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.

Additional input fields

These optional fields are also available in the input form and API:

Field	Type	Default	Description
includeBinanceDex	boolean	true	[trending] Also fetch the curated Binance DEX rank for BSC.
newPairsFilters	array	[]	[newPairs] GMGN filter flags applied to new pairs. Empty = unfiltered.
includeTokenStat	boolean	true	[rugcheck] Bluechip %, signal/degen counts, bundler/sniper/fresh rates.
includeAth	boolean	true	[rugcheck] All-time-high market cap and source.
includeBundlerStat	boolean	false	[rugcheck] Per-bundler share, bundled-buy count and volume.
includePoolFee	boolean	false	[rugcheck] DEX, liquidity, fee ratio, dynamic-fee configs.
includeRecommendSlippage	boolean	false	[rugcheck] GMGN recommended buy/sell slippage + volatility.
includeLogoHistory	boolean	false	[rugcheck] Every logo change with timestamp (rug signal).
includeMcapCandles	boolean	false	[rugcheck] OHLC market-cap candles; one row per candle.
candleResolution	string	"1h"	[rugcheck] Resolution for market-cap candles (when enabled).
includeBluechipRank	boolean	false	[rugcheck] Also fetch the chain-wide bluechip-token rank as separate rows.
maxHoldingsPerWallet	integer	200	[walletPnl] Cap per-token holdings (best-effort; GMGN may gate this).
walletPnlOrderBy	string	"last_active_timestamp"	[walletPnl] Sort field for holdings.
hideSmall	boolean	false	[walletPnl] Hide dust positions.
sellout	boolean	true	[walletPnl] Include fully-exited positions.
hideAbnormal	boolean	false	[walletPnl] Hide abnormal positions.
minTotalValueUsd	integer	0	[walletPnl] Drop holdings below this USD value. 0 = no filter.
hasToken	boolean	false	[signalsFeed] Twitter: only messages that reference a token.
featuredOnly	boolean	false	[signalsFeed] Twitter: featured messages only.
mineOnly	boolean	false	[signalsFeed] Twitter: followed accounts only.
tgFeatured	boolean	false	[signalsFeed] Telegram: featured messages only.

📤 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"
}

Additional output fields

These fields are also present in the dataset:

Field	Type	Description
_kind	string	Kind
athMcap	number / string	Ath mcap
athToken	string	Ath token
athTokenAvatar	string	Ath token avatar
athTokenCreation	string	Ath token creation
athTokenName	string	Ath token name
athTokenSymbol	string	Ath token symbol
auditDescription	string	Audit description
auditDescriptionZh	string	Audit description zh
auditEngine	string	Audit engine
avatar	string	Avatar
averageTax	string	Average tax
avgCost1d	number	Avg cost1d
avgCost30d	number	Avg cost30d
avgCost7d	number	Avg cost7d
avgHoldingPeriod1d	number	Avg holding period1d
avgHoldingPeriod30d	number	Avg holding period30d
avgHoldingPeriod7d	number	Avg holding period7d
balance	number	Balance
bitbucketUrl	string	Bitbucket url
bluechipOwnerCount	number	Bluechip owner count
bluechipOwnerPercentage	number	Bluechip owner percentage
botDegenCount	number	Bot degen count
botDegenRate	number	Bot degen rate
bundlerRate	number	Bundler rate
burnRatio	number	Burn ratio
burnStatus	string	Burn status
buy1d	number	Buy1d
buy30d	number	Buy30d
buy7d	number	Buy7d
canNotSell	number	Can not sell
canSell	number	Can sell
creationTimestamp	string	Creation timestamp
creationTimestampUnix	number	Creation timestamp unix
creatorClose	boolean	Creator close
creatorCreatedCount	number	Creator created count
creatorHoldRate	number	Creator hold rate
creatorOpenCount	number	Creator open count
creatorTokenBalance	number / string	Creator token balance
creatorTokenStatus	string	Creator token status
ctoFlag	number	Cto flag
dailyProfit7d	array	Daily profit7d
degenCallCount	number	Degen call count
devTeamHoldRate	number	Dev team hold rate
devTokenBurnAmount	number	Dev token burn amount
devTokenBurnRatio	number	Dev token burn ratio
dexscrAd	number	Dexscr ad
dexscrBoostFee	number	Dexscr boost fee
dexscrTrendingBar	number	Dexscr trending bar
dexscrUpdateLink	number	Dexscr update link
dexscreenerUrl	string	Dexscreener url
discordUrl	string	Discord url
displaySlippage	string	Display slippage
entrapmentRatio	number	Entrapment ratio
ethBalance	number	Eth balance
exchange	string	Exchange
facebookUrl	string	Facebook url
farcasterUrl	string	Farcaster url
followCount	number	Follow count
freshWalletRate	number	Fresh wallet rate
fundFrom	string	Fund from
fundFromAt	string	Fund from at
gasFee	number	Gas fee
geckoterminalUrl	string	Geckoterminal url
githubUrl	string	Github url
hasTax	boolean	Has tax
hideRisk	boolean	Hide risk
highTax	string	High tax
historyHighestMarketCap	number	History highest market cap
holderRuggedNum	number	Holder rugged num
holderTokenNum	number	Holder token num
hotLevel	number	Hot level
imageDup	string	Image dup
initialLiquidity	number	Initial liquidity
instagramUrl	string	Instagram url
isBlacklist	boolean	Is blacklist
isLocked	boolean	Is locked
isLockedByBlackhole	boolean	Is locked by blackhole
isOg	boolean	Is og
isOpenSource	boolean	Is open source
isShowAlert	boolean	Is show alert
isTokenLive	boolean	Is token live
isWashTrading	boolean	Is wash trading
lastActive	string	Last active
lastActiveUnix	number	Last active unix
launchQuoteAddress	string	Launch quote address
launchpadPlatform	string	Launchpad platform
launchpadStatus	string	Launchpad status
leftLockPercent	number	Left lock percent
linkedinUrl	string	Linkedin url
lockPercent	number	Lock percent
lockTags	string	Lock tags
mediumUrl	string	Medium url
migratedPoolExchange	string	Migrated pool exchange
monadBalance	number	Monad balance
netInflow1d	number	Net inflow1d
netInflow30d	number	Net inflow30d
netInflow7d	number	Net inflow7d
offchain	boolean	Offchain
openTimestampUnix	number	Open timestamp unix
orderByMatches	array	Order by matches
pnl1d	number	Pnl1d
pnl2x5x7d	number	Pnl2x5x7d
pnl30d	number	Pnl30d
pnl7d	number	Pnl7d
pnlGt5x7d	number	Pnl gt5x7d
pnlLt2x7d	number	Pnl lt2x7d
pnlLtMinusDot5Num7d	number	Pnl lt minus dot5 num7d
pnlMinusDot50x7d	number	Pnl minus dot50x7d
poolFeeList	array	Pool fee list
poolType	number	Pool type
poolTypeStr	string	Pool type str
priceChangePercent1m	number	Price change percent1m
priceChangePercent5m	number	Price change percent5m
privateVaultHoldRate	number	Private vault hold rate
privileges	string	Privileges
ratTraderAmountRate	number	Rat trader amount rate
realizedProfit1d	number	Realized profit1d
realizedProfit30d	number	Realized profit30d
realizedProfit7d	number	Realized profit7d
recommendBuySlippage	string	Recommend buy slippage
recommendSellSlippage	string	Recommend sell slippage
redditUrl	string	Reddit url
remarkCount	number	Remark count
renouncedFreezeAccount	boolean	Renounced freeze account
renouncedMint	boolean	Renounced mint
rugRatio	number	Rug ratio
rugVoteLike	number	Rug vote like
rugVoteUnlike	number	Rug vote unlike
ruggedTokens	string	Rugged tokens
securityFlags	array	Security flags
sell1d	number	Sell1d
sell30d	number	Sell30d
sell7d	number	Sell7d
signalCount	number	Signal count
sniperCount	number	Sniper count
solBalance	number	Sol balance
squareMentions	number	Square mentions
telegramDup	number	Telegram dup
tiktokUrl	string	Tiktok url
tokenAddress	string	Token address
top10HolderRate	number	Top10 holder rate
top70SniperHoldRate	number	Top70 sniper hold rate
topBotDegenPercentage	number	Top bot degen percentage
topBundlerTraderPercentage	number	Top bundler trader percentage
topEntrapmentTraderPercentage	number	Top entrapment trader percentage
topRatTraderPercentage	number	Top rat trader percentage
totalSupply	number	Total supply
transName	string	Trans name
transNameZhCn	string	Trans name zh cn
transSymbol	string	Trans symbol
transSymbolZhCn	string	Trans symbol zh cn
trxBalance	number	Trx balance
twitchChannelName	string	Twitch channel name
twitterChangeFlag	number / boolean	Twitter change flag
twitterCreateTokenCount	number	Twitter create token count
twitterCreatedCount	number	Twitter created count
twitterDelPostCount	number	Twitter del post count
twitterDelPostTokenCount	number	Twitter del post token count
twitterDescription	string	Twitter description
twitterDup	number	Twitter dup
twitterName	string	Twitter name
twitterNameChangeHistory	array	Twitter name change history
twitterRenameCount	number	Twitter rename count
twitterUsername	string	Twitter username
txs	number	Txs
txs1d	number	Txs1d
txs30d	number	Txs30d
txs7d	number	Txs7d
verifyStatus	number	Verify status
visitingCount	number	Visiting count
volume1d	number	Volume1d
volume30d	number	Volume30d
volume7d	number	Volume7d
walletAddress	string	Wallet address
website	string	Website
websiteDup	number	Website dup
winrate1d	number	Winrate1d
winrate30d	number	Winrate30d
winrate7d	number	Winrate7d
youtubeUrl	string	Youtube url

💡 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
🚀 DEX boosts	DexScreener Boosted Tokens Scraper
📈 CEX markets	Binance Spot Market · CoinGecko Coins Market

👉 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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This Actor is an independent tool. It is not affiliated with, endorsed by, or sponsored by GMGN; GMGN and all other trademarks mentioned here are the property of their respective owners.

GMGN scraping — frequently asked questions

Do I need a GMGN API key, account or login?

No. This Actor reads publicly available pages and feeds, so there is nothing to register for and no credentials to manage.

How do I export GMGN data to CSV, Excel, JSON or Google Sheets?

Open the Storage tab after a run and pick the format you want — CSV, Excel, JSON, XML or an HTML table. For Google Sheets, Airtable or a database, use the dataset URL or the Apify API so the sheet refreshes itself on every run.

Can I schedule this GMGN scraper to run daily or hourly?

Yes. Use the Schedules tab and pick a cadence. Daily is enough for most tracking work; pick hourly only if the rows you care about really do change that fast.

How many rows can I get, and what does it cost?

See the volume section above for a measured figure. Billing is per result, so you pay for the rows you actually receive and a run that finds nothing costs nothing.

Is scraping GMGN legal?

This Actor collects only information that GMGN publishes publicly. It does not log in, does not defeat access controls and does not touch private data. You remain responsible for how you use the output, including under GDPR and similar rules where personal data is involved.

What happens if GMGN blocks the run or changes its layout?

A refused exit IP is swapped for a fresh one within a quarter of a second and retried, and rate limiting is waited out rather than fought. If nothing gets through, the run fails with the reason instead of reporting success with zero rows — so an empty result always means "no matches", never "the source would not answer".

Can I use this with an AI agent, LangChain or an MCP client?

Yes. The Actor is callable over the Apify API and through Apify's MCP server, so an agent can run it and read the dataset back as a tool call.

📝 Changelog

2026-11-01

• Monthly health check (2026-11-01): a live run on the current build completed successfully and returned data. Input options, output fields and pricing are unchanged.
• README refreshed: 1 link to renamed Actors updated, 10 links to retired Actors removed; independence disclaimer added; documented 21 additional input fields; documented 181 additional output fields.

2026-10-15

• Every request now has a hard time limit, so a proxy connection that stalls can no longer hold up the run or push it past its timeout.
• A run that reaches its maximum cost per run now stops cleanly with its results saved and a status message, instead of ending as aborted.
• A proxy group your account cannot use no longer stops the run at start-up; it falls back to the default Apify Proxy.
• Memory is managed within the run's own limit, which removes a rare out-of-memory crash on large pages.

2026-09-23

• Fleet-wide quality audit. Verified end to end against live data and re-checked the input schema, the output columns and the run configuration.
• Run reliability reviewed: 100.0% of public runs succeeded in the last 30 days.
• Input schema, output schema and pricing configuration reviewed.

2026-09-01

• Fleet-wide health check. Verified against this Actor's real run history: 30-day success rate, output row counts, per-field fill rates, and peak memory against the configured memory limit.
• Reviewed for the failure patterns that have cost this fleet runs — unguarded proxy setup, retry loops that can outlast the run's own time budget, and full-page HTML parsing that can exhaust a small container.
• No change to input, output fields or scraping logic.

2026-08-11

• Maintenance release: refreshed the build and dependencies.
• Re-verified live execution, non-empty structured output and dataset field/type integrity.
• Reviewed reliability (retries, pagination) and output quality as part of a full-fleet QA pass.

2026-08-01

• Completed the August 2026 full health check: verified empty/programmatic default, Console UI default, and two source-informed alternative inputs on Apify.
• Confirmed successful live execution, non-empty structured output, dataset-field/type integrity, and logical sample quality within the 5-minute quality window.
• Declared 94 dataset fields from typed live cloud samples so the output contract is no longer an empty placeholder.
• Declared 220 nullable dataset fields from typed live cloud samples so the output contract is no longer an empty placeholder or brittle to sparse modes.

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.

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*Maintained: last verified 2026-11-01 — checked end-to-end against live run history (reliability, output fields and types, and time/memory budgets).