How to Scrape GMGN — Free No-Code Guide (2026)

#gmgn #webscraping #api #python

If you need to pull GMGN data at scale and there's no clean official API, this guide shows how to export it to JSON, CSV or Excel in a couple of minutes — with no scraping code to maintain.

We'll use the GMGN Scraper — Trending Memecoins, Smart Money & Wallets, a hosted scraper on the Apify platform. You only need a free Apify token — no GMGN login, no proxies, no reverse-engineering.

What data you get

Each run returns structured records with fields like:

symbol
name
chain
address
price
priceChangePercent1h
priceChangePercent24h
volume
liquidity
marketCap
holderCount
smartMoneyCount
renownedCount
swaps

Results are paginated automatically — you can pull thousands of rows per run and export them as JSON, CSV, Excel, JSONL or XML.

Option 1 — No code (Apify Console)

Open the actor: https://apify.com/logiover/gmgn-trending-memecoin-scanner
Click Try for free.
Leave the input empty for a broad sample, or set the fields below.
Run it, then Export the dataset as CSV/JSON/Excel.

Option 2 — Node.js

npm install gmgn-trending-memecoin-scanner

const scrape = require("gmgn-trending-memecoin-scanner");

(async () => {
  const items = await scrape({}, { token: process.env.APIFY_TOKEN });
  console.log(items.length, "results");
  console.log(items[0]);
})();

Option 3 — Python

pip install gmgn-trending-memecoin-scanner

from gmgn_trending_memecoin_scanner import scrape

items = scrape({}, token="YOUR_APIFY_TOKEN")
print(len(items), "results")
print(items[0])

Grab a free token at https://console.apify.com/account/integrations.

Input options

Field	Type	What it does
`mode`	string	Data mode
`chains`	array	Chains
`timeframes`	array	Timeframes
`filters`	array	Security filters (trending)
`orderBy`	string	Order by (trending)
`direction`	string	Sort direction
`maxResultsPerCall`	integer	Max results per API call
`minVolumeUsd`	integer	Min volume (USD)
`minLiquidityUsd`	integer	Min liquidity (USD)
`minHolderCount`	integer	Min holder count
`minSmartMoneyCount`	integer	Min smart-money holders
`maxAgeHours`	integer	Max token age (hours)

Common use cases

Build a fresh GMGN dataset for analysis or dashboards
Feed GMGN records into your own app, CRM or spreadsheet
Monitor changes on a schedule and get alerts via webhooks
Enrich leads or research with up-to-date GMGN data

Automation & export

Because it runs on Apify, you can schedule it, trigger it via webhook, and pipe results into Google Sheets, S3, Zapier, Make or n8n. Every run's dataset is downloadable as CSV, JSON, JSONL, Excel or XML.