GMGN Scraper — Trending Memecoins & Smart Money

Scrape every public dataset on GMGN.ai — the fastest on-chain terminal in crypto — across Solana, BSC, Ethereum, Base, Tron & Monad, all behind a single mode switch. Pull trending memecoins, fresh launches, top-trader wallet leaderboards, smart-money buy signals, deep token rugchecks, holder maps, wallet PnL and KOL Twitter/Telegram signals as clean, structured JSON you can call on a schedule. One Actor that replaces eight. No wallet connect, no login, no API key.

🏆 Why this GMGN scraper?

8 data modes in one Actor · 80+ fields per token, 50+ per wallet · hundreds to thousands of rows per run · residential-proxy ready · stable normalized schema · export to JSON / CSV / Excel. The unofficial GMGN.ai API alternative for memecoin discovery, smart-money copy research, rug due diligence and on-chain datasets.

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✨ What this Actor does / Key features

• 🔥 trending — hot/trending tokens per chain × timeframe (1m / 5m / 1h / 24h): price, volume, liquidity, market cap, holders, smart-money count, full security audit, taxes and socials. 80+ fields per token.
• 🌱 newPairs — fresh launches per chain × period (1h / 6h / 24h): launchpad, liquidity, holders, socials and honeypot screening. Catch tokens minutes after they go live.
• 🏆 walletLeaderboard — top-trader leaderboards with 50+ fields per wallet: PnL, realized profit, winrate, trade count, tags, Twitter and balances.
• 💸 buySignals — what smart money is buying right now, as aggregated token cards and/or a live trade-by-trade feed.
• 🛡️ rugcheck — deep per-token audit: security, dev/creator history, holder stats, ATH, bundlers, pool fees, community rug vote and market-cap candles.
• 👥 tokenHolders — full holder lists, holder-category stats and tagged-wallet breakdowns (smart / sniper / whale / fresh / bundler) plus top buyers.
• 📊 walletPnl — per-wallet PnL, winrate, balances, tags and funding source via GMGN's public wallet endpoint.
• 📣 signalsFeed — GMGN's curated crypto KOL Twitter/X + Telegram signal feed, with optional short-burst polling for near-real-time alpha.
• 🌐 6 chains — Solana, BSC (BNB Chain), Ethereum, Base, Tron and Monad, wherever the chosen mode supports them.
• 🔌 Direct public-endpoint extraction — reads the same endpoints GMGN's web app serves to anonymous visitors; no login, no wallet connect, no API key.
• 🛡️ Proxy + auto-retry — Apify Proxy integration with exponential backoff on 403 / 429 / 5xx, so transient Cloudflare pre-empts heal themselves.

🚀 Quick start (3 steps)

1. Pick a mode — the default is trending (the flagship multi-chain hot-token scanner). Every input field is tagged with the modes it applies to (e.g. [trending], [walletLeaderboard]) so the form stays readable.
2. Run — click Start. The Actor fetches the chosen mode across your chains × timeframes and streams rows into your dataset.
3. Get your data — open the Output tab and export to JSON, CSV, Excel or XML, or pull it via the Apify API. A run SUMMARY (mode + counts) lands in the key-value store.

📥 Input

Just pick a mode; every mode ships with sensible defaults. Fields are grouped by the mode they belong to. A few common scenarios:

Example — trending Solana + BSC tokens from the last hour (no honeypots)

{
  "mode": "trending",
  "chains": ["sol", "bsc"],
  "timeframes": ["1h"],
  "filters": ["not_honeypot"],
  "minVolumeUsd": 5000,
  "minSmartMoneyCount": 2
}

Example — top Solana traders by 7-day PnL (wallet leaderboard)

{
  "mode": "walletLeaderboard",
  "chains": ["sol"],
  "walletPeriods": ["7d"],
  "orderByList": ["pnl_7d", "realized_profit_7d"],
  "minWinrate": 0.6,
  "onlyWithTwitter": true
}

Example — rugcheck a watchlist before you ape

{
  "mode": "rugcheck",
  "tokens": [
    { "chain": "sol", "address": "DezXAZ8z7PnrnRJjz3wXBoRgixCa6xjnB7YaB1pPB263" },
    { "chain": "bsc", "address": "0x55d398326f99059fF775485246999027B3197955" }
  ],
  "includeSecurity": true,
  "includeDevInfo": true,
  "includeRugVote": true
}

Field	Type	Description
mode	string	Which GMGN dataset to pull: trending, newPairs, walletLeaderboard, buySignals, rugcheck, tokenHolders, walletPnl or signalsFeed. Default trending.
chains	array	Chains to scan: sol, bsc, eth, base, tron, monad. Used by trending / newPairs / walletLeaderboard / buySignals.
timeframes	array	[trending] Timeframes to scan: 1m, 5m, 1h, 24h.
filters	array	[trending] Security filters applied before ranking: not_honeypot, verified, renounced, frozen, no_mint_authority, burnt.
orderBy / direction	string	[trending] Sort field (volume, market_cap, holder_count, smart_degen_count…) and direction (desc/asc).
maxResultsPerCall	integer	[trending · newPairs] Tokens per (chain, timeframe/period) request. Max 100 (GMGN limit).
minVolumeUsd / minLiquidityUsd / minMarketCapUsd	integer	Post-filters to cut noise. 0 = no filter.
minHolderCount / minSmartMoneyCount / maxAgeHours	integer	[trending] Holder, smart-money and age filters. 0 = no filter.
deduplicate	boolean	[trending · newPairs · walletLeaderboard] Emit each token/wallet once with an array of the timeframes/orderings that surfaced it.
newPairsPeriods / launchpads / newPairsOrderBy	array/string	[newPairs] Launch windows (1h/6h/24h), launchpad filter (e.g. pump.fun) and sort field.
onlyWithSocials / excludeHoneypots	boolean	[newPairs · buySignals] Keep only tokens with socials; drop cannot-sell honeypots.
walletPeriods / orderByList	array	[walletLeaderboard] PnL windows (1d/7d/30d) and GMGN ranking metrics (pnl_7d, realized_profit_7d, winrate_7d…).
minPnl / minRealizedProfitUsd / minWinrate / minTxs	number	[walletLeaderboard] Wallet quality thresholds. 0 = no filter.
onlyWithTwitter / tagFilter	boolean/array	[walletLeaderboard · buySignals · tokenHolders] Keep only wallets with Twitter / matching tags (smart_money, whale, sniper…).
buySignalsFeed / cardsPeriod / tradesLimit	string/integer	[buySignals] Feed type (cards/trades/both), lookback window and trades cap.
minSmartWallets / onlyNewBuys / explodeWallets	integer/boolean	[buySignals] Min smart wallets per card, keep only new buys, one row per smart wallet.
tokens	array	[rugcheck · tokenHolders] Tokens to analyze — each { chain, address }. Required for these modes.
include* (security, devInfo, tokenStat, ath, bundlerStat, poolFee, rugVote, logoHistory, mcapCandles, bluechipRank)	boolean	[rugcheck] Toggle which audit sections to fetch.
maxHoldersPerToken / holdersOrderBy	integer/string	[tokenHolders] How many holders to page through and the sort field.
includeHolderStat / includeWalletTagsStat / includeTopBuyers / onlyHolders	boolean	[tokenHolders] Holder-category counts, tagged-wallet lists, top buyers, drop exited holders.
wallets	array	[walletPnl] Wallets to track — each { chain, address }. Required for walletPnl.
includePnlPeriods / includeWalletSummary / includeNativeTransfers / includeHoldings	array/boolean	[walletPnl] Per-period PnL windows, summary row, funding source, best-effort holdings.
feeds / userTags / twTypes	array	[signalsFeed] Which feeds (twitter/telegram), KOL tag filter and tweet types.
pollIterations / pollIntervalSec / tgLimit	integer	[signalsFeed] Short-burst polling controls for a mini live feed.
useProxy / proxyConfiguration	boolean/object	[all modes] Route requests through Apify Proxy. The default (automatic datacenter) handles GMGN fine and is cheapest; switch to RESIDENTIAL only if you see blocks under heavy load.
maxConcurrency	integer	[all modes] Parallel GMGN API calls. 5–10 is safe.

💡 Tip: Each input field is tagged with the modes it applies to (e.g. [trending], [newPairs], [walletLeaderboard]). Switch mode and only the relevant fields matter — the rest are ignored.

📤 Output

Every mode streams rows into the dataset — export to JSON, CSV, Excel or XML, or pull from the API. The flagship trending mode returns one row per token with 80+ fields. Here is a trimmed sample record:

{
  "symbol": "Roach",
  "name": "Nietzschean Roach",
  "chain": "sol",
  "address": "Bk8AmNcJjf5tQy3JyVEwsFVXe6BCaYtiYnDRb38ppump",
  "price": "0.0000415483",
  "priceChangePercent1h": "702.05",
  "priceChangePercent24h": "1284.9",
  "volume": "204034",
  "liquidity": "14249.9",
  "marketCap": "41548.2",
  "holderCount": "612",
  "smartMoneyCount": "7",
  "renownedCount": "2",
  "isHoneypot": "false",
  "isRenounced": "true",
  "buyTax": "0",
  "sellTax": "0",
  "launchpad": "pump.fun",
  "twitterUrl": "https://x.com/...",
  "telegramUrl": null,
  "websiteUrl": null,
  "openTimestamp": "2026-06-05T09:31:00Z",
  "gmgnUrl": "https://gmgn.ai/sol/token/Bk8AmNcJjf5tQy3JyVEwsFVXe6BCaYtiYnDRb38ppump",
  "timeframe": "1h",
  "scrapedAt": "2026-06-05T12:54:16.188Z"
}

💡 Use cases

• Memecoin discovery bots — surface hot/new tokens with trending + newPairs before they trend everywhere else.
• Smart-money copy research — find winning wallets with walletLeaderboard, verify their PnL with walletPnl, watch their live buys with buySignals.
• Risk & due diligence — score a watchlist with rugcheck + holder-concentration data from tokenHolders before every entry.
• On-chain datasets & dashboards — build screeners, alpha feeds, ML features and research datasets across six chains.
• KOL alpha capture — archive what crypto influencers are calling in near-real-time with signalsFeed.
• Alerting pipelines — put any mode on an Apify Schedule and push to a Telegram/Discord webhook, Google Sheet or warehouse.

👥 Who uses it

Memecoin traders & degens · smart-money copy-traders · crypto quant & data teams · on-chain analysts & researchers · risk / due-diligence desks · alpha-group and signal-bot builders · Web3 dashboard and terminal developers.

💰 Pricing

This Actor runs on a simple pay-per-result model — you pay for the rows you extract, with no separate Apify platform fees to calculate. Try it on the free tier first, then scale up. See the Pricing tab on this page for the current rate.

❓ Frequently Asked Questions

Do I need a GMGN account, wallet connect or API key? No. The Actor only reads public web endpoints — the same ones GMGN's own site serves to anonymous visitors. There is no GMGN login, wallet connect or API key required; only an Apify account.

Is this a GMGN.ai API alternative? Yes. GMGN.ai has no official public API, so this Actor works as an unofficial GMGN API — it reads the same public endpoints the site serves and returns clean, stable JSON you can call on a schedule.

Can I scrape GMGN without login or an API key? Yes. The scraper only reads public, logged-out endpoints, so no GMGN account, wallet connect or API key is needed to extract trending memecoins, smart-money wallets or rugchecks.

How do I export GMGN data to CSV or JSON? Every mode streams rows into the Apify dataset, so you can export GMGN trending tokens, wallets, holders and rugchecks to JSON, CSV, Excel or XML, or pull them straight from the Apify API.

Which chains and modes are covered? Solana, BSC (BNB Chain), Ethereum, Base, Tron and Monad — wherever the chosen mode supports them — across 8 modes: trending, newPairs, walletLeaderboard, buySignals, rugcheck, tokenHolders, walletPnl and signalsFeed.

How much data can I get per run? Rank / leaderboard / new-pair modes return up to 100 rows per (chain × timeframe/period/ordering) combo, so a multi-chain, multi-timeframe run yields hundreds to thousands of rows. Token and wallet modes (rugcheck, tokenHolders, walletPnl) return as many rows as you supply tokens/wallets.

Will it get my wallet or account banned? There is no account or wallet in the loop — nothing to ban. It only reads public, logged-out market data.

Do I need a proxy? Apify Proxy is strongly recommended and enabled by default. The automatic datacenter group handles GMGN fine and is the cheapest option; switch to RESIDENTIAL only if you start seeing blocks under heavy load.

Is it legal to scrape GMGN.ai? The Actor collects only publicly available, non-authenticated market data. You are responsible for using it in compliance with GMGN's terms of service and your local regulations.

Can I run it on a schedule for live alerts? Yes. Put any mode on an Apify Schedule — e.g. trending + newPairs every 2–5 min for a fresh-token alert bot, buySignals every minute for smart-money entry alerts, or signalsFeed on a tight schedule as a KOL-call archive.

🔗 More crypto & Web3 scrapers by logiover

Building a full on-chain data stack? Pair this all-in-one GMGN scraper with the rest of the crypto suite:

Focus	Actor
🐦 KOL feed	GMGN Crypto KOL Twitter/Telegram Feed
🌱 New launches	GMGN New Token Launch Detector
💸 Buy signals	GMGN Smart-Money Buy Signals
🏆 Top traders	GMGN Smart-Money Wallet Leaderboard
👥 Holders	GMGN Token Holders Intelligence
🛡️ Rugcheck	GMGN Token Rugcheck Analytics
📊 Wallet PnL	GMGN Wallet Portfolio & PnL Tracker
🔎 DEX pairs	DexScreener Search Pairs Scraper · Token Pairs
🚀 DEX boosts	DexScreener Boosted Tokens Scraper
🔒 Pair security	DexScreener Pair Security Scraper · Watchlist
📈 CEX markets	Binance Spot Market · CoinGecko Coins Market
📋 Due diligence	Token Due Diligence Report

👉 Browse all logiover scrapers on Apify Store — 180+ actors across real estate, jobs, crypto, social media & B2B data.

⭐ Support & feedback

Found a bug or need an extra field or mode? Open an issue on the Issues tab — response is usually fast. If this Actor saves you time, a ★★★★★ review on the Store page genuinely helps and is hugely appreciated. 🙏

⚖️ Legal

This Actor extracts only publicly available, non-authenticated on-chain market data and is intended for legitimate research, analytics and trading-research use. You are responsible for complying with GMGN's terms of service and any applicable local laws and regulations.

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📝 Changelog

2026-07-06

• ✨ README overhaul: shields.io badge row, named example scenarios, full input params table, trimmed real-schema output sample with collapsible field reference, use-case & audience sections, expanded keyword-gap FAQ, and a crypto/Web3 cross-promo grid.

2026-07-01

• Maintenance pass: re-verified end-to-end on live data and confirmed successful runs within the 5-minute quality window on the default input.
• Sharpened Store metadata (SEO title & description) and expanded the FAQ with high-intent, long-tail questions for easier discovery in Google and Apify Store search.
• Added ready-to-run example tasks that cover common real-world use cases.

2026-06-15

• Reliability pass: re-verified end-to-end on live data with real-world inputs. Routine maintenance build.

2026-06-07

• Docs: added coverage for GMGN unofficial API use, exporting GMGN data to CSV/JSON, and scraping GMGN without login or an API key.