Findings & checks · 1 flagged
MEDIUMInstruction telling the agent not to ask for approvalSS-SKILL-INJECT-DONT-ASK-01 · Prompt injection · README.md
The text {match} tells the agent to skip the normal "ask the user first" gate. Used adversarially it removes the human-in-the-loop check before destructive or sensitive actions, turning a normally-gated agent into a fire-and-forget executor.
- Delete blanket "don't ask / no need to confirm" directives from the skill.
- If the skill is a genuine autonomous job, restrict the opt-out to a named non-destructive action rather than all actions.
Trace & refs
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
⚡ AutoCode
<div align="center">
You say it. AutoCode ships it.
🇨🇳 中文 · 🇯🇵 日本語 · 🇰🇷 한국어 · 🇪🇸 Español · 🇧🇷 Português · 🇩🇪 Deutsch · 🇫🇷 Français · 🇷🇺 Русский · 🇸🇦 العربية · 🇮🇳 हिन्दी
Every AI coding tool helps you write code. AutoCode helps you ship it.
>
You say what you want. AutoCode builds it, deploys it, and gives you a live URL. You don't need to know programming. You just say yes or no. When it's done, anyone in the world can visit your website.
>
Built on I-Lang, the first protocol to formally map Greek mathematical symbols (Σ, Δ, φ, λ, Ω, ∇, μ, Π, ψ, ξ, ζ, θ, ∂) as primitive verbs for AI-to-AI communication, and the first to define a computable vector space for AI judgment (11 dimensions, 4 axioms).
</div>
🚀 Install
Claude Code (recommended):
/install autocodeThat's it. One command. View on Claude Code Marketplace
Or from GitHub:
/plugin marketplace add ilang-ai/autocode
/plugin install autocode@autocodeRestart. Start talking. Done.
Codex
Tell Codex:
Fetch and follow instructions from https://raw.githubusercontent.com/ilang-ai/autocode/refs/heads/main/.codex/INSTALL.mdOpenCode
Tell OpenCode:
Fetch and follow instructions from https://raw.githubusercontent.com/ilang-ai/autocode/refs/heads/main/.opencode/INSTALL.mdWorks on Claude Code, Codex, and OpenCode. Same 47 skills, zero changes.
Hermes Agent
hermes skills install ilang-ai/autocodeCursor
Copy skills/ into ~/.cursor/skills/, or browse Cursor Directory once listed.
Gemini CLI
gemini extensions install https://github.com/ilang-ai/autocodeAny SKILL.md-compatible agent
Copy the skills/ directory into your agent's skills path.
🔰 New to Everything? No Problem.
Never used a server before? Don't know what a terminal is? That's fine — this guide starts from zero.
<details> <summary><b>Click here for the complete beginner guide</b></summary>
Step 1: Get a Cloud Computer
You need a cloud computer (VPS) — think of it as a computer in the cloud that's always on.
👉 Go to [dev.ilang.ai](https://dev.ilang.ai) — new users get $300 free credit (enough for over a year).
How to sign up:
- Click the link → registration page
- Enter email, create password (10+ characters, mix of uppercase, lowercase, numbers)
- Check email, click verification link
- Payment: supports credit card, PayPal, Alipay (支付宝)
- $300 free credit applied automatically
Create your cloud computer:
- Click "Deploy +" (top right)
- "Deploy New Server"
- Type: "Cloud Compute — Shared CPU" (cheapest)
- Location: Closest to you (Tokyo for Asia, New York for Americas, London for Europe)
- Image: "Debian 12"
- Plan: $6/month (1 CPU, 1GB RAM — enough)
- Click "Deploy Now"
Wait 1-2 minutes. Green "Running" = ready.
Find your connection info:
Click server name → you'll see:
- IP Address — like
149.28.xxx.xxx - Username —
root - Password — click eye icon to show, copy button to copy
Step 2: Connect
Windows: Download PuTTY. Enter IP, click Open. Type username and password.
Mac: Open Terminal. Type: ssh root@your-ip-address. Enter password.
Phone: Download "Termius". Add host with IP, username, password.
Black screen with # = you're in.
Step 3: Install Everything
Paste this, press Enter, wait 2 minutes:
curl -fsSL https://raw.githubusercontent.com/ilang-ai/autocode/main/setup.sh | bashStep 4: Start Claude Code
claudeLog in when prompted (Anthropic account needed).
Step 5: Install AutoCode
Say:
Install the AutoCode plugin from github.com/ilang-ai/autocodePermission questions? Always choose the highest number ("Yes, don't ask again"). Safe — AutoCode is pure text, no executable code.
Type /exit, then claude to restart.
Step 6: Build
Build me a restaurant website with online reservationsYou're a developer now.
</details>
📖 What You'll Experience
First Time
You: "I want to sell cakes online"
AutoCode: "What computer do you use? Mac or other?"
You: "Other"
AutoCode: "I'll help you get a server. $6/month. OK?"
You: "OK"
AutoCode: → Sets up server → Builds website → Deploys
→ "Done. Open nainai-cake.com on your phone."
Your effort: 3 yes/no answers
Result: a live website anyone can visitFifth Time
You: "Build a booking site for my hair salon"
AutoCode: → Knows your preferences → Builds → Deploys
→ "Live at salon-booking.com. SSL active."Twentieth Time
You: "New project"
AutoCode: → Barely asks → Ships it → You realize you have 20 live websitesUser feedback: "I don't even know who did the work — I thought I was supposed to code, but it was already done."
🧠 47 Skills
All automatic. You never activate them.
<details> <summary><b>📋 Understanding (5)</b></summary>
| Skill | What it does |
|---|---|
| Intent Detection | Knows what you want instantly |
| Smart Questions | Max 2, never technical |
| Scope Detection | Small task or big project |
| Communication Adapt | Matches your language and level |
| Requirement Lock | Stays on track |
</details>
<details> <summary><b>📐 Planning (6)</b></summary>
| Skill | What it does |
|---|---|
| Task Breakdown | Big → small steps, 2-5 min each |
| Priority | Core first, polish last |
| Time Estimate | "About 20 minutes" |
| Risk Warning | Warns before problems happen |
| Best Choice | Auto-picks fastest/cheapest/most stable tech |
| Decision Translation | Explains in money/speed/stability |
</details>
<details> <summary><b>🔨 Building (3)</b></summary>
| Skill | What it does |
|---|---|
| Scaffold | Project foundation |
| Feature Build | One by one |
| UI Build | All devices |
</details>
<details> <summary><b>✅ Quality (4)</b></summary>
| Skill | What it does |
|---|---|
| Auto Check | Reviews code logic silently |
| Security | Blocks attacks, encrypts data |
| Performance | Fast + cheap to run |
| Multi-Device | Phone/tablet/desktop |
</details>
<details> <summary><b>🔧 Debugging (5)</b></summary>
| Skill | What it does |
|---|---|
| Observe | Investigates on its own |
| Reason | Finds root cause |
| Fix & Verify | Fixes + confirms |
| Explain | Tells you in your words |
| Fix Guide | Stuck? Guides you to screenshot and upload to claude.ai |
</details>
<details> <summary><b>💾 Saving (3) — ⭐ Soul of AutoCode</b></summary>
| Skill | What it does |
|---|---|
| ⭐ Full Review | Every save: reviews entire project from beginning. You watch and learn. |
| Milestone | Celebrates achievements |
| Rollback | One-click undo |
</details>
<details> <summary><b>🚀 Deployment (4)</b></summary>
| Skill | What it does |
|---|---|
| Local Run | Your server, your URL |
| Global Deploy | CDN, fast everywhere |
| Edge Deploy | Free tier |
| File Transfer | Server-to-server |
</details>
<details> <summary><b>📊 Progress (5)</b></summary>
| Skill | What it does |
|---|---|
| Live Progress | "✅ 60% (3/5)" |
| Efficiency Compare | "Outsourcing = $5K. You = 25 min." |
| Celebration | "🎉 Done!" |
| Daily Summary | Today + tomorrow |
| Roadmap | Multi-day plan |
</details>
<details> <summary><b>🎓 Learning (3)</b></summary>
| Skill | What it does |
|---|---|
| Preferences | Remembers your style |
| Patterns | Learns what you build |
| Mistakes | Never repeats errors |
</details>
<details> <summary><b>⚙️ Engine (2)</b></summary>
| Skill | What it does |
|---|---|
| Compression | I-Lang v4.0 protocol, structured internal planning |
| Memory | Remembers across sessions |
</details>
🎯 Precision
Powered by I-Lang v4.0. Structured instructions mean AI gets it right the first time. No rework.
🧠 Memory
Close today → open tomorrow → remembers everything. Gets better every session.
🌍 Different from Everything Else
| Other AI coding tools | AutoCode | |
|---|---|---|
| For | Developers | Anyone |
| Ends at | Code written | Website live |
| Requires | Terminal/IDE knowledge | Just say yes or no |
| Tech decisions | Asks you | Decides for you |
| Deployment | You figure it out | Automatic |
| Domain + SSL | You figure it out | Guided step by step |
| Memory | Resets each session | Persistent |
| Protocol | None | I-Lang v4.0 |
| Language | Usually English | Your language |
❓ Troubleshooting
<details> <summary><b>Something broke, don't know what to say</b></summary> Say "something's wrong". AutoCode asks simple questions. If it can't fix it in terminal, it tells you how to screenshot + upload to claude.ai. </details>
<details> <summary><b>/plugin command doesn't work</b></summary> Just say: "Install the AutoCode plugin from github.com/ilang-ai/autocode". Talking works better than commands. </details>
<details> <summary><b>Permission popups I don't understand</b></summary> Choose the highest number. AutoCode is pure text — safe to approve. </details>
<details> <summary><b>Can't connect to server</b></summary> Check IP, username, password in Vultr dashboard. Server must be green "Running". </details>
<details> <summary><b>Is it safe?</b></summary> 100% open source, pure text files. Claude Code verified: "No malicious content." </details>
<details> <summary><b>Cost?</b></summary> AutoCode: free forever (MIT). Cloud computer: $6/month (or free with $300 Vultr credit). Plus Anthropic API usage. </details>
<div align="center">
ilang.ai · ilang.cn · Hugging Face · @adsorgcn
I-Lang Research · iLang Inc. · Canada · MIT · Free Forever
You say it. AutoCode ships it. Powered by [I-Lang v4.0](https://ilang.ai).
</div>