GMGN’s Agent Skills platform (gmgn.ai/ai) gives AI agents like Claude direct access to 40+ on-chain trading tools. Connect an API key, and any LLM can query trending tokens, trace smart money wallets, check insider exposure, and submit market or limit orders across Solana, BSC, Base, and Ethereum in plain language. Order submission runs under 0.3 seconds end-to-end, making it fast enough for real meme coin entries, not just research.
What GMGN Agent Skills Are
GMGN Agent Skills is an OpenAPI-based skill hub. Each skill is a single function — query trending tokens, check a wallet’s PnL, detect bundled wallets, submit a buy order — that an AI agent can call the same way it calls any other tool. The full list covers:
- Token intelligence: real-time trending rankings, token fundamentals, social signals, price and volume data across chains
- Wallet analytics: top holders, top traders, smart money positions, KOL wallet holdings, insider wallet detection, bundled wallet exposure
- Order execution: market orders, limit orders, take-profit/stop-loss strategy orders, one-command “cook” orders for fast full-position entries
- Portfolio management: wallet balance queries, open positions, trade history
The GitHub repo (GMGNAI/gmgn-skills) publishes the OpenAPI spec for every skill. You can load skills into Claude, GPT-4o, or any agent framework that supports tool use.
How to Set Up
Setting up GMGN Agent Skills takes about five minutes:
- Generate a key pair locally. GMGN doesn’t ask you to send a private key. You generate a public/private key pair on your machine — the private key never leaves your device.
- Upload the public key to GMGN. Go to gmgn.ai/ai, sign in, and upload your public key. GMGN creates an API key tied to that public key.
- Load the skills into your agent. Pull the OpenAPI spec from the GMGN GitHub repo and load it into your AI agent as a tool definition. In Claude, this means adding the skills to a project’s tool list.
- Fund a GMGN wallet. Agent-executed trades go through a GMGN trading wallet. Fund it the same way you fund any trading bot wallet — use a fresh burner wallet and only put in what you’re actively trading.
Single-prompt learning is supported: some agent frameworks can ingest the full skills list in one shot and acquire all available tools without manual configuration per skill.
What You Can Do in Natural Language
Once connected, you talk to the agent like a trader, not a developer. A few examples of what works:
- “Find the top 10 trending Solana tokens in the last hour with market cap under $5M and no insider wallets.”
- “Check wallet [address] — what’s their win rate and what did they buy this week?”
- “Buy $100 of [token] with 5% slippage and a take-profit at 2x.”
- “Show me which KOL wallets hold [token] and their average entry price.”
- “Is [contract address] bundled? Check the top 10 holders for coordinated buys.”
The agent translates each request into the appropriate GMGN skill call, executes it on-chain, and returns the result. For research queries, this is faster than switching between GMGN’s web interface tabs. For order execution, the sub-0.3-second submission means you’re not giving up meaningful speed versus manual trading.
Why This Matters for Meme Trading
GMGN’s core value has always been smart money data — the wallet tracking, PnL histories, and insider detection that let you see what profitable traders are doing before the crowd notices. Agent Skills pipes that data directly into an AI that can reason over it.
The traditional workflow is: open GMGN, find a wallet, read through its recent trades, decide whether to copy, then switch to a trading bot to execute. With Agent Skills, that chain collapses into one conversation. You can ask the agent to find wallets with a 60%+ win rate on tokens under $1M market cap in the last two weeks, filter out any with insider exposure on current positions, and buy whatever the top result just entered — all in one prompt.
This is still experimental. AI agents make mistakes on ambiguous instructions, and on-chain execution is irreversible. The same rules apply here as with any trading bot: use a burner wallet, start with small amounts, and verify the agent’s reasoning before scaling up.
GMGN Agent Skills vs. Manual GMGN Trading
| Feature | Agent Skills (AI) | Manual GMGN |
|---|---|---|
| Token discovery | Natural language query across all skills | Web interface tabs |
| Wallet analysis | Ask and get structured output | Read dashboards manually |
| Order execution | Under 0.3s via API | Manual web/TG submission |
| Multi-skill chaining | Single prompt | Manual sequence |
| Error risk | Agent misinterpretation | User error |
| Setup complexity | ~5 minutes | Instant (sign in) |
| Cost | GMGN trading fees (same as manual) | Same |
The fee structure is identical either way. GMGN charges its standard trading fees on executed orders regardless of whether you trade manually or via an agent.
Chains Supported
Agent Skills supports the same chains as GMGN’s trading platform:
- Solana — primary chain, fastest execution, deepest smart money dataset
- BSC — full support, good for BNB-chain meme coins
- Base — supported, useful for Base meme coin launches
- Ethereum — supported for ETH tokens
Solana has the deepest feature coverage because GMGN’s wallet analytics dataset started there. BSC coverage is strong. Base and Ethereum work for order execution but have thinner smart money data compared to Solana.
Safety Considerations
A few things worth knowing before you connect an agent to live execution:
Your private key never leaves your device. The API key setup uses public-key cryptography — GMGN only gets your public key, not the private key that signs transactions. The API key authorizes calls to GMGN’s API, not direct access to your wallet’s signing key.
Still use a burner wallet. Fund a separate wallet for agent trading. If an agent misunderstands a prompt and submits the wrong order, the loss is limited to what you funded that wallet with.
Review high-value instructions carefully. Agents are reliable on structured queries but can misfire on edge cases. Before letting an agent submit any order above amounts you’re comfortable losing, double-check its interpretation of your instruction.
GMGN’s existing security model applies. The same anti-MEV routing and contract scanning that GMGN uses for manual trades runs on agent-submitted orders. You’re not bypassing platform safety features by going through the API.
Getting Started
The fastest path in:
- Go to gmgn.ai/ai and generate your API key
- Clone the GMGNAI/gmgn-skills repo for the OpenAPI spec
- Load the spec into your agent of choice as a tool definition
- Fund a GMGN burner wallet
- Start with a research-only query first (wallet check, token scan) before enabling order execution
If you’re new to GMGN, the GMGN beginner guide covers the core wallet and token tracking features you’ll use most through Agent Skills, and the GMGN copy trading guide explains how to identify the wallets worth following.
Disclaimer: This is not financial advice. AI agents can misinterpret instructions and submit unintended orders. Test with small amounts. See our full Risk Disclaimer.
