# GMGN Key Opinion Leaders Monitor Scraper (`muhammetakkurtt/gmgn-kol-monitor-scraper`) Actor

GMGN KOL Monitor: Track top crypto influencers on BSC, Solana & Base networks. Get real-time token data, trades & wallet movements from key opinion leaders. Analyze price trends, liquidity metrics & investor activity with customizable timeframes for smarter crypto investments.

- **URL**: https://apify.com/muhammetakkurtt/gmgn-kol-monitor-scraper.md
- **Developed by:** [Muhammet Akkurt](https://apify.com/muhammetakkurtt) (community)
- **Categories:** Social media, Developer tools, Other
- **Stats:** 89 total users, 2 monthly users, 100.0% runs succeeded, 4 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

from $2.00 / 1,000 kol data extracteds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

![GMGN KOL Monitor Scraper](https://i.postimg.cc/0NFQ8H74/gmgn-banner.png)

## GMGN KOL Monitor Scraper

GMGN KOL Monitor Scraper is a powerful web scraping tool developed for the Apify platform. This tool automatically extracts, analyzes, and allows you to track crypto tokens and transactions followed by Key Opinion Leaders (KOL) from the [GMGN.ai](https://gmgn.ai/) platform. Working across different blockchain networks (BSC, Ethereum, Solana, Base, and Robinhood), it collects comprehensive information about tokens tracked by successful crypto investors.

### Why Should You Use GMGN KOL Monitor Scraper?

GMGN KOL Monitor Scraper saves you hours by automating manual data collection processes and provides access to the most up-to-date KOL statistics. This tool offers you the following advantages:

- **Time Saving**: Saves hours by automating manual data collection processes
- **Comprehensive Data**: Complete statistical dataset including transaction counts, price changes, and investor metrics
- **Multi-Blockchain Support**: Works on BSC, Ethereum, Solana, Base and Robinhood networks
- **Customizable Data Collection**: Ability to collect data according to your needs with different time ranges and transaction limits

### Features

- Extracts comprehensive statistical data about tokens tracked by key opinion leaders on GMGN.ai
- Offers two different data collection modes: "kol" (KOL tokens) and "trades" (KOL transactions)
- Provides the ability to collect data for different time periods (1 minute, 5 minutes, 15 minutes, 1 hour, 6 hours, 24 hours)
- Stores collected data in Apify data repository and allows exporting in various formats (JSON, CSV, Excel)
- Offers faster and more reliable results with proxy support
- Flexibility to work on different blockchain networks
- Enables real-time monitoring of the latest KOL movements, allowing quick response to market movements

### Use Cases

- **Market Trend Analysis**: Analyzing KOL movements in the crypto market
- **Successful Investor Tracking**: Monitoring investment strategies of successful crypto investors
- **Investment Opportunities**: Discovering tokens that key opinion leaders are interested in
- **Market Research**: Researching the performance of crypto assets on different blockchains
- **Data Science Projects**: Creating comprehensive statistical datasets for crypto markets

### Usage

1. Run this actor in the Apify console.
2. Provide the necessary inputs:
   - **chain**: Blockchain network to be scanned (bsc, eth, sol, base, robinhood)
   - **dataType**: Data type (kol, trades)
   - **timeRange**: Time range (1m, 5m, 15m, 1h, 6h, 24h) - Only for "kol" data type
   - **tradesLimit**: Transaction limit (1-200) - Only for "trades" data type
   - **proxyConfiguration**: Proxy configuration

#### Example Input

```json
{
  "chain": "sol",
  "dataType": "kol",
  "timeRange": "24h",
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": []
  }
}
```

### Output

The collected data is saved to the Apify dataset. The output data includes different fields depending on the selected data type.

#### KOL Data Type Output Fields

- `address`: Token address
- `create_timestamp`: Token creation time
- `open_timestamp`: Token opening time
- `total_supply`: Total supply
- `liquidity`: Liquidity
- `initial_liquidity`: Initial liquidity
- `quote_symbol`: Base currency
- `market_cap`: Market cap
- `symbol`: Token symbol
- `name`: Token name
- `dexscr_ad`: Dexscreener ad status
- `dexscr_update_link`: Dexscreener update link status
- `cto_flag`: CTO flag status
- `hot_level`: Popularity level
- `launchpad`: Launch platform (internal identifier)
- `launchpad_status`: Launch status
- `launchpad_platform`: Launch platform display name (e.g., Pump.fun)
- `logo`: Token logo URL
- `token_links`: Token links
  - `address`: Token address
  - `gmgn`: GMGN link
  - `geckoterminal`: GeckoTerminal link
  - `twitter_username`: Twitter username/link
  - `description`: Token description
  - `verify_status`: Verification status
  - `website`: Website link
  - `telegram`: Telegram link
- `price`: Current price
- `swaps_1h`: Number of swaps in 1 hour
- `swaps`: Total number of swaps
- `buys`: Number of buys
- `sells`: Number of sells
- `volume`: Trading volume
- `history_price`: Historical price
- `twitter_change_flag`: Twitter change flag status
- `twitter_rename_count`: Twitter rename count
- `holder_count`: Number of holders
- `security`: Security metrics
  - `address`: Token address
  - `is_show_alert`: Alert display status
  - `top_10_holder_rate`: Top 10 holder rate
  - `renounced_mint`: Token minting control renouncement status
  - `renounced_freeze_account`: Account freezing authority renouncement status
  - `burn_ratio`: Burn ratio
  - `burn_status`: Burn status
  - `dev_token_burn_amount`: Developer token burn amount
  - `dev_token_burn_ratio`: Developer token burn ratio
  - `hide_risk`: Risk hiding status
  - `buy_tax`: Buy tax
  - `sell_tax`: Sell tax
- `first_buy_price_usd`: First buy price (USD)
- `first_buy_timestamp`: First buy timestamp
- `is_og`: OG holder status
- `wallets`: KOL investors' wallet information
  - `ens`: ENS name
  - `twitter_username`: Twitter username
  - `twitter_name`: Twitter display name
  - `tags`: Tags (e.g., kol, launchpad_smart, axiom)
  - `avatar`: Profile picture
  - `name`: Name
  - `balance`: Current token balance
  - `balance_ts`: Balance timestamp
  - `wallet_address`: Wallet address
  - `net_inflow`: Net inflow (in base currency)
  - `net_amount`: Net token amount
  - `amount_total`: Total USD amount
  - `buys`: Number of buys
  - `sells`: Number of sells
  - `side`: Transaction side (buy/sell)
  - `is_open_or_close`: Open/close status
  - `timestamp`: Last activity timestamp

#### Trades Data Type Output Fields

- `transaction_hash`: Transaction hash
- `maker`: Transaction maker address
- `base_amount`: Base token amount
- `quote_amount`: Quote token amount
- `buy_cost_usd`: Buy cost (USD)
- `token_amount`: Token amount
- `amount_usd`: Amount (USD)
- `price`: Price in quote currency
- `price_usd`: Price in USD
- `timestamp`: Transaction timestamp
- `side`: Transaction side (buy/sell)
- `is_open_or_close`: Open/close status
- `base_address`: Base token address
- `balance`: Current balance after trade
- `chain`: Blockchain network
- `base_token`: Base token information
  - `symbol`: Token symbol
  - `logo`: Token logo URL
  - `total_supply`: Total supply
  - `launchpad`: Launch platform
- `maker_info`: Transaction maker information
  - `avatar`: Profile picture
  - `name`: Name
  - `tags`: Tags
  - `twitter_username`: Twitter username
  - `twitter_name`: Twitter display name

### Example Output (KOL Data Type)

```json
{
    "address": "DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
    "create_timestamp": 1773677817,
    "open_timestamp": 0,
    "total_supply": "1000000000",
    "liquidity": "6913.94638020444",
    "initial_liquidity": "0.240111648",
    "quote_symbol": "SOL",
    "market_cap": "3989.9041",
    "symbol": "Altcoin",
    "name": "Just Altcoin",
    "dexscr_ad": 0,
    "dexscr_update_link": 0,
    "cto_flag": 0,
    "hot_level": 0,
    "launchpad": "pump",
    "launchpad_status": 0,
    "launchpad_platform": "Pump.fun",
    "logo": "https://gmgn.ai/external-res/e8d8a8eba7a2bb18e1f79af72cab4b7a_v2.webp",
    "token_links": {
        "address": "DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
        "gmgn": "https://gmgn.ai/sol/token/DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
        "geckoterminal": "https://www.geckoterminal.com/solana/tokens/DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
        "twitter_username": "tkxbt_/status/2033577496395039097",
        "description": "",
        "verify_status": 0
    },
    "price": "0.0000039899041",
    "swaps_1h": 52,
    "swaps": 52,
    "buys": 29,
    "sells": 23,
    "volume": "4222.52809572",
    "history_price": "0.0000027957088",
    "twitter_change_flag": false,
    "twitter_rename_count": 0,
    "holder_count": 12,
    "security": {
        "address": "DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
        "is_show_alert": false,
        "top_10_holder_rate": "0.2038",
        "renounced_mint": true,
        "renounced_freeze_account": true,
        "burn_ratio": "1",
        "burn_status": "burn",
        "dev_token_burn_amount": "0",
        "dev_token_burn_ratio": "0",
        "hide_risk": false,
        "buy_tax": "0",
        "sell_tax": "0"
    },
    "first_buy_price_usd": 0.000003141242115152,
    "first_buy_timestamp": 1773677854,
    "is_og": false,
    "wallets": [
        {
            "ens": "",
            "twitter_username": "Limfork",
            "twitter_name": "Limfork.eth",
            "tags": [
                "kol",
                "launchpad_smart",
                "axiom",
                "bullx"
            ],
            "avatar": "https://gmgn.ai/defi/images/twitter/ac9984d2c5942272507b0fe2c89e95dd.jpg",
            "name": "Limfork.eth",
            "balance": "23588728.61686",
            "balance_ts": 1773678034,
            "wallet_address": "BQVz7fQ1WsQmSTMY3umdPEPPTm1sdcBcX9sP7o6kPRmB",
            "net_inflow": "71.87359",
            "net_amount": "28830668.309494",
            "amount_total": "92.788428",
            "buys": 1,
            "sells": 1,
            "side": "sell",
            "is_open_or_close": 0,
            "timestamp": 1773678034
        }
    ]
}
```

### Example Output (Trades Data Type)

```json
{
    "transaction_hash": "3U24TnXgtqf4RyoxNC4MoKVRovtFX9LoTT1fqetXQbRCAyEhepuycsXBzXJoUgb9HNCcRc3joYeXsoFV8i9HhbYy",
    "maker": "BQVz7fQ1WsQmSTMY3umdPEPPTm1sdcBcX9sP7o6kPRmB",
    "base_amount": 2620969.846317,
    "quote_amount": 0.112035768,
    "buy_cost_usd": 8.233100871783142,
    "token_amount": 2620969.846317,
    "amount_usd": 10.45741858512,
    "price": 4.27459202e-08,
    "price_usd": 0.000003989904191468,
    "timestamp": 1773678034,
    "side": "sell",
    "is_open_or_close": 0,
    "base_address": "DwfCZotyfUF279RvxH8dAvCdFsn8JZDUvUbVqAqcpump",
    "balance": 0,
    "base_token": {
        "symbol": "Altcoin",
        "logo": "https://gmgn.ai/external-res/e8d8a8eba7a2bb18e1f79af72cab4b7a_v2.webp",
        "total_supply": "1000000000",
        "launchpad": "pump"
    },
    "maker_info": {
        "avatar": "https://gmgn.ai/defi/images/twitter/ac9984d2c5942272507b0fe2c89e95dd.jpg",
        "name": "Limfork.eth",
        "tags": [
            "kol",
            "launchpad_smart",
            "axiom",
            "bullx"
        ],
        "twitter_username": "Limfork",
        "twitter_name": "Limfork.eth"
    }
}
```

This example output shows statistical data for a single token. The actual output will be a list of similar objects for all processed tokens.

### Notes

- The collected data is stored in Apify's default data store.

# Actor input Schema

## `chain` (type: `string`):

Blockchain network to scan

## `dataType` (type: `string`):

Type of data to fetch from GMGN

## `timeRange` (type: `string`):

KOL data time range (only for KOL data type)

## `tradesLimit` (type: `integer`):

Maximum number of trades to fetch (1-200, only for Trades data type)

## `proxyConfiguration` (type: `object`):

Using a proxy is recommended for faster and more reliable results

## Actor input object example

```json
{
  "chain": "sol",
  "dataType": "kol",
  "timeRange": "24h",
  "tradesLimit": 100,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": []
  }
}
```

# Actor output Schema

## `kolData` (type: `string`):

List of scraped KOL tokens and transactions including price, market cap, and investor metrics.

# 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 '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {};

// Run the Actor and wait for it to finish
const run = await client.actor("muhammetakkurtt/gmgn-kol-monitor-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 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);
});

// 📚 Want to learn more 📖? Go to → 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 '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {}

# Run the Actor and wait for it to finish
run = client.actor("muhammetakkurtt/gmgn-kol-monitor-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{}' |
apify call muhammetakkurtt/gmgn-kol-monitor-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,muhammetakkurtt/gmgn-kol-monitor-scraper"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/GkBKmUhGQaZgo1WcQ/builds/desemTjUgnWqU3EBY/openapi.json