/users.ts:45 | POST /users | `Promise<User>` |
| `updateUser()` | api/users.ts:62 | PATCH /users/:id | `Promise<User>` |
| `deleteUser()` | api/users.ts:78 | DELETE /users/:id | `Promise<void>` |

---

## Error Handling

| Function/Class | Location | Does What |
|----------------|----------|-----------|
| `AppError` | utils/errors.ts:5 | Base error class with code |
| `ValidationError` | utils/errors.ts:20 | Input validation failures |
| `NotFoundError` | utils/errors.ts:32 | Resource not found |
| `handleAsync()` | utils/errors.ts:45 | Wraps async route handlers |
| `errorMiddleware()` | middleware/error.ts:10 | Express error handler |

---

## Hooks (React)

| Hook | Location | Does What |
|------|----------|-----------|
| `useAuth()` | hooks/useAuth.ts | Auth state + login/logout |
| `useUser()` | hooks/useUser.ts | Current user data |
| `useDebounce()` | hooks/useDebounce.ts | Debounces value changes |
| `useLocalStorage()` | hooks/useLocalStorage.ts | Persisted state |
| `useFetch()` | hooks/useFetch.ts | Data fetching with loading/error |

---

## Components (React)

| Component | Location | Does What |
|-----------|----------|-----------|
| `Button` | components/Button.tsx | Styled button with variants |
| `Input` | components/Input.tsx | Form input with validation |
| `Modal` | components/Modal.tsx | Dialog overlay |
| `Toast` | components/Toast.tsx | Notification popup |
| `Spinner` | components/Spinner.tsx | Loading indicator |

File Header Format

Every file should have a summary header:

TypeScript/JavaScript

typescript
/**
 * @file User authentication utilities
 * @description Handles login, logout, session management, and token refresh.
 *
 * Key exports:
 * - login(email, password) - Authenticates user, returns tokens
 * - logout() - Clears session and tokens
 * - refreshToken() - Gets new access token
 * - validateSession() - Checks if session is valid
 *
 * @see src/api/auth.ts for API endpoints
 * @see src/hooks/useAuth.ts for React hook
 */

import { ... } from '...';

Python

python
"""
User authentication utilities.

Handles login, logout, session management, and token refresh.

Key exports:
    - login(email, password) - Authenticates user, returns tokens
    - logout() - Clears session and tokens
    - refresh_token() - Gets new access token
    - validate_session() - Checks if session is valid

See Also:
    - src/api/auth.py for API endpoints
    - src/services/user.py for user operations
"""

from typing import ...

Function Documentation

Every function needs a one-line summary:

TypeScript

typescript
/**
 * Formats a date into a human-readable relative string.
 * Examples: "2 minutes ago", "yesterday", "3 months ago"
 */
export function formatRelative(date: Date): string {
  // ...
}

/**
 * Validates email format and checks for disposable domains.
 * Returns true for valid non-disposable emails.
 */
export function isValidEmail(email: string): boolean {
  // ...
}

Python

python
def format_relative(date: datetime) -> str:
    """Formats a date into a human-readable relative string.

    Examples: "2 minutes ago", "yesterday", "3 months ago"
    """
    ...

def is_valid_email(email: str) -> bool:
    """Validates email format and checks for disposable domains.

    Returns True for valid non-disposable emails.
    """
    ...

Check Before Write Process

Before Creating ANY New Function

┌─────────────────────────────────────────────────────────────────┐
│  BEFORE WRITING NEW CODE                                        │
│  ─────────────────────────────────────────────────────────────  │
│                                                                 │
│  1. DESCRIBE what you need in plain English                     │
│     "I need to format a date as relative time"                  │
│                                                                 │
│  2. CHECK CODE_INDEX.md                                         │
│     Search for: date, time, format, relative                    │
│     → Found: formatRelative() in utils/dates.ts                 │
│                                                                 │
│  3. EVALUATE if existing code works                             │
│     - Does it do what I need? → Use it                          │
│     - Close but not quite? → Extend it                          │
│     - Nothing suitable? → Create new, update index              │
│                                                                 │
│  4. If extending, check for breaking changes                    │
│     - Add optional params, don't change existing behavior       │
│     - Update tests for new functionality                        │
└─────────────────────────────────────────────────────────────────┘

Decision Tree

Need new functionality
        │
        ▼
Check CODE_INDEX.md for similar
        │
        ├─► Found exact match ──────► USE IT
        │
        ├─► Found similar ──────────► Can it be extended?
        │                                   │
        │                    ┌──────────────┴──────────────┐
        │                    ▼                             ▼
        │               Yes: Extend                   No: Create new
        │               (add params)                  (update index)
        │
        └─► Nothing found ──────────► Create new (update index)

Common Duplication Patterns

Pattern 1: Utility Function Reimplementation

❌ Bad: Creating validateEmail() when isEmail() exists

typescript
// DON'T: This already exists as isEmail()
function validateEmail(email: string): boolean {
  return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
}

✅ Good: Check index first, use existing

typescript
import { isEmail } from '@/utils/validate';

if (isEmail(userInput)) { ... }

Pattern 2: Slightly Different Versions

❌ Bad: Multiple date formatters with slight variations

typescript
// In file A
function formatDate(d: Date) { return d.toLocaleDateString(); }

// In file B
function displayDate(d: Date) { return d.toLocaleDateString('en-US'); }

// In file C
function showDate(d: Date) { return d.toLocaleDateString('en-US', { month: 'short' }); }

✅ Good: One function with options

typescript
// utils/dates.ts
function formatDate(d: Date, options?: { locale?: string; format?: 'short' | 'long' }) {
  const locale = options?.locale ?? 'en-US';
  const formatOpts = options?.format === 'short'
    ? { month: 'short', day: 'numeric' }
    : { month: 'long', day: 'numeric', year: 'numeric' };
  return d.toLocaleDateString(locale, formatOpts);
}

Pattern 3: Inline Logic That Should Be Extracted

❌ Bad: Same validation logic scattered across files

typescript
// In signup.ts
if (!email || !email.includes('@') || email.length < 5) { ... }

// In profile.ts
if (!email || !email.includes('@') || email.length < 5) { ... }

// In invite.ts
if (!email || !email.includes('@') || email.length < 5) { ... }

✅ Good: Extract once, import everywhere

typescript
// utils/validate.ts
export const isEmail = (email: string) =>
  email && email.includes('@') && email.length >= 5;

// Everywhere else
import { isEmail } from '@/utils/validate';
if (!isEmail(email)) { ... }

Periodic Audit

Run /audit-duplicates periodically to catch semantic overlap:

Audit Checklist

  • Utility functions: Any functions doing similar things?
  • API calls: Multiple ways to fetch same data?
  • Validation: Scattered inline validation logic?
  • Error handling: Inconsistent error patterns?
  • Components: Similar UI components that could merge?
  • Hooks: Custom hooks with overlapping logic?

Audit Output Format

markdown
## Duplicate Audit - [DATE]

### 🔴 High Priority (Merge These)

1. **Date formatting** - 3 similar functions found
   - `formatDate()` in utils/dates.ts
   - `displayDate()` in components/Header.tsx
   - `showDate()` in pages/Profile.tsx
   - **Action:** Consolidate into utils/dates.ts

2. **Email validation** - Inline logic in 5 files
   - signup.ts:42
   - profile.ts:28
   - invite.ts:15
   - settings.ts:67
   - admin.ts:33
   - **Action:** Extract to utils/validate.ts

### 🟡 Medium Priority (Consider Merging)

1. **User fetching** - 2 different patterns
   - `fetchUser()` in api/users.ts
   - `getUser()` in services/user.ts
   - **Action:** Decide on one pattern

### 🟢 Low Priority (Monitor)

1. **Button components** - 3 variants exist
   - May be intentional for different use cases
   - **Action:** Document the differences

Vector DB Integration (Optional)

For large codebases (100+ files), add vector search:

Setup with ChromaDB

python
# scripts/index_codebase.py
import chromadb
from chromadb.utils import embedding_functions

# Initialize
client = chromadb.PersistentClient(path="./.chroma")
ef = embedding_functions.DefaultEmbeddingFunction()
collection = client.get_or_create_collection("code_index", embedding_function=ef)

# Index a function
collection.add(
    documents=["Formats a date into human-readable relative string like '2 days ago'"],
    metadatas=[{"function": "formatRelative", "file": "utils/dates.ts", "line": 32}],
    ids=["formatRelative"]
)

# Search before writing
results = collection.query(
    query_texts=["format date as relative time"],
    n_results=5
)
# Returns: formatRelative in utils/dates.ts - 0.92 similarity

Setup with LanceDB (Lighter)

python
# scripts/index_codebase.py
import lancedb

db = lancedb.connect("./.lancedb")

# Create table
data = [
    {"function": "formatRelative", "file": "utils/dates.ts", "description": "Formats date as relative time"},
    {"function": "isEmail", "file": "utils/validate.ts", "description": "Validates email format"},
]
table = db.create_table("code_index", data)

# Search
results = table.search("validate email address").limit(5).to_list()

When to Use Vector DB

Codebase SizeRecommendation
< 50 filesMarkdown index only
50-200 filesMarkdown + periodic audit
200+ filesAdd vector DB
500+ filesVector DB essential

Claude Instructions

At Session Start

  1. Read CODE_INDEX.md if it exists
  2. Note the categories and key functions available
  3. Keep this context for the session

Before Writing New Code

  1. Pause and check: "Does something like this exist?"
  2. Search CODE_INDEX.md for similar capabilities
  3. If unsure, search the codebase: grep -r "functionName\|similar_term" src/
  4. Only create new if confirmed nothing suitable exists

After Writing New Code

  1. Immediately update CODE_INDEX.md
  2. Add file header if new file
  3. Add function docstring
  4. Commit index update with code

When User Says "Add X functionality"

Before implementing, let me check if we already have something similar...

[Checks CODE_INDEX.md]

Found: `existingFunction()` in utils/file.ts does something similar.
Options:
1. Use existing function as-is
2. Extend it with new capability
3. Create new (if truly different use case)

Which approach would you prefer?

Quick Reference

Update Index Command

bash
/update-code-index

Audit Command

bash
/audit-duplicates

File Header Template

typescript
/**
 * @file [Short description]
 * @description [What this file does]
 *
 * Key exports:
 * - function1() - [what it does]
 * - function2() - [what it does]
 */

Function Template

typescript
/**
 * [One line description of what it does]
 */
export function name(params): ReturnType {

Index Entry Template

markdown
| `functionName()` | path/file.ts:line | Does what in plain English | `(params)` |

Frequently asked questions

What does the Code Deduplication AI skill do?

Prevent semantic code duplication with capability index and check-before-write

Why use Code Deduplication on TypingMind?

Because you install it once and use it with any model. Code Deduplication is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Code Deduplication in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Code Deduplication?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Code Deduplication?

As many as you like. As long as a model supports skills, you can use Code Deduplication with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Code Deduplication AI skill free?

Yes. It is published on GitHub by alinaqi under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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