Are you still worried about connecting an AI Agent to on-chain trading?
Is it too painful to scrape underlying RPC data? Is it too dangerous to connect private keys to the internet?
GMGN Agent API is officially in internal testing! Tailored specifically for large models and AI developers, it completely closes the loop on the "deep investment research ➔ rapid trading" chain. With simple natural language commands, your Agent can instantly transform into a top on-chain trader.
👇 Why is GMGN the best infrastructure for Web3 AI on-chain trading?
🔍 1. Out of the box: Say goodbye to tedious parsing, directly access advanced investment research
When it comes to on-chain trading, data is life. Traditional APIs can only check prices, and developers need to spend massive amounts of effort cleaning liquidity pool data.
GMGN provides multi-chain (SOL, BSC, Base, etc.) real-time K-line data and directly outputs advanced investment research metrics for AI. Just one command allows AI to instantly see through the main players' cards:
🎯 Insight sniper at opening
🐀 Identify lurking insider trading
📦 Disarm tightly controlled bundled wallets
Combining smart chip distribution with top trader portraits, your AI robot now has a god's eye view.

🛡️ 2. Military-grade security foundation: Private keys not touching the internet, built-in anti-sandwich and simplified trading
When AI automatically executes a Swap, asset security is paramount. We provide extreme security mechanisms and a seamless trading experience:
- Asymmetric encryption authentication: Using Ed25519 key pairs. Exchange the public key for an API Key, the private key is solely yours and is absolutely retained locally. GMGN will never touch your private key!
- Architectural isolation: Based on GMGN's custodial wallet architecture, the IP whitelist mechanism automatically intercepts all unauthorized risk requests.
- Simplified smart routing: Developers no longer need to manually piece together complex Gas, Nonce or smart routing messages. A simple command can safely trigger an optimal Swap transaction with built-in anti-sandwich (Anti-MEV).

🛠️ 3. Rapid access guide
Step 1: Obtain API Key and private key
- Download the asymmetric key generator: [https://github.com/binance/asymmetric-key-generator/releases]
- Generate the key pair locally (⚠️ extremely important: properly save the private key, never share it, never touch the internet!).
- Go to 👉 [https://gmgn.ai/ai], upload the public key, and obtain your exclusive GMGN API Key. (Note: Currently only supports IPv4, does not support IPv6)

Step 2: Inject GMGN Skills into the Agent
Send the following command to your OpenClaw, Claude Code, or custom Agent:
Install GMGN skills, run: npx skills add GMGNAI/gmgn-skillsStep 3: Configure API Key and private key
Different skills require different permissions:
✅ Query type (Market/Tokens/Assets): Only need API Key
✅ Trading type (Swap): Needs API Key + private key
Let AI help you complete the final configuration, send the following command:
Create a .env file in the ~/.config/gmgn/ directory, containing the variable GMGN_API_KEY. If trading functionality is required, also add the GMGN_PRIVATE_KEY variable. Open this file for me, reminding me to paste the real GMGN API Key and locally generated private key into it and save. Note, please ensure this file is not submitted to git.🤖 4. Real battle witness: What can your AI do now?
After configuration is complete, use natural language throughout, enjoy a magical and smooth on-chain interaction:
💬 One-click anti-sandwich for trading: "Get the K-line and contract safety status of [token address]. If there is no insider trading risk, directly buy 0.1 SOL at market price."
💬 Whale activity tracking: "View the recent transaction history of [wallet address], find the token they bought the most."
💬 Smart position management: "Scan my wallet holdings and sell 50% of all tokens with unrealized losses exceeding 20% at market price."
🤝 5. Open internal test and community co-building
Thank you all for your support! The GMGN Agent API is currently in the internal testing phase and has immense room for evolution. We currently employ a whitelist application mechanism, reviewing and importing UIDs daily.
🎟️ Internal test application form: [https://forms.gle/hs9tijaUPyEjKJt5A]
📖 Official API documentation: [https://docs.gmgn.ai/cn/gmgn-agent-api]
🔑 Public key generation guide: [https://docs.gmgn.ai/cn/sheng-cheng-gong-yao]
Open source and co-construction is the soul of Web3:
🐛 Submit Issue / New demand: [https://github.com/GMGNAI/gmgn-skills/issues]
💻 Contribute code (submit PR): [https://github.com/GMGNAI/gmgn-skills/pulls]
💬 Join the developer TG community: [https://t.me/gmgnagentapi]
Now, use your Agent with GMGN Agent API to build your automated Web3 trading engine!
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