# Pump.fun Token Scraper (`parseforge/pump-fun-scraper`) Actor

Scrapes Pump.fun token listings by search term, sort field, and NSFW flag. Returns each token as a flat row with market cap, timestamps, and optional details.

- **URL**: https://apify.com/parseforge/pump-fun-scraper.md
- **Developed by:** [ParseForge](https://apify.com/parseforge) (community)
- **Categories:** Business, Automation, E-commerce
- **Features:** Limited permissions
- **Stats:** 13 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

from $11.99 / 1,000 result items

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

[![ParseForge](https://raw.githubusercontent.com/ParseForge/apify-assets/main/banner-v4.webp)](https://apify.com/parseforge?fpr=vmoqkp)

### Pump.fun Token Scraper

**Scrape Pump.fun tokens by search term, sort order, and NSFW flag, up to a million per run.** Each token comes with its market cap, timestamps, and optional full details. No login or API key. Export to CSV, JSON, Excel, or XML.

Pump.fun has no official public API for token discovery, and the site's own interface limits how many tokens you can see at once. This Actor reads the public token listings directly, filtered by search term, sort field, and NSFW status, and returns each match in one fixed schema. It is the fastest way to get Pump.fun data into your own pipeline.

| Who uses it | What they scrape Pump.fun for |
|---|---|
| Crypto traders | Spot new Pump.fun tokens before they trend |
| Market researchers | Track which tokens are being created and traded on Pump.fun |
| Bot developers | Feed Pump.fun token data into trading bots or alert systems |
| Data analysts | Build historical datasets of Pump.fun token activity |

### What it does

This Actor collects Pump.fun token listings by search term, sort order, and NSFW flag, and returns each token as a flat row with optional detailed data.

- 🔍 **Search by name or symbol:** filter tokens with a search term, so you only get the ones you care about.
- 📊 **Sort by last trade, created time, or market cap:** choose the order that matters for your analysis.
- 🔞 **NSFW filter:** include or exclude NSFW-tagged tokens with one toggle.
- 📋 **Optional token details:** fetch full data for each token from the individual token endpoint when you need more than the listing fields.
- ⚡ **Concurrency and delay controls:** tune request speed to avoid rate limits.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

### What you can do with Pump.fun data

**📈 Track new token launches.**

A trader runs the Actor sorted by created time to see the newest Pump.fun tokens and decide which ones to investigate.

**🔎 Monitor specific tokens.**

A researcher uses a search term to follow a particular token name or symbol and capture its market cap and timestamps over time.

**🤖 Feed a trading bot.**

A developer schedules the Actor to pull the latest Pump.fun tokens and push them into a bot that trades based on market cap changes.

**📊 Build a market dataset.**

An analyst collects all tokens sorted by market cap to study the Pump.fun ecosystem and identify patterns.

### Why choose this scraper

|  | What you get |
|---|---|
| **No API key needed** | Scrape Pump.fun without registering an app or dealing with OAuth. |
| **Up to 1,000,000 tokens** | Paid users can pull a million tokens per run; free users get 100. |
| **Flat, consistent schema** | Every token comes back as one row, ready for CSV, JSON, Excel, or XML. |
| **Rate-limit friendly** | Set concurrency and request delay to stay under Pump.fun's radar. |

### How it compares

This Actor focuses on Pump.fun token listings with flexible filtering and sorting, while the competitor below scrapes Dexscreener paid signals via GMGN.ai, which is a different data source.

| Feature | ParseForge | GMGN Dexscreener Paid Signals Scraper |
|---|---|---|
| Scrapes Pump.fun directly | Yes | Not listed |
| Search by token name or symbol | Yes | Not listed |
| Sort by last trade, created time, or market cap | Yes | Not listed |
| NSFW filter | Yes | Not listed |
| Optional detailed token data | Yes | Not listed |
| Scrapes Dexscreener paid signals | Not listed | Yes |

### Configure the run

Drive the Actor with a search term, sort field, sort order, and NSFW flag, and filters run as each token is read so only matches reach your dataset. The Input tab lists every parameter.

A first run with the defaults:

```json
{
  "maxItems": 10,
  "includeDetails": false
}
```

A larger pull:

```json
{
  "maxItems": 200,
  "includeDetails": false
}
```

### Pricing

Pay-per-result: **$0.01599 per result** collected. You pay only for the results written to your dataset.

| Results collected | Approximate cost |
|---|---|
| 100 results | $1.60 |
| 1,000 results | $15.99 |
| 10,000 results | $159.90 |

New Apify accounts start with $5 in free credit.

### Free users

Free-plan runs return up to 10 results as a preview. [Upgrade your Apify plan](https://console.apify.com/sign-up?fpr=vmoqkp) to collect up to 1,000,000 results per run.

### Run it

1. [Create a free Apify account with $5 in credit](https://console.apify.com/sign-up?fpr=vmoqkp).
2. Open the [Pump.fun Token Scraper](https://apify.com/parseforge/pump-fun-scraper?fpr=vmoqkp).
3. Set your inputs and any filters, then click **Start**.
4. Export the results as CSV, Excel, JSON, or XML from the **Dataset** tab.

Run it programmatically through the [Apify API](https://docs.apify.com/api/v2) (`run-sync-get-dataset-items`) or the [ApifyClient](https://docs.apify.com/api/client/js) for JavaScript and Python.

### Use with AI agents (MCP)

Give an AI agent live access to Pump.fun through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

```bash
claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/pump-fun-scraper"
```

Then prompt it in plain language to run the scraper and read back the results.

### Troubleshooting

**Why am I getting no results?**

Check your searchTerm. If it is too specific, no tokens may match. Also ensure includeNsfw is set correctly if you are looking for NSFW tokens.

**Why am I getting rate-limited?**

Reduce maxConcurrency to 1 or 2 and increase requestDelayMs to 1000 or more. This slows down requests and helps avoid blocks.

**Why is the run slow?**

If you enabled includeDetails, the Actor makes an extra request per token. Lower maxItems or disable includeDetails for faster runs.

**Why are some tokens missing?**

Pump.fun may remove tokens or change listings. The Actor only returns what is currently available on the site.

**Can I get more than 100 tokens on the free plan?**

No. The free plan is limited to 100 tokens per run. Upgrade to a paid plan to increase the limit.

### FAQ

| Question | Answer |
|---|---|
| Do I need a Pump.fun API key? | No. This Actor scrapes the public Pump.fun token listings directly, so you do not need to register an app or get an API key. |
| How many tokens can I scrape in one run? | Free users can scrape up to 100 tokens. Paid users can set maxItems up to 1,000,000. |
| What data does each token include? | Each token row includes fields like market cap, last trade timestamp, created timestamp, and more. If you enable includeDetails, you get additional data from the individual token endpoint. |
| Can I filter out NSFW tokens? | Yes. Set includeNsfw to false to exclude NSFW-tagged tokens, or true to include them. |
| Can I search for a specific token? | Yes. Use the searchTerm input to filter tokens by name or symbol. |
| How do I sort the results? | Use sortBy to choose last_trade_timestamp, created_timestamp, or market_cap, and order to pick DESC or ASC. |
| What if I get rate-limited? | Lower maxConcurrency and increase requestDelayMs to slow down requests and avoid being blocked. |
| What formats can I export to? | You can export your dataset to CSV, JSON, Excel, or XML. |
| Is this legal? | Scraping public data is generally allowed, but you should review Pump.fun's terms of service and comply with any applicable laws. |
| Can I schedule this Actor to run automatically? | Yes. You can set up a schedule in Apify to run the Actor at regular intervals. |

### Related actors

Browse the full [ParseForge collection](https://apify.com/parseforge?fpr=vmoqkp) for more scrapers.

🆘 **Need help?** Email parseforge@protonmail.com with your run ID, your input, and what you expected.

⚠️ **Disclaimer.** This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Pump.fun. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

# Actor input Schema

## `maxItems` (type: `integer`):

Free users: Limited to 100. Paid users: Optional, max 1,000,000.

## `sortBy` (type: `string`):

Field to sort tokens by.

## `order` (type: `string`):

Sort direction: DESC (newest/highest first) or ASC (oldest/lowest first).

## `includeNsfw` (type: `boolean`):

Include NSFW-tagged tokens in results.

## `searchTerm` (type: `string`):

Search for tokens by name or symbol.

## `includeDetails` (type: `boolean`):

Fetch detailed data for each token from the individual token endpoint.

## `maxConcurrency` (type: `integer`):

Maximum number of parallel requests. Lower this if you get rate-limited.

## `requestDelayMs` (type: `integer`):

Milliseconds to wait between requests. Increase if the site rate-limits you.

## Actor input object example

```json
{
  "maxItems": 10,
  "sortBy": "last_trade_timestamp",
  "order": "DESC",
  "includeNsfw": false,
  "includeDetails": false,
  "maxConcurrency": 5,
  "requestDelayMs": 0
}
```

# Actor output Schema

## `results` (type: `string`):

Dataset with all scraped items

# 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 = {
    "maxItems": 10,
    "includeDetails": false
};

// Run the Actor and wait for it to finish
const run = await client.actor("parseforge/pump-fun-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 = {
    "maxItems": 10,
    "includeDetails": False,
}

# Run the Actor and wait for it to finish
run = client.actor("parseforge/pump-fun-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 '{
  "maxItems": 10,
  "includeDetails": false
}' |
apify call parseforge/pump-fun-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,parseforge/pump-fun-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/Q5MlObZxcNz5XEDMo/builds/PhNCqTca4NerrYUiX/openapi.json