GMGN Scraper — Trending Memecoins, Smart Money & Wallets

---

🚀 What this actor does

GMGN.ai is the fastest on-chain terminal in crypto — the place degens and pros watch trending memecoins, hunt fresh launches, copy smart-money wallets, screen for rugs and follow KOL calls in real time. The problem: none of it exports. The UI is built for staring, not for pipelines, alerts or datasets.

This actor turns all of GMGN into clean, structured data you can pull on a schedule. Pick a mode, hit start, get rows. Same residential-proxied, browser-fingerprinted engine under every mode — so instead of wiring up eight different scrapers, you run one.

#	Mode	What you get
1	trending	Hot/trending tokens per chain × timeframe (1m/5m/1h/24h) — price, volume, liquidity, market cap, holders, smart-money count, full security audit, taxes, socials. 80+ fields per token.
2	newPairs	Fresh launches per chain × period (1h/6h/24h) — launchpad, liquidity, holders, socials, honeypot screening. Catch tokens minutes after they go live.
3	walletLeaderboard	Top-trader leaderboards — 50+ fields per wallet: PnL, realized profit, winrate, trade count, tags, Twitter, balances. Find the wallets actually making money.
4	buySignals	What smart money is buying right now — aggregated token cards and/or a live trade-by-trade feed.
5	rugcheck	Deep per-token audit — security, dev/creator history, holder stats, ATH, bundlers, pool fees, rug vote, market-cap candles. Score a watchlist before you ape.
6	tokenHolders	Full holder lists, holder-category stats, tagged-wallet breakdowns (smart / sniper / whale / fresh / bundler) and top buyers per token.
7	walletPnl	Per-wallet PnL, winrate, balances, tags and funding source — verify any wallet via the public walletNew endpoint.
8	signalsFeed	GMGN's curated crypto KOL Twitter/X + Telegram signal feed, with optional short-burst polling for near-real-time alpha.

💡 Default mode is trending. Each input field is tagged with the modes it applies to (e.g. [trending], [walletLeaderboard]) so the form stays readable even with every mode in one actor.

---

⚡ Quick start

Scan trending Solana + BSC tokens from the last hour (no honeypots):

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

Find the top Solana traders by 7-day PnL:

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

Rugcheck a watchlist of tokens:

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

Follow what smart money is buying right now:

{ "mode": "buySignals", "chains": ["sol"], "buySignalsFeed": "both" }

---

📦 What each mode returns

1 · trending — the hot board

One row per token, deduplicated across timeframes. Sample:

{
  "symbol": "Roach",
  "name": "Nietzschean Roach",
  "chain": "sol",
  "address": "Bk8AmNcJjf5tQy3JyVEwsFVXe6BCaYtiYnDRb38ppump",
  "price": 0.0000415483,
  "priceChangePercent1h": 702.05,
  "volume": 204034,
  "liquidity": 14249.9,
  "marketCap": 41548.2,
  "holderCount": 612,
  "smartMoneyCount": 7,
  "swaps": 6502, "buys": 3712, "sells": 2790,
  "isHoneypot": false, "isRenounced": true, "buyTax": 0, "sellTax": 0,
  "twitterUrl": "https://x.com/...", "telegramUrl": null,
  "timeframes": ["1h", "24h"],
  "gmgnUrl": "https://gmgn.ai/sol/token/Bk8Am...",
  "scrapedAt": "2026-06-05T12:54:16.188Z"
}

Post-filter on minVolumeUsd, minLiquidityUsd, minHolderCount, minSmartMoneyCount, maxAgeHours to cut the noise.

2 · newPairs — fresh launches

Same token shape plus launchpad, openTimestamp and the periods it surfaced in. Filter by launchpads, onlyWithSocials, excludeHoneypots, minLiquidityUsd, minMarketCapUsd.

3 · walletLeaderboard — top traders

{
  "walletAddress": "5B52w1ZW9tuwUduueP5J7HXz5AcGfruGoX6YoAudvyxG",
  "chain": "sol", "nickname": "…", "twitterUsername": "…",
  "tags": ["smart_money", "kol"],
  "pnl7d": 3.42, "realizedProfit7d": 184320.5, "winrate7d": 0.71,
  "txs7d": 240, "balance": 812.4,
  "orderByMatches": ["7d/pnl_7d"]
}

Filter on minPnl, minRealizedProfitUsd, minWinrate, minTxs, onlyWithTwitter, tagFilter.

4 · buySignals — smart-money flow

cards = tokens aggregated by how many smart wallets bought; trades = the live trade feed; both = both. Filter by minSmartWallets, minMarketCapUsd, excludeHoneypots, onlyNewBuys, tagFilter.

5 · rugcheck — deep audit

One consolidated row per token (honeypot, blacklist, renounce, taxes, lock summary, dev/creator history, holder stats, ATH, rug vote, full socials), plus optional extra rows for market-cap candles, logo-change history, bundler stats and chain bluechip rank. Toggle each with the include* switches.

6 · tokenHolders — holder intelligence

Paginated holder list (rank, balance, %), plus holder-category stats and tagged-wallet breakdowns (smart / sniper / whale / fresh / bundler / creator) and an optional top-buyers feed.

7 · walletPnl — verify any wallet

Per-wallet summary + per-period PnL rows (1d/7d/30d), tags, balances and funding source. Pair it with walletLeaderboard to vet the wallets you find.

8 · signalsFeed — KOL alpha

Crypto influencer Twitter/X and Telegram messages, deduplicated, with optional short-burst polling (pollIterations × pollIntervalSec) so a single run can act as a mini live feed.

---

🛡️ Why the data is reliable

• Public endpoints only. Everything here is what GMGN's own web app serves to anonymous visitors — nothing to log into, nothing to get banned.
• Browser-fingerprinted client. Every request carries GMGN's full query envelope (device_id, fp_did, client_id, locale headers) and a real Chrome UA, so Cloudflare treats it like the site itself.
• Residential proxy + auto-retry. Calls route through Apify residential IPs with exponential backoff on 403/429/5xx, so transient Cloudflare pre-empts heal themselves.
• Stable, normalized schema. Raw GMGN payloads are flattened into clean camelCase fields, USD numbers, ISO timestamps and gmgnUrl deep-links — identical shape every run, so your downstream parsers never break.

⚠️ A couple of GMGN surfaces (per-token wallet holdings) were moved behind a logged-in user token. Those are attempted best-effort and skipped silently if gated — every other field keeps flowing.

---

🤖 Automate it

Put any mode on an Apify Schedule and you've got a feed:

• trending + newPairs every 2–5 min → a fresh-token alert bot (Telegram/Discord webhook).
• buySignals every minute → smart-money entry alerts.
• walletLeaderboard daily → a rolling leaderboard, then walletPnl to verify.
• signalsFeed on a tight schedule → a KOL-call archive.

Pull results straight from the Apify API / dataset, or push to a webhook, Google Sheet, S3 or your warehouse.

🎯 Use cases

• Memecoin discovery bots — surface hot/new tokens before they trend everywhere else.
• Smart-money copy research — find winning wallets, verify their PnL, watch their live buys.
• Risk & due diligence — rugcheck + holder concentration scoring before every entry.
• On-chain datasets & dashboards — screeners, alpha feeds, ML features, research.
• KOL alpha capture — archive what crypto influencers are calling, in near-real-time.

📤 Output & FAQ

Every mode streams rows into the dataset — export to JSON, CSV, Excel, or pull from the API. A run SUMMARY (mode + counts) lands in the key-value store.

Do I need a GMGN account or API key? No. Only public web endpoints are read.

Which chains? Solana, BSC, Ethereum, Base, Tron and Monad — wherever the chosen mode supports them.

How many results per run? Rank/leaderboard/new-pair modes return up to 100 rows per (chain × timeframe/period/ordering) combo — a multi-chain, multi-timeframe run yields hundreds to thousands. Token/wallet modes return as many as you supply.

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

Is this allowed? It collects publicly available, non-authenticated market data. You're responsible for complying with GMGN's terms and your local regulations.

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.

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 and rugchecks to JSON, CSV or Excel, or pull them straight from the API.

Can I scrape GMGN without login or an API key?

Yes. The scraper only reads public, logged-out endpoints — no GMGN account, wallet connect or API key is required to extract trending memecoins or smart-money wallet data.

---

📝 Changelog

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.