OpenAPI skills for AI agents trading memecoins
It exposes GMGN’s memecoin trading and analytics APIs as OpenAPI skills for autonomous AI agents across Solana, BSC, and Base.

What it does
GMGN-skills is a collection of OpenAPI skills that wire AI agents directly into GMGN’s trading and analytics infrastructure. Agents can query live token rankings, wallet holdings, and on-chain signals—including smart-money flows, KOL positions, and rat trader ratios—then submit market, limit, and strategy orders across Solana, BSC, Base, and Ethereum. The repo also ships with nine pre-built workflow templates for token research, wallet profiling, and risk screening.
The interesting bit
Instead of generic market data, the skills surface deeply memecoin-specific signals like bundler bot exposure, sniper wallet counts, and suspected insider hold rates. A standout is the cooking order flow, which lets an agent buy a token and attach take-profit or stop-loss logic in a single command.
Key highlights
- Live multi-chain data with 1-minute granularity for trending tokens and OHLCV candles.
- Over 500 data dimensions, including rug-ratio scores, honeypot detection, and bonding-curve status.
- End-to-end order submission in under 0.3 seconds, with market, limit, trailing stop-loss, and multi-wallet batch trading.
- One-command
cookingorders that bundle entry buys with conditional exits. - Nine built-in workflow docs for research, Smart Money profiling, and daily briefs.
Caveats
- The README warns that AI agents may try to scrape the GMGN website instead of using the CLI, requiring explicit prompt guardrails.
- Initial setup requires a browser-based API key generation step, so the agent cannot fully bootstrap itself without human interaction.
Verdict
Developers building autonomous crypto-trading agents—especially those focused on high-frequency memecoin speculation—should look here. If you are not comfortable giving an AI agent API keys that can spend funds, this is not for you.
Frequently asked
- What is GMGNAI/gmgn-skills?
- It exposes GMGN’s memecoin trading and analytics APIs as OpenAPI skills for autonomous AI agents across Solana, BSC, and Base.
- Is gmgn-skills open source?
- Yes — GMGNAI/gmgn-skills is open source, released under the MIT license.
- What language is gmgn-skills written in?
- GMGNAI/gmgn-skills is primarily written in Python.
- How popular is gmgn-skills?
- GMGNAI/gmgn-skills has 521 stars on GitHub.
- Where can I find gmgn-skills?
- GMGNAI/gmgn-skills is on GitHub at https://github.com/GMGNAI/gmgn-skills.