GMGN Token Rugcheck & Deep Analytics — Security Audit, Dev History, ATH, Bundler & Candle Data

The deepest token audit + analytics scraper on Apify. Pass any token on Solana, BSC, Ethereum, Base, Tron, or Monad and get a 150+ field deep profile: security audit (honeypot, blacklist, renounced, lock summary, tax breakdown, AI audit description), dev / creator history (Twitter rename count, deleted-post count, fund-from origin), holder & trader stats (bluechip, bundler, sniper, rat-trader, fresh-wallet rates), all-time-high market cap, recommended slippage, pool fee info, market-cap candle history, rug-vote score, logo-change history, every social link, and per-chain bluechip rank.

Use this actor as your token due-diligence backbone — bulk audit a watchlist, monitor your own project, build a rugcheck SaaS, train ML risk models. Up to 100 tokens per run.

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🚀 What this actor does

GMGN.ai aggregates security, on-chain analytics, and social signals from a dozen internal endpoints. This actor calls every relevant endpoint in parallel for each token you submit and consolidates the result into a single, comprehensive rugcheck row per token, plus optional supplementary rows (market-cap candles, logo change history, bluechip rank).

Optional toggles let you control which endpoints to call — keep the run lean for high-frequency monitoring, or turn everything on for one-shot deep dives.

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💡 Use cases

• Rugcheck SaaS — power your own rugcheck.ai-style product with the full GMGN audit stack.
• Anti-scam tools — auto-tag suspicious tokens by combining twitterRenameCount > 2, twitterDelPostCount > 5, top10HolderRate > 0.5.
• Bulk watchlist audit — pass 100 tokens, get 100 audit rows in 2 minutes.
• Token project teams — daily snapshot of your token's security score, social link integrity, holder distribution.
• ML risk models — collect labelled training data over months: which security profiles correlate with rugpulls.
• VC / fund due diligence — automate the first-pass screen before deciding to invest.
• DEX listing decisions — automated audit before adding a new pair to your DEX aggregator.
• Launchpad analytics — track creator behavior across all their token launches.

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⚙️ Input configuration

Field	Type	Default	Description
tokens	array	required	Array of { chain, address }.
includeSecurity	boolean	true	Honeypot / blacklist / renounced / tax / lock / audit description.
includeDevInfo	boolean	true	Creator + Twitter rename / delete history + fund-from + dexscreener flags.
includeTokenStat	boolean	true	Holder distribution + bundler / sniper / fresh rates + dev-team hold.
includeAth	boolean	true	All-time-high market cap + ATH token source.
includeBundlerStat	boolean	false	Detailed bundler statistics.
includePoolFee	boolean	false	DEX / fee / liquidity per pool.
includeRecommendSlippage	boolean	false	Buy & sell recommended slippage + volatility.
includeRugVote	boolean	true	Community rug vote + all token links (every social).
includeLogoHistory	boolean	false	Every logo change with timestamp.
includeMcapCandles	boolean	false	OHLC candle history.
candleResolution	string	"1h"	1m, 5m, 15m, 30m, 1h, 4h, 1d
includeBluechipRank	boolean	false	Chain-wide bluechip-token rank (100 tokens per chain).
useProxy	boolean	true
proxyConfiguration	object	residential
maxConcurrency	integer	5

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📦 Output rows

The dataset emits multiple kinds of rows distinguished by _kind:

rugcheck (one per token, the main analytics row — 100+ fields)

Security

Field	Description
isHoneypot, isRenounced, isOpenSource, isBlacklist, canSell, canNotSell	Boolean flags.
buyTax, sellTax, averageTax, highTax	Tax % strings.
top10HolderRate	Top-10 concentration.
burnRatio, burnStatus, devTokenBurnAmount, devTokenBurnRatio	Burn metrics.
isLocked, lockPercent, leftLockPercent, isLockedByBlackhole, lockTags	Lock summary.
securityFlags	GMGN security flag array.
hideRisk	GMGN's hide-risk flag.
auditDescription, auditDescriptionZh, auditEngine	AI audit summary (en + zh).
privileges	Special privileges block.

Launchpad

Field	Description
launchpad, launchpadPlatform, launchpadStatus	Bonding curve / migrated state.

Dev / creator

Field	Description
creator, creatorTokenStatus, creatorTokenBalance	Creator info.
creatorCreatedCount	How many tokens this creator has launched.
creatorOpenCount	How many tokens this creator still holds (open positions).
fundFrom, fundFromAt	Where the creator wallet was funded from.
offchain	Off-chain (CEX-funded) flag.
twitterChangeFlag	Suspicious-Twitter flag.
twitterRenameCount, twitterDelPostCount, twitterCreateTokenCount, twitterCreatedCount, twitterDelPostTokenCount	Counters.
twitterNameChangeHistory	Full rename history array.
ctoFlag, dexscrAd, dexscrUpdateLink, dexscrBoostFee, dexscrTrendingBar	DexScreener / CTO flags.

Holder & trader stats

Field	Description
holderCount, bluechipOwnerCount, bluechipOwnerPercentage	Quality holder share.
signalCount, degenCallCount	Signal/call event counts.
topBundlerTraderPercentage, topBotDegenPercentage, topRatTraderPercentage, topEntrapmentTraderPercentage, top70SniperHoldRate	Trader-quality percentages.
botDegenCount, botDegenRate	Bot exposure.
freshWalletRate, devTeamHoldRate, creatorHoldRate, privateVaultHoldRate	Distribution rates.

ATH

Field	Description
athMcap	All-time-high market cap.
athToken, athTokenSymbol, athTokenName, athTokenAvatar, athTokenCreation	Source token of the ATH.

Slippage / volatility

Field	Description
recommendBuySlippage, recommendSellSlippage, displaySlippage	Slippage in %.
hasTax, volatility

Rug vote + links

Field	Description
rugRatio, holderRuggedNum, holderTokenNum, ruggedTokens	Community rug history.
rugVoteLike, rugVoteUnlike	Community votes.
twitterUrl, telegramUrl, websiteUrl, geckoterminalUrl, discordUrl, githubUrl, redditUrl, youtubeUrl, mediumUrl, tiktokUrl, instagramUrl, facebookUrl, bitbucketUrl, linkedinUrl, farcasterUrl	All social links.
verifyStatus	Verification status.

Pool / fee

Field	Description
poolFeeList	Array of { address, exchange, liquidity, feeRatio, isDynamicFee, poolType }.

mcap_candle (one row per candle when includeMcapCandles: true)

candleTime, candleTimeUnix, candleOpen, candleClose, candleHigh, candleLow, candleVolume, candleAmount, candleSource, candleResolution.

logo_change (one row per logo change when includeLogoHistory: true)

logoUrl, logoChangedAt, logoChangedAtUnix.

bluechip_chain_rank (per-chain bluechip token rank rows)

bluechipChainRank, bluechipChainRankSymbol, bluechipRate, marketCap, holderCount, liquidity, price, smartBuys24h, smartSells24h, launchpad.

bundler_stat (raw bundler payload when includeBundlerStat: true)

Raw bundler data nested in bundlerData.

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🧪 Example output (rugcheck row)

{
  "_kind": "rugcheck",
  "chain": "bsc",
  "tokenAddress": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444",
  "isHoneypot": false,
  "isRenounced": true,
  "isOpenSource": true,
  "buyTax": "0",
  "sellTax": "0",
  "top10HolderRate": 0.0872,
  "isLocked": true,
  "lockPercent": 0.95,
  "isLockedByBlackhole": true,
  "auditDescription": "This token has passed security checks with no risks detected.",
  "auditEngine": "ai",
  "launchpad": "fourmeme",
  "launchpadStatus": "migrated",
  "creator": "0x...",
  "creatorTokenStatus": "creator_close",
  "creatorCreatedCount": 933,
  "twitterRenameCount": 0,
  "twitterDelPostCount": 0,
  "twitterCreateTokenCount": 4,
  "holderCount": 2,
  "bluechipOwnerCount": 0,
  "topBundlerTraderPercentage": 0.0494,
  "top70SniperHoldRate": 0.0494,
  "athMcap": 400306.67,
  "athTokenSymbol": "被盗小何",
  "recommendBuySlippage": "40.0",
  "rugRatio": 0,
  "rugVoteLike": 0,
  "rugVoteUnlike": 0,
  "twitterUrl": "https://x.com/i/status/2055257307928523102",
  "telegramUrl": null,
  "websiteUrl": "",
  "poolFeeList": [
    { "exchange": "Fourmeme", "liquidity": 747.94, "feeRatio": 0.01, "isDynamicFee": false, "poolType": "fourmeme" }
  ],
  "gmgnUrl": "https://gmgn.ai/bsc/token/0xe379f34d9405761af8ca8a09fc01d81bb9e74444",
  "scrapedAt": "2026-05-15T12:00:00.000Z"
}

---

🧰 Recipes

1. Full audit of a single token

{
  "tokens": [{ "chain": "sol", "address": "..." }],
  "includeSecurity": true,
  "includeDevInfo": true,
  "includeTokenStat": true,
  "includeAth": true,
  "includeRugVote": true,
  "includeLogoHistory": true,
  "includeMcapCandles": true,
  "candleResolution": "1h",
  "includePoolFee": true,
  "includeBundlerStat": true,
  "includeRecommendSlippage": true
}

2. Bulk audit a watchlist

{
  "tokens": [/* 50 tokens */],
  "includeSecurity": true,
  "includeTokenStat": true,
  "includeRugVote": true
}

50 rows, all the security flags + holder/trader stats. ~30-60 seconds.

3. Chart export with security context

{
  "tokens": [{ "chain": "sol", "address": "..." }],
  "includeMcapCandles": true,
  "candleResolution": "5m"
}

Get OHLC + the security row. Pipe into TradingView / Grafana.

4. Daily monitor of your own project

{
  "tokens": [{ "chain": "bsc", "address": "YOUR_TOKEN" }],
  "includeDevInfo": true,
  "includeTokenStat": true,
  "includeLogoHistory": true
}

Schedule daily. Diff against yesterday to spot suspicious dev activity.

5. Chain-wide bluechip discovery

{
  "tokens": [{ "chain": "sol", "address": "any" }],
  "includeSecurity": false,
  "includeBluechipRank": true
}

Just emits the 100 bluechip-ranked tokens for the chain.

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🛡️ Under the hood

• Endpoints —
  • /api/v1/mutil_window_token_security_launchpad/{chain}/{addr} — security
  • /api/v1/token_dev_info/{chain}/{addr} — dev / Twitter history
  • /api/v1/token_stat/{chain}/{addr} — holder / trader stats
  • /api/v1/ath_info/{chain}/{addr} — ATH
  • /api/v1/recommend_slippage/{chain}/{addr} — slippage / volatility
  • /api/v1/mutil_window_token_link_rug_vote/{chain}/{addr} — rug vote + links
  • /api/v1/token_pool_fee_info/{chain}/{addr} — pool / fee
  • /api/v1/token_mcap_candles/{chain}/{addr} — candles
  • /api/v1/token_logo_history/{chain}/{addr} — logo changes
  • /api/v1/token_bundler_stat/{chain}/{addr} — bundler stat
  • /api/v1/bluechip_rank/{chain} — chain bluechip rank
• Parallel fanout — all endpoints called concurrently per token.
• Optional failures — non-required endpoints log and continue; the consolidated row is still emitted.
• Auth — none.
• Proxy — Apify Residential default.
• Retries — 5 attempts with exponential backoff on 403 / 429 / 5xx.

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⚡ Performance

Configuration	Rows	Time	Cost
1 token, all flags off except security	1	<5s	<$0.01
1 token, full audit (10 endpoints)	1-200	<15s	<$0.01
10 tokens, full audit + candles	100-2,000	~1 min	~$0.03
100 tokens, full audit	~100-15K	~5 min	~$0.20

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📅 Recommended schedules

• Live rugcheck-on-demand — triggered per new-pair launch.
• Daily project monitoring — once per day.
• Hourly watchlist — once per hour for active watch.

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❓ FAQ

What's isLockedByBlackhole?

true when the LP is held by the burn address (0x000...000). Equivalent to permanent burn — the strongest lock signal.

What's creatorOpenCount?

How many tokens the creator wallet still actively holds (i.e. open positions). A creator with 50+ open positions has been launching tokens en masse — usually low-quality.

What's twitterNameChangeHistory?

Array of { name, timestamp } rename events for the creator's Twitter. Multiple renames close together = scam signal.

What's auditEngine?

GMGN's audit pipeline. ai = LLM-generated audit description. solidity / solidity_v2 = on-chain bytecode analysis. manual = human-reviewed.

What's recommendBuySlippage?

GMGN's calibrated slippage % to clear the pool's current liquidity for a typical buy. Use this to set your trader bot's slippage.

What's topBundlerTraderPercentage?

Share of token supply held by wallets that arrived via bundler bots (block-0 multi-wallet buys). Above 10% = high bundler exposure.

Why is holderCount only 2 in some examples?

For freshly-launched tokens, holderCount may be tiny. Reflects the actual on-chain holder count at scrape time.

What does signalCount track?

The number of GMGN community signals (alerts, calls) issued about this token. Proxy for community attention.

What's the difference between this actor and the Trending Scanner?

Trending Scanner returns a LIST of trending tokens with summary fields each. This actor takes specific tokens and returns DEEP analytics per token.

How long do candle responses go back?

Roughly 100-300 most recent candles per resolution. For 1h that's ~10-12 days back; for 1m it's ~5 hours.

Can I get historical security snapshots?

Not directly — but schedule the actor daily and store outputs, then diff. The twitterNameChangeHistory and logoHistory arrays ARE historical events themselves.

What if some endpoints 404?

Non-fatal — the actor logs and continues. The consolidated row is emitted with null for missing fields.

How do I score a token quickly?

A quick weighted score:

• isHoneypot == false (×3 weight)
• isRenounced == true (×2)
• top10HolderRate < 0.2 (×2)
• creatorCreatedCount < 10 (×1)
• twitterRenameCount == 0 (×1)
• topBundlerTraderPercentage < 0.05 (×2)
• rugVoteUnlike < rugVoteLike (×1)

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🔗 Related actors

• GMGN Trending Memecoin Scanner — feed token addresses into this actor.
• GMGN New Token Launch Detector — fresh tokens to audit.
• GMGN Token Holders Intelligence — full holder list for any token.
• GMGN Wallet Portfolio & PnL Tracker — wallet-centric view.
• GMGN Smart Money Wallet Leaderboard — top traders ranked by PnL.
• GMGN Smart Money Buy Signals — live whale buys.
• GMGN Crypto KOL Twitter & Telegram Signal Feed — KOL chatter.

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🆘 Support

Bug? Missing endpoint? Open an issue on the actor's Apify page.

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Changelog

• 2026-05-20 — Maintenance pass: reviewed the input schema and default values for a smooth one-click start, and rebuilt the Actor on the latest base image.

Last reviewed: 2026-05-20.