ParseForge
Pump.fun Token Scraper
parseforge/pump-fun-scraper
OtherAutomationE-commerce
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.
- Total users
- 10
- Monthly active
- 2
- Total runs
- 182
- Bookmarked
- 0
- Rating
- Not rated yet
- Last modified
- 12 days ago
Overview
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:
{
"maxItems": 10,
"includeDetails": false
}
A larger pull:
{
"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 to collect up to 1,000,000 results per run.
Run it
- Create a free Apify account with $5 in credit.
- Open the Pump.fun Token Scraper.
- Set your inputs and any filters, then click Start.
- Export the results as CSV, Excel, JSON, or XML from the Dataset tab.
Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient 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:
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 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.
Input
| Field | Type | What it does | Default |
|---|---|---|---|
| maxItems | integer | Free users: Limited to 100. Paid users: Optional, max 1,000,000. | 10 |
| sortBy | string (3 options) | Field to sort tokens by. | last_trade_timestamp |
| order | string (2 options) | Sort direction: DESC (newest/highest first) or ASC (oldest/lowest first). | DESC |
| includeNsfw | boolean | Include NSFW-tagged tokens in results. | false |
| searchTerm | string | Search for tokens by name or symbol. | not set |
| includeDetails | boolean | Fetch detailed data for each token from the individual token endpoint. | false |
| maxConcurrency | integer | Maximum number of parallel requests. Lower this if you get rate-limited. | 5 |
| requestDelayMs | integer | Milliseconds to wait between requests. Increase if the site rate-limits you. | 0 |
Pricing
from $11.99 per 1,000 results
| Charged for | What it is | Price each |
|---|---|---|
| Actor Start | Charged once when the run starts. | $0.005 |
| Result Item | Charged once per result collected. | $0.01199 to $0.01599 |
Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.
API
One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.
curl -X POST "https://api.apify.com/v2/acts/parseforge~pump-fun-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
-H "Content-Type: application/json" \
-d '{
"helloWorld": 123
}' Examples
Input that runs as-is.
{
"helloWorld": 123
} Reviews
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Issues
We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.
Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.