# GMGN Token Holders Intelligence โ€” Wallet PnL & Tags (`logiover/gmgn-token-holders-intelligence`) Actor Every holder of any token on Solana, BSC, Ethereum, Base, Tron, Monad with 65+ fields per wallet: balance, cost basis, PnL, buy/sell counts, transfer history, holding period, tags (smart, sniper, whale, bundler, fresh, KOL, insider). Plus per-token holder summary and category-tagged lists. - **URL**: https://apify.com/logiover/gmgn-token-holders-intelligence.md - **Developed by:** [Logiover](https://apify.com/logiover) (community) - **Categories:** Automation, Lead generation, Developer tools - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $2.50 / 1,000 results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## GMGN Token Holders Intelligence โ€” Full Holder List, PnL, Tags, Smart/Sniper/Whale Classification ![GMGN Token Holders Intelligence โ€” Wallet PnL & Tags](https://apify-image-uploads-prod.s3.us-east-1.amazonaws.com/GjS6nQ8qauOdq9KGy-actor-cWNEeVQa8cKbli8au-2XhNAv6GaU-images.png) **The deepest on-chain wallet intelligence scraper on Apify.** Pass any token (Solana, BSC, Ethereum, Base, Tron, or Monad) and get every holder with **65+ fields per wallet**: balance, cost basis, realized / unrealized PnL, buy & sell history, transfer history, GMGN tags (smart, sniper, whale, bundler, fresh, KOL, insider, dev, bluechip), Twitter handle, last-active timestamp, holding period. > One token in, thousands of fully-classified holder records out. The forensics backbone for rugpull research, smart-money tracking, wash-trading detection, and project-level holder analytics. --- ### ๐Ÿš€ What this actor does For each `(chain, tokenAddress)` you pass, the actor calls GMGN.ai's holders endpoint, paginates through the entire list (up to `maxHoldersPerToken`), and normalizes each wallet into a stable schema with 65+ fields. Optionally, it ALSO pulls: - **Holder summary stats** โ€” per-token category counts (how many smart_degen, renowned, fresh, insider, dev, bluechip, bundler, sniper, dex_bot wallets hold this token). - **Wallet-tag lists** โ€” GMGN's pre-tagged category lists for the token: `smart_wallets`, `sniper_wallets`, `whale_wallets`, `fresh_wallets`, `bundler_wallets`, `creator_wallets`, `rat_trader_wallets`, `renowned_wallets`, `top_wallets`, `following_wallets`. - **Top buyers** โ€” the influential early buyers list with status (hold / sold / bought_more / transfered). Pass a list of tokens (batch up to 100) and the actor runs all of this in parallel โ€” perfect for analyzing your entire watchlist in one run. --- ### ๐Ÿ’ก Use cases - **Rugpull / forensics research** โ€” for any suspect token, get the full holder distribution, suspicious-wallet flags, dev / creator holdings, sniper exposure. - **Token project teams** โ€” understand who's holding your token, who's selling, who's whale-watching you. Run daily snapshots for governance & marketing. - **Smart-money tracking dashboards** โ€” show "which top wallets hold this token" with their PnL on it. - **Anti-wash-trading** โ€” flag `isSuspicious` wallets and analyze their transfer patterns. - **Insider detection** โ€” `fresh_wallet` + early buy + still-holding = likely insider. - **Pre-pump radar** โ€” scan a watchlist of tokens daily; track when `smart_degen_count` jumps. - **Holder PnL studies** โ€” query average cost basis vs current price to gauge if holders are in profit / loss territory (psychology of sell pressure). - **Influencer attribution** โ€” find which `renowned_wallets` / `kol` wallets quietly bought a token before it pumped. --- ### โš™๏ธ Input configuration | Field | Type | Default | Description | |-------|------|---------|-------------| | `tokens` | `array` | required | Array of `{ chain, address }`. Up to 100 entries. | | `maxHoldersPerToken` | `integer` | `500` | How many holders to page through per token. Max practical: ~5,000. | | `holdersOrderBy` | `string` | `"amount_percentage"` | `amount_percentage`, `balance`, `realized_profit`, `profit`, `buy_amount_cur`, `sell_amount_cur` | | `direction` | `string` | `"desc"` | `desc` or `asc`. | | `includeHolderStat` | `boolean` | `true` | Emit per-token summary row with category counts. | | `includeWalletTagsStat` | `boolean` | `true` | Emit one row per (category, wallet) in tagged-wallet lists. | | `includeTopBuyers` | `boolean` | `false` | Emit top-buyer status rows. | | `onlyHolders` | `boolean` | `false` | Drop rows where `balance == 0` (sold out). | | `tagFilter` | `string[]` | `[]` | Keep only wallets carrying these GMGN tags. | | `useProxy` | `boolean` | `true` | Apify Proxy on/off. | | `proxyConfiguration` | `object` | residential | | | `maxConcurrency` | `integer` | `5` | | #### Holder tags GMGN exposes | Tag | Meaning | |-----|---------| | `smart_degen` | High-PnL active trader. | | `renowned` | Verified public figure / KOL. | | `kol` | Key opinion leader. | | `fresh_wallet` | Newly-funded wallet (insider signal). | | `insider` | Identified insider wallet. | | `dev` | Project / contract creator. | | `bluechip` | Holds bluechip tokens. | | `bundler` | Bundler wallet (mass-buy bot). | | `sniper` | Sniper bot (block-0 buyer). | | `whale` | Top holder by USD value. | | `rat_trader` | Suspected insider pattern. | | `dex_bot` | Generic DEX bot. | | `gmgn` | Active GMGN user. | --- ### ๐Ÿ“ฆ Output rows The dataset emits four kinds of rows, distinguished by `_kind`: #### 1. `holder` (per holder row โ€” the bulk of the data) | Field | Description | |-------|-------------| | `chain`, `tokenAddress`, `walletAddress`, `rank` | Identity. | | `accountAddress`, `addrType`, `exchange`, `avatar`, `name`, `twitterUsername`, `twitterName` | Wallet metadata. | | `tags`, `makerTokenTags`, `walletTagV2` | Classification tags. | | `isNew`, `isOnCurve`, `isSuspicious` | Boolean flags. | | `balance`, `nativeBalance`, `amountCur`, `amountPercentage`, `usdValue`, `accuAmount`, `accuCost`, `sellAmountPercentage` | Position size. | | `cost`, `costCur`, `totalCost`, `avgCost`, `avgSold` | Cost basis. | | `profit`, `profitChange`, `realizedProfit`, `realizedPnl`, `unrealizedProfit`, `unrealizedPnl` | PnL. | | `buyAmountCur`, `buyTxCountCur`, `buyVolumeCur` | Recent buys. | | `sellAmountCur`, `sellTxCountCur`, `sellVolumeCur` | Recent sells. | | `currentBuyAmount`, `currentSellAmount`, `currentTransferInAmount`, `currentTransferOutAmount` | Current-window flows. | | `historyBoughtCost`, `historyBoughtFee`, `historySoldIncome`, `historySoldFee` | Lifetime totals. | | `historyTransferInAmount`, `historyTransferInCost`, `historyTransferOutAmount`, `historyTransferOutFee`, `historyTransferOutIncome` | Lifetime transfers. | | `transferIn`, `transferInCount`, `transferOutCount`, `nativeTransfer`, `tokenTransfer`, `tokenTransferIn`, `tokenTransferOut` | Transfer counts. | | `netflowAmount`, `netflowUsd` | Net flow. | | `createdAt`, `startHoldingAt`, `endHoldingAt`, `lastActiveTimestamp`, `lastBlock` | Timestamps. | | `gmgnWalletUrl` | Convenience link. | | `scrapedAt` | Scrape time. | #### 2. `holder_stat` (summary row per token) | Field | Description | |-------|-------------| | `smartDegenCount` | Number of `smart_degen` holders. | | `renownedCount` | Renowned holders. | | `freshWalletCount` | Fresh wallets. | | `dexBotCount` | DEX bots. | | `insiderCount` | Identified insiders. | | `followingCount` | Holders you (the wallet that ran the call) follow. | | `devCount` | Dev wallets. | | `bluechipOwnerCount` | Bluechip owners. | | `bundlerCount` | Bundlers. | | `sniperCount` | Snipers. | #### 3. `wallet_tag_member` (one row per wallet in each tagged-category list) | Field | Description | |-------|-------------| | `category` | One of `smart_wallets`, `sniper_wallets`, `whale_wallets`, `fresh_wallets`, `bundler_wallets`, `creator_wallets`, `rat_trader_wallets`, `renowned_wallets`, `top_wallets`, `following_wallets`. | | `walletAddress`, `tokenAddress`, `chain` | Identity. | #### 4. `top_buyer` (one row per influential early buyer) | Field | Description | |-------|-------------| | `walletAddress`, `status`, `tags`, `makerTokenTags` | Wallet + status. | | `top70SniperHoldRate`, `boughtRate`, `holdingRate`, `top10HolderRate` | Token-level header stats included with each row. | --- ### ๐Ÿงช Example output (holder row) ```json { "_kind": "holder", "chain": "bsc", "tokenAddress": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444", "rank": 1, "walletAddress": "0x1596a456fc3cfbcb24a7de6049d05de44676dfe2", "tags": ["gmgn"], "makerTokenTags": ["sniper"], "isSuspicious": false, "balance": 1240000.5, "amountPercentage": 0.04938, "usdValue": 23801.21, "avgCost": 0.0000048, "profit": 12450.32, "realizedProfit": 8920.12, "unrealizedProfit": 3530.2, "buyAmountCur": 1240000.5, "buyTxCountCur": 4, "historyBoughtCost": 5950.24, "historySoldIncome": 0, "lastActiveTimestamp": "2026-05-15T11:08:00.000Z", "gmgnWalletUrl": "https://gmgn.ai/bsc/address/0x1596a456fc3cfbcb24a7de6049d05de44676dfe2", "scrapedAt": "2026-05-15T12:00:00.000Z" } ```` *** ### ๐Ÿงฐ Recipes #### 1. Full forensics dump for one token ```json { "tokens": [{ "chain": "sol", "address": "EKpQGSJtjMFqKZ9KQanSqYXRcF8fBopzLHYxdM65zcjm" }], "maxHoldersPerToken": 2000, "includeHolderStat": true, "includeWalletTagsStat": true, "includeTopBuyers": true } ``` Gets 2,000 holders + summary + tagged-wallet lists + top buyers. ~2,500 rows. #### 2. Watchlist daily snapshot (10 tokens, 500 holders each) ```json { "tokens": [ { "chain": "sol", "address": "..." }, { "chain": "bsc", "address": "..." } ], "maxHoldersPerToken": 500, "includeHolderStat": true } ``` Schedule daily โ†’ time-series wallet movement archive. #### 3. Only smart-money + KOL holders ```json { "tokens": [{ "chain": "sol", "address": "..." }], "maxHoldersPerToken": 1000, "tagFilter": ["smart_degen", "renowned", "kol"] } ``` #### 4. Wash-trading flag dataset ```json { "tokens": [...], "maxHoldersPerToken": 1000, "tagFilter": ["rat_trader", "bundler", "dex_bot"] } ``` Surface only the suspicious wallets per token. #### 5. Profitable holders only (winners club) Run with `holdersOrderBy: "realized_profit"` then filter client-side to `realizedProfit > 0`. Gives you the "who's made money on this token" leaderboard. *** ### ๐Ÿ›ก๏ธ Under the hood - **Endpoints** โ€” - `GET /vas/api/v1/token_holders/{chain}/{addr}?limit=100&cost=20&orderby=...&direction=...&cursor=...` (paginated) - `GET /vas/api/v1/token_holder_stat/{chain}/{addr}` - `GET /api/v1/token_wallet_tags_stat/{chain}/{addr}` - `GET /defi/quotation/v1/tokens/top_buyers/{chain}/{addr}` - **Pagination** โ€” GMGN's `next` cursor; the actor follows it until `maxHoldersPerToken` is hit. - **Auth** โ€” none. - **Proxy** โ€” Apify Residential default. - **Retries** โ€” 5 attempts with exponential backoff on 403 / 429 / 5xx; immediate fail on 404 (missing token). *** ### โšก Performance | Configuration | Rows | Time | Cost | |--------------|------|------|------| | 1 token, 500 holders, all extras | ~520 | <30s | <$0.01 | | 10 tokens, 500 holders each | ~5,000 | ~2 min | ~$0.05 | | 100 tokens, 1,000 holders each | ~100,000 | ~20 min | ~$0.50 | *** ### ๐Ÿ“… Recommended schedules - **Daily watchlist snapshot** โ€” once per day for your tracked tokens. - **Live new-token deep dive** โ€” on-demand triggered by a launch detector. - **Hourly rugcheck** โ€” for active project teams monitoring their own token. *** ### โ“ FAQ #### How many holders can I get per token? GMGN's paginated holders endpoint practically scales to ~5,000 holders per token. The `maxHoldersPerToken` input caps it โ€” 500 is the sweet spot for cost vs depth. #### Why are some `tags` empty? GMGN only assigns tags to wallets it's classified. Most retail wallets are untagged. Tagged wallets are the interesting ones for forensics. #### Difference between `tags` and `makerTokenTags`? `tags` is the wallet's GLOBAL classification (e.g. `smart_degen` across the whole chain). `makerTokenTags` is the wallet's role for THIS specific token (e.g. `sniper` if they bought in block 0). #### What's `walletTagV2`? GMGN's newer single-label classification (e.g. `whale`). Often more specific than the `tags` array. #### Why is `realizedProfit` sometimes negative? The wallet has sold at a loss. Common for late buyers and panic sellers. #### What does `isSuspicious: true` mean? GMGN's heuristic for wash trading / suspicious behavior โ€” same wallet on both sides of trades, or bot-like patterns. #### Can I get historical holder snapshots? Not directly โ€” GMGN only exposes current state. To build history, schedule the actor daily and store results timestamped. #### How does this interact with the Wallet Portfolio actor? This actor is token-centric (one token โ†’ many wallets). The **GMGN Wallet Portfolio & PnL Tracker** is wallet-centric (one wallet โ†’ many tokens). Use both together for a complete picture. #### Are wallet addresses linked to Twitter handles? When the wallet owner has registered their Twitter on GMGN (or it's been crowd-tagged), `twitterUsername` / `twitterName` are populated. About 5-20% of high-PnL wallets are linked. #### Can I filter by USD value (whales only)? Sort by `balance` or `amount_percentage` desc to get the biggest wallets first, then take the top N client-side. Or filter the output dataset by `usdValue > X`. #### How fresh is the data? GMGN's holder list updates every few blocks. The actor returns whatever's current at call time. #### What if a token doesn't exist? The actor logs the error and continues โ€” the rest of the tokens are processed normally. #### Why does `top_buyers` only return ~10-20 wallets? GMGN's top-buyers endpoint surfaces only wallets that bought significantly early AND are still tracked. #### How do I detect insider patterns? Look for: `tags: ["fresh_wallet"]` + `currentBuyAmount > 0` + `realizedProfit > 0`. Newly-funded wallet that bought early and is now profitable = strong insider signal. *** ### ๐Ÿ”— Related actors - **GMGN Trending Memecoin Scanner** โ€” pick which tokens to scrape holders for. - **GMGN New Token Launch Detector** โ€” feed fresh token addresses into this actor. - **GMGN Wallet Portfolio & PnL Tracker** โ€” wallet-centric view. - **GMGN Smart Money Wallet Leaderboard** โ€” top traders. - **GMGN Smart Money Buy Signals** โ€” live whale buys. - **GMGN Token Rugcheck & Deep Analytics** โ€” security + dev history per token. - **GMGN Crypto KOL Twitter & Telegram Signal Feed** โ€” KOL chatter for tokens you're researching. *** ### ๐Ÿ†˜ Support Bug? Missing tag? Open an issue on the actor's Apify page. # Actor input Schema ## `tokens` (type: `array`): List of tokens to scrape. Each entry must be `{ chain, address }`. Up to 100 tokens per run. Chain: sol, bsc, eth, base, tron, monad. Address: token contract address. ## `maxHoldersPerToken` (type: `integer`): How many holders to scrape per token. Paginated via GMGN's cursor (100 per page). Set high to pull thousands per token. ## `holdersOrderBy` (type: `string`): Holders are returned in this order. `amount_percentage` (descending) = the biggest holders first (typical analysis). ## `direction` (type: `string`): Sort direction. desc = highest first (default, matches the source UI). asc = lowest first โ€” useful for hunting unfamiliar entries. ## `includeHolderStat` (type: `boolean`): When ON, fetches the per-token holder summary endpoint and emits one extra row per token with category counts (smart, renowned, fresh, insider, dev, bluechip, bundler, sniper, dex\_bot). ## `includeWalletTagsStat` (type: `boolean`): When ON, fetches the per-token tagged wallet lists (smart\_wallets, sniper\_wallets, whale\_wallets, fresh\_wallets, bundler\_wallets, creator\_wallets, rat\_trader\_wallets, renowned\_wallets, top\_wallets, following\_wallets) and emits each list as separate rows. Excellent for quickly enumerating each category. ## `includeTopBuyers` (type: `boolean`): When ON, fetches the GMGN 'top buyers' list (first significant buyers who profited) and emits one row per top-buyer. ## `onlyHolders` (type: `boolean`): When ON, drops rows where the wallet has sold its entire position (`balance == 0`). Useful for live holder distribution analyses. ## `tagFilter` (type: `array`): Keep only holders carrying one of these GMGN tags (e.g. `smart_degen`, `sniper`, `renowned`, `bundler`, `whale`, `kol`, `fresh_wallet`, `insider`, `dev`, `bluechip`). Empty = all. ## `useProxy` (type: `boolean`): Route requests through Apify Proxy. Strongly recommended ON โ€” residential proxy is the most reliable way to bypass Cloudflare rate limits. ## `proxyConfiguration` (type: `object`): Apify Proxy configuration. Residential proxy group is recommended for the highest success rate against Cloudflare. ## `maxConcurrency` (type: `integer`): Maximum number of API calls running in parallel. Higher = faster runs but more chance of hitting rate limits. 3-5 is safe. ## Actor input object example ```json { "tokens": [ { "chain": "sol", "address": "EKpQGSJtjMFqKZ9KQanSqYXRcF8fBopzLHYxdM65zcjm" }, { "chain": "sol", "address": "So11111111111111111111111111111111111111112" }, { "chain": "sol", "address": "DezXAZ8z7PnrnRJjz3wXBoRgixCa6xjnB7YaB1pPB263" }, { "chain": "sol", "address": "JUPyiwrYJFskUPiHa7hkeR8VUtAeFoSYbKedZNsDvCN" }, { "chain": "bsc", "address": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444" }, { "chain": "bsc", "address": "0x55d398326f99059fF775485246999027B3197955" }, { "chain": "eth", "address": "0xdAC17F958D2ee523a2206206994597C13D831ec7" }, { "chain": "base", "address": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913" } ], "maxHoldersPerToken": 5000, "holdersOrderBy": "amount_percentage", "direction": "desc", "includeHolderStat": true, "includeWalletTagsStat": true, "includeTopBuyers": true, "onlyHolders": false, "tagFilter": [], "useProxy": true, "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] }, "maxConcurrency": 5 } ``` # Actor output Schema ## `_kind` (type: `string`): holder, holder\_stat, wallet\_tag\_member, or top\_buyer ## `chain` (type: `string`): Blockchain slug ## `tokenAddress` (type: `string`): Token contract address ## `walletAddress` (type: `string`): Holder wallet address ## `rank` (type: `string`): Position in the holder list ## `balance` (type: `string`): Token balance held ## `amountPercentage` (type: `string`): Share of total supply ## `usdValue` (type: `string`): Position value USD ## `avgCost` (type: `string`): Average cost basis per token ## `profit` (type: `string`): Total profit USD ## `realizedProfit` (type: `string`): Realized profit USD ## `unrealizedProfit` (type: `string`): Unrealized profit USD ## `buyAmountCur` (type: `string`): Recent buy amount ## `sellAmountCur` (type: `string`): Recent sell amount ## `historyBoughtCost` (type: `string`): Lifetime cost of buys ## `historySoldIncome` (type: `string`): Lifetime income from sells ## `tags` (type: `string`): Wallet global tags ## `makerTokenTags` (type: `string`): Wallet role tags for this token ## `isSuspicious` (type: `string`): GMGN suspicious-pattern flag ## `isNew` (type: `string`): New wallet flag ## `twitterUsername` (type: `string`): Linked Twitter handle ## `lastActiveTimestamp` (type: `string`): ISO timestamp of last touch ## `category` (type: `string`): wallet\_tag\_member category (smart\_wallets, sniper\_wallets, etc.) ## `gmgnWalletUrl` (type: `string`): GMGN wallet page ## `scrapedAt` (type: `string`): Scrape timestamp # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "tokens": [ { "chain": "sol", "address": "EKpQGSJtjMFqKZ9KQanSqYXRcF8fBopzLHYxdM65zcjm" }, { "chain": "sol", "address": "So11111111111111111111111111111111111111112" }, { "chain": "sol", "address": "DezXAZ8z7PnrnRJjz3wXBoRgixCa6xjnB7YaB1pPB263" }, { "chain": "sol", "address": "JUPyiwrYJFskUPiHa7hkeR8VUtAeFoSYbKedZNsDvCN" }, { "chain": "bsc", "address": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444" }, { "chain": "bsc", "address": "0x55d398326f99059fF775485246999027B3197955" }, { "chain": "eth", "address": "0xdAC17F958D2ee523a2206206994597C13D831ec7" }, { "chain": "base", "address": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913" } ] }; // Run the Actor and wait for it to finish const run = await client.actor("logiover/gmgn-token-holders-intelligence").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`๐Ÿ’พ Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // ๐Ÿ“š Want to learn more ๐Ÿ“–? Go to โ†’ https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "tokens": [ { "chain": "sol", "address": "EKpQGSJtjMFqKZ9KQanSqYXRcF8fBopzLHYxdM65zcjm", }, { "chain": "sol", "address": "So11111111111111111111111111111111111111112", }, { "chain": "sol", "address": "DezXAZ8z7PnrnRJjz3wXBoRgixCa6xjnB7YaB1pPB263", }, { "chain": "sol", "address": "JUPyiwrYJFskUPiHa7hkeR8VUtAeFoSYbKedZNsDvCN", }, { "chain": "bsc", "address": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444", }, { "chain": "bsc", "address": "0x55d398326f99059fF775485246999027B3197955", }, { "chain": "eth", "address": "0xdAC17F958D2ee523a2206206994597C13D831ec7", }, { "chain": "base", "address": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913", }, ] } # Run the Actor and wait for it to finish run = client.actor("logiover/gmgn-token-holders-intelligence").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("๐Ÿ’พ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # ๐Ÿ“š Want to learn more ๐Ÿ“–? Go to โ†’ https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "tokens": [ { "chain": "sol", "address": "EKpQGSJtjMFqKZ9KQanSqYXRcF8fBopzLHYxdM65zcjm" }, { "chain": "sol", "address": "So11111111111111111111111111111111111111112" }, { "chain": "sol", "address": "DezXAZ8z7PnrnRJjz3wXBoRgixCa6xjnB7YaB1pPB263" }, { "chain": "sol", "address": "JUPyiwrYJFskUPiHa7hkeR8VUtAeFoSYbKedZNsDvCN" }, { "chain": "bsc", "address": "0xe379f34d9405761af8ca8a09fc01d81bb9e74444" }, { "chain": "bsc", "address": "0x55d398326f99059fF775485246999027B3197955" }, { "chain": "eth", "address": "0xdAC17F958D2ee523a2206206994597C13D831ec7" }, { "chain": "base", "address": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913" } ] }' | apify call logiover/gmgn-token-holders-intelligence --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=logiover/gmgn-token-holders-intelligence", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "GMGN Token Holders Intelligence โ€” Wallet PnL & Tags", "description": "Every holder of any token on Solana, BSC, Ethereum, Base, Tron, Monad with 65+ fields per wallet: balance, cost basis, PnL, buy/sell counts, transfer history, holding period, tags (smart, sniper, whale, bundler, fresh, KOL, insider). Plus per-token holder summary and category-tagged lists.", "version": "1.0", "x-build-id": "KFZ3kbtcKk4BeP35V" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/logiover~gmgn-token-holders-intelligence/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-logiover-gmgn-token-holders-intelligence", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/logiover~gmgn-token-holders-intelligence/runs": { "post": { "operationId": "runs-sync-logiover-gmgn-token-holders-intelligence", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/logiover~gmgn-token-holders-intelligence/run-sync": { "post": { "operationId": "run-sync-logiover-gmgn-token-holders-intelligence", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "tokens" ], "properties": { "tokens": { "title": "Tokens", "type": "array", "description": "List of tokens to scrape. Each entry must be `{ chain, address }`. Up to 100 tokens per run. Chain: sol, bsc, eth, base, tron, monad. Address: token contract address." }, "maxHoldersPerToken": { "title": "Max Holders per Token", "minimum": 1, "type": "integer", "description": "How many holders to scrape per token. Paginated via GMGN's cursor (100 per page). Set high to pull thousands per token.", "default": 5000 }, "holdersOrderBy": { "title": "Holders Order By", "enum": [ "amount_percentage", "balance", "realized_profit", "profit", "buy_amount_cur", "sell_amount_cur" ], "type": "string", "description": "Holders are returned in this order. `amount_percentage` (descending) = the biggest holders first (typical analysis).", "default": "amount_percentage" }, "direction": { "title": "Direction", "enum": [ "desc", "asc" ], "type": "string", "description": "Sort direction. desc = highest first (default, matches the source UI). asc = lowest first โ€” useful for hunting unfamiliar entries.", "default": "desc" }, "includeHolderStat": { "title": "Include Holder Stat Summary", "type": "boolean", "description": "When ON, fetches the per-token holder summary endpoint and emits one extra row per token with category counts (smart, renowned, fresh, insider, dev, bluechip, bundler, sniper, dex_bot).", "default": true }, "includeWalletTagsStat": { "title": "Include Wallet-Tags Categories", "type": "boolean", "description": "When ON, fetches the per-token tagged wallet lists (smart_wallets, sniper_wallets, whale_wallets, fresh_wallets, bundler_wallets, creator_wallets, rat_trader_wallets, renowned_wallets, top_wallets, following_wallets) and emits each list as separate rows. Excellent for quickly enumerating each category.", "default": true }, "includeTopBuyers": { "title": "Include Top Buyers", "type": "boolean", "description": "When ON, fetches the GMGN 'top buyers' list (first significant buyers who profited) and emits one row per top-buyer.", "default": true }, "onlyHolders": { "title": "Only Current Holders", "type": "boolean", "description": "When ON, drops rows where the wallet has sold its entire position (`balance == 0`). Useful for live holder distribution analyses.", "default": false }, "tagFilter": { "title": "Tag Filter", "type": "array", "description": "Keep only holders carrying one of these GMGN tags (e.g. `smart_degen`, `sniper`, `renowned`, `bundler`, `whale`, `kol`, `fresh_wallet`, `insider`, `dev`, `bluechip`). Empty = all.", "default": [], "items": { "type": "string" } }, "useProxy": { "title": "Use Apify Proxy", "type": "boolean", "description": "Route requests through Apify Proxy. Strongly recommended ON โ€” residential proxy is the most reliable way to bypass Cloudflare rate limits.", "default": true }, "proxyConfiguration": { "title": "Proxy Configuration", "type": "object", "description": "Apify Proxy configuration. Residential proxy group is recommended for the highest success rate against Cloudflare.", "default": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } }, "maxConcurrency": { "title": "Max Concurrent Requests", "minimum": 1, "maximum": 20, "type": "integer", "description": "Maximum number of API calls running in parallel. Higher = faster runs but more chance of hitting rate limits. 3-5 is safe.", "default": 5 } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```