Question2report
refraction-ray/xalpha
Turn a natural-language financial question into a polished, self-contained HTML report.
Prevent semantic code duplication with capability index and check-before-write
$ npx skills add alinaqi/maggy --skill code-deduplication -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install alinaqi/maggy code-deduplication --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/code-deduplication .claude/skills/code-deduplication && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .claude/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/alinaqi/maggy/tree/main/skills/code-deduplicationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add alinaqi/maggy --skill code-deduplication -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install alinaqi/maggy code-deduplication --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/code-deduplication .agents/skills/code-deduplication && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .agents/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add alinaqi/maggy --skill code-deduplication -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install alinaqi/maggy code-deduplication --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/code-deduplication .cursor/skills/code-deduplication && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .cursor/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/alinaqi/maggy.git --path skills/code-deduplication--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add alinaqi/maggy --skill code-deduplication -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install alinaqi/maggy code-deduplication --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/code-deduplication .gemini/skills/code-deduplication && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .gemini/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install alinaqi/maggy code-deduplicationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add alinaqi/maggy --skill code-deduplication -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/code-deduplication .github/skills/code-deduplication && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .github/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add alinaqi/maggy --skill code-deduplication -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install alinaqi/maggy code-deduplication --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/code-deduplication .opencode/skills/code-deduplication && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "code-deduplication" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/code-deduplication into .opencode/skills/code-deduplication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-deduplication", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
code-deduplicationPrevent semantic code duplication with capability index and check-before-write
Code Deduplication is an agent skill from alinaqi/maggy. Prevent semantic code duplication with capability index and check-before-write
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data cleaning. The repository describes itself as: What started as an opinionated Claude Code setup kit is now an autonomous AI engineering command center. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 72a456e. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript, python, markdown and bash).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Code Deduplication loads about 3.9k tokens when it runs. Until then it costs about 24 tokens; SKILL.md has 339 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from alinaqi/maggy at commit 72a456e, republished under its MIT licence (© alinaqi). 339 words, ~3,943 tokens.
.claude/skills/code-deduplication/SKILL.md (or your agent's skills folder).Purpose: Prevent semantic duplication and code bloat. Maintain a capability index so Claude always knows what exists before writing something new.
┌─────────────────────────────────────────────────────────────────┐
│ 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. │
└─────────────────────────────────────────────────────────────────┘Maintain CODE_INDEX.md in project root, organized by capability not file location:
# 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 |Every file should have a summary header:
/**
* @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 '...';"""
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 ...Every function needs a one-line summary:
/**
* 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 {
// ...
}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.
"""
...┌─────────────────────────────────────────────────────────────────┐
│ 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 │
└─────────────────────────────────────────────────────────────────┘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)❌ Bad: Creating validateEmail() when isEmail() exists
// DON'T: This already exists as isEmail()
function validateEmail(email: string): boolean {
return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
}✅ Good: Check index first, use existing
import { isEmail } from '@/utils/validate';
if (isEmail(userInput)) { ... }❌ Bad: Multiple date formatters with slight variations
// 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
// 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);
}❌ Bad: Same validation logic scattered across files
// 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
// utils/validate.ts
export const isEmail = (email: string) =>
email && email.includes('@') && email.length >= 5;
// Everywhere else
import { isEmail } from '@/utils/validate';
if (!isEmail(email)) { ... }Run /audit-duplicates periodically to catch semantic overlap:
## 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 differencesFor large codebases (100+ files), add vector search:
# 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# 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()| Codebase Size | Recommendation |
|---|---|
| < 50 files | Markdown index only |
| 50-200 files | Markdown + periodic audit |
| 200+ files | Add vector DB |
| 500+ files | Vector DB essential |
CODE_INDEX.md if it existsgrep -r "functionName\|similar_term" src/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?/update-code-index/audit-duplicates/**
* @file [Short description]
* @description [What this file does]
*
* Key exports:
* - function1() - [what it does]
* - function2() - [what it does]
*//**
* [One line description of what it does]
*/
export function name(params): ReturnType {| `functionName()` | path/file.ts:line | Does what in plain English | `(params)` |© alinaqi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/code-deduplication of alinaqi/maggy.
Open the folder on GitHubat commit 72a456e
Code Deduplication next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Code Deduplication this skillalinaqi/maggy | 707 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Question2reportrefraction-ray/xalpha | 2.7k | — | ~3.2k | Automated safety check: Pass | MIT | |
| Dingo VerifyMigoXLab/dingo | 757 | — | ~741 | Automated safety check: Notes | Apache-2.0 | |
| Data Validationplatonai/Browser4 | 1.2k | — | ~896 | Automated safety check: Pass | Apache-2.0 | |
| Issues DeduplicationJetBrains/ideavim | 10k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT |
refraction-ray/xalpha
Turn a natural-language financial question into a polished, self-contained HTML report.
MigoXLab/dingo
A skill your agent uses when the user wants to fact-check an article or verify factual claims in a document.
platonai/Browser4
Validates data against common and custom rules (required fields, formats, ranges).
JetBrains/ideavim
Handles deduplication of YouTrack issues. An agent skill from JetBrains/ideavim.
Jeffallan/claude-skills
Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.
monarchjuno/vibe-investing
Fetch financial, market, economic, fundamental, news, options, crypto, ETF, index, and macro data through the OpenBB Python interface instead of the OpenBB MCP server.
alinaqi/maggy
Latest AI models reference - Claude, OpenAI, Gemini, Eleven Labs, Replicate
alinaqi/maggy
Azure Cosmos DB partition keys, consistency levels, change feed, SDK patterns
alinaqi/maggy
AI-first application patterns, LLM testing, prompt management
alinaqi/maggy
WooCommerce REST API - products, orders, customers, webhooks
alinaqi/maggy
AI Engine Optimization - semantic triples, page templates, content clusters for AI citations
alinaqi/maggy
Claude Code Agent Teams - default team-based development with strict TDD pipeline enforcement
Categories
Prevent semantic code duplication with capability index and check-before-write. Code Deduplication is an agent skill from alinaqi/maggy.
Code Deduplication fits situations like: tasks that involve Data cleaning.
Run `npx skills add alinaqi/maggy --skill code-deduplication -a claude-code`. Or copy the skill folder (skills/code-deduplication in alinaqi/maggy) into .claude/skills/code-deduplication in your project. Claude Code loads it when a task matches its description.
Run `npx skills add alinaqi/maggy --skill code-deduplication -a codex`. Or copy the skill folder (skills/code-deduplication in alinaqi/maggy) into .agents/skills/code-deduplication in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add alinaqi/maggy --skill code-deduplication -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/code-deduplication, .gemini/skills/code-deduplication, .github/skills/code-deduplication and .opencode/skills/code-deduplication in your project.
SKILL.md names no scripts, command-line tools or credentials: Code Deduplication is instructions for the agent only. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Code Deduplication is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Deduplication: Question2report (refraction-ray/xalpha, 2.7k stars), Dingo Verify (MigoXLab/dingo, 757 stars), Data Validation (platonai/Browser4, 1.2k stars) and Issues Deduplication (JetBrains/ideavim, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
alinaqi (a GitHub user) maintains it in alinaqi/maggy, which has 707 GitHub stars. The repository holds 71 skills in this directory. The repository was last updated on September 24, 2026.
Source: alinaqi/maggy on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.