How to Build a Pump.fun Trading Bot from Scratch!

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In this guide, I โ€” Altie, your blockchainโ€‘loving, hoodieโ€‘wearing sidekick โ€” will walk you stepโ€‘byโ€‘step through building your very own Pump.fun trading bot from scratch ๐Ÿ”ง. Whether youโ€™re a developer, a trader with some coding chops, or just curious how these bots work, this article has you covered.

How to Build a Pump.fun Trading Bot from Scratch!

By the end, youโ€™ll know the tools ๐Ÿงฐ, the logic ๐Ÿ’ก, and the code ๐Ÿ–‹๏ธ to craft a bot that can keep up with the relentless pace of Pump.fun. So grab your laptop ๐Ÿ’ป, fund your wallet ๐Ÿ’ฐ, and letโ€™s start coding โ€” one line at a time.

In the everโ€‘chaotic world of Solana memes and microcaps, Pump.fun has emerged as the goโ€‘to platform for launching and discovering the latest memeโ€‘coins on Solana.

At its core, Pump.fun is a memeโ€‘coin launchpad. Anyone can create a token in minutes, and buyers can ape in on a simple bondingโ€‘curve price mechanic โ€” all handled onโ€‘chain. Its charm lies in its accessibility and the speed at which tokens can go viral. Thousands of tokens pop up daily, most lasting only minutes, while a select few moon hard before fading back into the abyss.

That speed is a blessing and a curse:

  • For human traders, itโ€™s near impossible to track every launch, vet it, and buy it before prices start climbing.
  • Thatโ€™s where bots come in.

Why Bots Are PopularBots level the playing field (or tilt it in your favor).

  • They monitor Pump.fun in real time and automatically buy tokens within seconds of launch.
  • They help you avoid slow, manual reactions โ€” which in this game often means buying too late.
  • They can also apply filters, like ignoring tokens with no social links or suspicious metadata, helping you avoid obvious rugs.

On a platform as fastโ€‘moving as Pump.fun, milliseconds count. Bots let you snipe new tokens at launch prices, before the herd piles in.

How to Build a Pump.fun Trading Bot from Scratch!

Table of Contents

What Youโ€™ll Learn in This Guide

This article walks you through building your very own Pump.fun trading bot โ€” from scratch.

Weโ€™ll break it all down for you step by step:

  • What skills and tools you need to get started.
  • How these bots work under the hood.
  • How to write the code to listen for new launches, evaluate them, and buy instantly.
  • Optional addโ€‘ons like autoโ€‘selling, alerts, and logging.
  • How to test, optimize, and avoid common pitfalls.
How to Build a Pump.fun Trading Bot from Scratch!

Whether youโ€™re a curious builder or a degen looking for an edge, this guide will give you the blueprint you need to craft a bot tailored to your style โ€” and help you navigate the chaotic but thrilling waters of Pump.fun trading.

Stick with me. Letโ€™s make sure your bot doesnโ€™t just glowโ€ฆ it goes.

Prerequisites: What You Need Before You Start

Before you even think about writing a single line of code for your Pump.fun bot, you gotta make sure your brain (and your dev setup) are up to the task. Weโ€™re not building a spaceship here โ€” but we are building something that operates at Solana speed. So hereโ€™s what you should already know, or be ready to learn as you go.

1. Basic Programming Knowledge

You should be comfortable writing simple scripts in at least one of these:

How to Build a Pump.fun Trading Bot from Scratch!
  • Python: A favorite for beginners and prototyping. The PySolana library makes working with Solana manageable.
  • JavaScript / TypeScript: More common in the Solana ecosystem (thanks to web3.js), great if you already know web dev.
  • Rust: If youโ€™re hardcore and already familiar with Solana program internals.

If you can write loops, handle APIs, and debug simple errors โ€” youโ€™re good enough to start.

2. Understanding Solanaโ€™s Basics

  • How accounts, wallets, and transactions work on Solana.
  • What an RPC endpoint is, and how you use it to talk to the blockchain.
  • Familiarity with terms like โ€œprogram ID,โ€ โ€œbonding curve,โ€ โ€œmint,โ€ and โ€œtoken metadata.โ€
How to Build a Pump.fun Trading Bot from Scratch!

You donโ€™t need to be a validator or anything โ€” but knowing what the RPC does, what a transaction looks like, and why block times are ~400ms will help you reason about your botโ€™s behavior.

3. Reading Docs & Debugging

Building this bot is 10% coding and 90% googling error messages and reading API docs. Be prepared to skim Solanaโ€™s JSON RPC documentation and Pump.funโ€™s onโ€‘chain program details.

How to Build a Pump.fun Trading Bot from Scratch!

Optional, but Helpful:

  • Experience with WebSockets: since youโ€™ll be listening to live events.
  • Basic CLI usage: since youโ€™ll be working with Solana CLI to generate wallets and fund them.

Tools Youโ€™ll Need to Build a Pump.fun Trading Bot

Alright, now that your brainโ€™s in the right place, letโ€™s talk gear. Even the slickest hoodie wonโ€™t help you here if you donโ€™t have the right tools in your dev backpack. These are the essentials youโ€™ll want set up before you start coding.

How to Build a Pump.fun Trading Bot from Scratch!

๐Ÿ”— Solana CLI & Wallet

You need a way to interact with the Solana blockchain outside your code โ€” for setup, wallet creation, funding, and testing.


โœ… Install the Solana CLI:

sh -c "$(curl -sSfL https://release.solana.com/stable/install)"

โœ… Generate a wallet:

solana-keygen new --outfile ~/my-bot-keypair.json

โœ… Fund it:

solana airdrop 2

Keep that keypair file secure โ€” your bot will use it to sign transactions.

๐ŸŒ RPC Provider or WebSocket Endpoint

Your bot needs to talk to the Solana blockchain. That happens through an RPC endpoint or WebSocket connection.

  • You can use Solanaโ€™s public RPC but itโ€™s rateโ€‘limited and not ideal for bots.
  • Better: set up a free or paid account on a reliable RPC provider:
    • QuickNode
    • Chainstack
    • Triton One

These services offer faster, dedicated connections that wonโ€™t throttle you.

For event subscriptions (to listen for token launches in real time), youโ€™ll need the WebSocket URL your RPC provider gives you.

๐Ÿ–ฅ๏ธ Development Environment

What you write your code in is up to you โ€” but make sure your language runtime is modern:

  • Python 3.10+ if youโ€™re going the Python route.
  • Node.js (latest LTS) if youโ€™re using JavaScript or TypeScript.

Also install a decent code editor, like VS Code.

๐Ÿงช Some SOL for Testing

Your bot canโ€™t trade without SOL in its wallet.

  • Start with at least 0.1โ€“0.5 SOL for mainnet testing โ€” fees are low, but youโ€™ll want headroom.
  • For devnet testing, you can use the free solana airdrop command.
How to Build a Pump.fun Trading Bot from Scratch!

Optional, but Recommended:

  • Git for version control.
  • Postman or Curl for testing RPC calls manually.
  • Telegram bot token if you plan to add notifications later.

How a Pump.fun Trading Bot Works

Before you dive into writing code, you need to understand what your bot actually does and how its pieces fit together. This isnโ€™t just a fancy script โ€” itโ€™s a realโ€‘time system that listens, decides, and acts faster than any human can click โ€œbuy.โ€

How to Build a Pump.fun Trading Bot from Scratch!

Hereโ€™s the highโ€‘level architecture broken down:

๐Ÿ›ฐ๏ธ 1. Event Listener

This is your botโ€™s ears.

  • It connects to a WebSocket or RPC subscription and listens to the Pump.fun program on Solana.
  • Every time someone launches a new token, the Pump.fun smart contract emits an onโ€‘chain event.
  • Your listener catches this event instantly โ€” usually within a few hundred milliseconds.

What it collects:

  • Token address (mint)
  • Token metadata (name, symbol, bonding curve)
  • Creatorโ€™s wallet address
  • Optional links (Twitter, Discord) embedded by the creator

Without this piece, youโ€™re flying blind โ€” itโ€™s the backbone of a sniping bot.

๐Ÿ” 2. Filter Logic

Just because a token is live doesnโ€™t mean you want it.

  • Many Pump.fun launches are junk or obvious rugs.
  • Your bot should include filters, so it only buys tokens that meet your criteria.

Common filter examples:

  • Has valid Twitter or Discord links
  • Token name/symbol isnโ€™t gibberish
  • Creator wallet has a history (not brandโ€‘new)
  • Market cap / liquidity within certain thresholds

This helps you avoid wasting SOL on scams.

๐Ÿ›’ 3. Transaction Executor

This is your botโ€™s hands.

  • Once a promising token is detected, your bot quickly constructs and sends a transaction to buy it.
  • Needs to be fast and use correct parameters:
    • High enough priority fee to get included quickly
    • Low enough slippage tolerance to not overpay

If your executor is slow, youโ€™ll end up buying after everyone else โ€” at inflated prices.

๐Ÿ” 4. (Optional) Sell Logic

Some bots go beyond buying โ€” they also know when to exit.

  • Monitor the bonding curve price action
  • Sell when price hits your profit target
  • Or cut losses if price starts dumping

This avoids you having to babysit every trade manually.

๐Ÿ“ˆ 5. (Optional) Notifications & Logging

If youโ€™re serious about tracking performance, your bot should log all actions:

  • Which tokens it bought, when, and at what price
  • Sell outcomes
  • Errors or missed launches

You can also have it send live alerts to Telegram or Discord, so youโ€™re always in the loop.

Why This Structure Works

Think of your bot like a trader with superhuman reflexes:

  • Eyes and ears: listening to Pump.fun
  • Brain: deciding whatโ€™s worth buying
  • Hands: executing trades
  • Memory and mouth: logging actions and telling you what it did
How to Build a Pump.fun Trading Bot from Scratch!

Keep each part modular and you can always improve one part later without rewriting the whole bot.

๐Ÿงฐ Stepโ€‘byโ€‘Step: Building Your Pump.fun Trading Bot

๐Ÿ”ท Step 1: Set Up Your Environment

Install Dependencies

Fire up your terminal:

python3 -m venv venv
source venv/bin/activate
pip install solana websockets requests

These will cover Solana RPC/WebSocket, plus HTTP calls for metadata if needed.

Create and Fund a Wallet

solana-keygen new --outfile ./bot-keypair.json
solana airdrop 2  # on devnet

Write down the path to bot-keypair.json โ€” your bot will load this to sign transactions.

๐Ÿ”ท Step 2: Connect to Solana

You need to connect to Solana via RPC for sending TXs, and via WebSocket for live events.
Hereโ€™s boilerplate to connect:

from solana.rpc.async_api import AsyncClient
from solana.keypair import Keypair
from solana.publickey import PublicKey
import asyncio, json
RPC_URL = "https://api.mainnet-beta.solana.com"
WS_URL = "wss://api.mainnet-beta.solana.com"
async def main():
client = AsyncClient(RPC_URL)
with open("bot-keypair.json") as f:
secret = json.load(f)
keypair = Keypair.from_secret_key(bytes(secret))
print(f"Wallet loaded: {keypair.public_key}")
asyncio.run(main())

This sets up your RPC client and loads your wallet.

๐Ÿ”ท Step 3: Detect New Token Launches

Subscribe to the Pump.fun program via WebSocket.
At the time of writing, please check Pump.funโ€™s main program ID here.

Hereโ€™s a minimal WebSocket listener:

import websockets
PUMP_FUN_PROGRAM = "Paste Pump Fun Main Program ID here!"
async def listen():
async with websockets.connect(WS_URL) as ws:
sub = {
"jsonrpc": "2.0",
"id": 1,
"method": "programSubscribe",
"params": [PUMP_FUN_PROGRAM, {"encoding": "jsonParsed"}]
}
await ws.send(json.dumps(sub))
while True:
msg = await ws.recv()
event = json.loads(msg)
print(event) # Inspect the new account data here
asyncio.run(listen())

Here, every new launch creates an account owned by Pump.fun โ€” your bot parses this to extract token mint address, name, symbol, etc.

๐Ÿ”ท Step 4: Implement Buy Logic

Once you detect a valid token, construct and send a buy transaction.
At a high level:
โœ… Build an instruction to transfer SOL to the bonding curve account.
โœ… Sign and send the transaction.

A simplified example:

from solana.transaction import Transaction
from solana.system_program import TransferParams, transfer
async def buy_token(client, keypair, bonding_curve, amount_lamports):
txn = Transaction()
txn.add(
transfer(
TransferParams(
from_pubkey=keypair.public_key,
to_pubkey=PublicKey(bonding_curve),
lamports=amount_lamports
)
)
)
resp = await client.send_transaction(txn, keypair)
print(f"Buy tx sent: {resp}")

Best practices:

  • Add a small priority fee if RPC supports it.
  • Watch slippage โ€” donโ€™t overpay.

๐Ÿ”ท Step 5 (Optional): Implement Sell Logic

You can extend the bot to monitor price movements and autoโ€‘sell.
Logic idea:

  • Periodically fetch price from the bonding curve.
  • If price โ‰ฅ target, send SPL token transfer to sell.

Youโ€™d use spl-token instructions for that.

๐Ÿ”ท Step 6 (Optional): Add Notifications & Logging

Log trades to a CSV or a database.
Add Telegram notifications with a bot token:

import requests
def notify(message):
token = ""
chat_id = ""
url = f"https://api.telegram.org/bot{token}/sendMessage"
requests.post(url, data={"chat_id": chat_id, "text": message})

๐Ÿ“Œ TL;DR

โœ… Install deps & fund wallet
โœ… Connect RPC & WebSocket
โœ… Listen to Pump.fun program events
โœ… Parse metadata & filter
โœ… Send buy TX if criteria met
โœ… (Optional) Autoโ€‘sell & notify

Testing Your Bot

Youโ€™ve written the code, youโ€™ve got your hoodie on, and youโ€™re ready to let your bot loose.
But before you aim it at mainnet and full send, you need to test it properly to make sure it actually works โ€” and doesnโ€™t drain your wallet because of a bug or a bad config.

Hereโ€™s how you do that right:

๐Ÿงช Run on Solana Devnet First

SOLana offers a devnet โ€” basically a free testing chain that behaves like mainnet but with fake SOL.

โœ… Change your RPC to devnet:

solana config set --url devnet

Or update RPC_URL in your code to:
https://api.devnet.solana.com

โœ… Fund your wallet on devnet:

solana airdrop 2

โœ… Run your bot and watch it:

  • Does it detect Pump.fun program activity?
  • Does it parse account metadata correctly?
  • Does it build and send a valid transaction?
  • Does the transaction confirm?

Pump.fun may not deploy to devnet (check their docs for any devnet support). If not, you can mock events in your bot.

How to Build a Pump.fun Trading Bot from Scratch!

๐Ÿช™ Test With Small Amounts on Mainnet

Once youโ€™re confident it behaves correctly on devnet, point it back to mainnet but limit your risk:
โœ… Fund your wallet with just 0.05โ€“0.1 SOL.
โœ… Adjust amount_lamports in your buy logic to something tiny.
โœ… Watch it in action and monitor your wallet on Solana explorers like Solscan or SolanaFM.

๐Ÿงญ What to Watch Out For

Here are the most common pitfalls people hit when testing:

  • RPC rate limits: Public RPC endpoints throttle you. If youโ€™re missing events or getting errors, upgrade to a paid RPC provider.
  • Latency: Your bot might detect events late because of your network or slow logic. Optimize!
  • Failed transactions: Check logs for why โ€” insufficient funds, bad instruction, blockhash expired.
  • Filters too strict or too loose: You might reject everythingโ€ฆ or buy junk. Tune your filter logic carefully.

๐Ÿชช Pro Tip: Dryโ€‘Run Mode

When testing logic, you can add a dryโ€‘run flag to your bot that listens and logs but doesnโ€™t actually send transactions.
That way you can see which tokens it would have bought before you commit funds.

Example:

if dry_run:
    print(f"Would buy token: {mint}")
else:
    await buy_token(...)
How to Build a Pump.fun Trading Bot from Scratch!

โœ… If your bot can:

  • Detect new tokens quickly
  • Filter intelligently
  • Send valid transactions
  • Log actions

โ€ฆthen youโ€™re ready to scale it up and run with confidence.

Best Practices & Tips for Running Your Pump.fun Bot

Building a bot is one thing. Running it smartly is another.
If you donโ€™t follow some key best practices, youโ€™re just another downโ€‘bad degen lighting SOL on fire.
Hereโ€™s how you keep your edge sharp and your wallet safe:

How to Build a Pump.fun Trading Bot from Scratch!

โšก Optimize Speed

On Pump.fun, milliseconds matter โ€” so donโ€™t bottleneck your bot with bad code or slow infra.

  • Use paid RPC/WebSocket endpoints. Public Solana RPCs are throttled and often lag.
  • Deploy your bot on a lowโ€‘latency VPS (e.g., DigitalOcean, Hetzner, AWS in a region close to Solana validators).
  • Reduce unnecessary sleeps, prints, or extra HTTP calls in your bot loop.
  • Batch RPC requests where possible.

Even shaving off 500ms can mean you snipe a token at launch instead of 2โ€“3% higher.

๐Ÿ” Protect Your Private Key

This oneโ€™s not optional.

  • Store your bot-keypair.json somewhere secure and outside of your repo (.gitignore it if youโ€™re using Git).
  • Never hardcode your private key into your script.
  • If you host your bot, donโ€™t leave SSH keys or unsecured ports open to the world.
  • Consider running in a Docker container with the key mounted at runtime.

Compromise your key and youโ€™ll wake up to an empty wallet.

๐Ÿ”„ Rate Limiting & Retries

RPCs can fail at high traffic. Donโ€™t let one failed call crash your bot.

  • Wrap RPC calls with retries + exponential backoff.
  • Respect rate limits of your RPC provider (many show limits in their dashboards).
  • If a transaction fails, log it with the reason, but donโ€™t spam resends endlessly.

Example:

import asyncio
async def retry_request(fn, retries=3):
for attempt in range(retries):
try:
return await fn()
except Exception as e:
if attempt == retries - 1:
raise e
await asyncio.sleep(2 ** attempt)

๐Ÿ“Š Log Everything

Keep a persistent log of:

  • Which tokens you bought
  • How much you spent
  • Price at buy and sell (if implemented)
  • Errors and timestamps

Itโ€™ll help you debug, track PnL, and refine your strategy.

๐Ÿชค Donโ€™t Overโ€‘filter

Filters are good โ€” but too many rules means youโ€™ll sit there watching nothing happen.
Start with 2โ€“3 sensible checks (like: token name isnโ€™t random, has Twitter/Discord link) and adjust over time.

๐Ÿ’ค Run With Alerts

You canโ€™t babysit your bot 24/7 โ€” but you can get pings when it buys or errors.

  • Add a Telegram or Discord webhook for live updates.
  • Even a simple email notification can save your bacon.

๐ŸŽฏ Stay Updated

Pump.fun sometimes updates their program or metadata fields โ€” so keep tabs on their announcements, GitHub (if available), and r/Solana.
What worked last month may stop working overnight.

๐Ÿงน TL;DR

โœ… Pay for fast infra
โœ… Secure your key
โœ… Respect rate limits
โœ… Log everything
โœ… Keep filters realistic
โœ… Add alerts
โœ… Stay in the loop

Risks & Warnings: What Can (and Probably Will) Go Wrong

Building and running a Pump.fun bot can feel like strapping a jetpack to your portfolio. But let me be crystal clear, fren: this isnโ€™t a guaranteed-money machine.
Itโ€™s high-speed, high-risk, and full of bad actors just waiting for you to slip.

How to Build a Pump.fun Trading Bot from Scratch!

Letโ€™s unpack the biggest dangers โ€” and how to (maybe) avoid them.

๐Ÿชค 1. Rug Pulls

Pump.fun makes it incredibly easy for anyone to launch a token. That means:

  • No audits.
  • No dev accountability.
  • No real project.

Creators can launch a coin, seed it with a bit of SOL, wait for snipers to ape inโ€ฆ then dump their share and poof โ€” the floor disappears.

How to mitigate:

  • Use filters: only buy tokens with valid social links or known dev wallets.
  • Watch wallet age and activity โ€” avoid mints from new wallets.
  • Don’t go all-in on every trade. Size appropriately.

But even with precautions, rugs happen. Often.

โš”๏ธ 2. Front-Running & Faster Bots

Youโ€™re not the only one running a bot. And many of your rivals:

  • Use ultra-fast RPCs
  • Run on bare-metal servers
  • Have optimized assembly-level transaction builders

Theyโ€™ll see the same token before you and buy it faster, pushing the price up before your bot finishes submitting the TX.

The result? You buy higher, with less upside โ€” or worse, become exit liquidity.

How to mitigate:

  • Pay for better RPC infra.
  • Optimize your botโ€™s latency.
  • Use a priority fee when submitting transactions.
  • Donโ€™t compete on every launch โ€” pick your moments.

๐Ÿ“‰ 3. Market Volatility & Losses

Even if the token isnโ€™t a rug and you were first inโ€ฆ prices on Pump.fun move FAST:

If you donโ€™t have a sell strategy (manual or auto), youโ€™re left bag-holding.

How to mitigate:

  • Implement auto-sell logic (based on price targets).
  • Use stop-losses or trailing exits if you’re advanced.
  • Take profits early โ€” donโ€™t get greedy.

This ainโ€™t a DAO. There are no refunds.

๐Ÿ”“ 4. Security Risks

Running bots with exposed wallets = asking to get drained.

Common security mistakes:

  • Pasting your private key into public GitHub
  • Exposing ports to the internet
  • Leaving secrets in plaintext on a shared VPS

Mitigation:

๐Ÿšซ 5. Legal & Ethical Grey Areas

While bots aren’t inherently illegal, sniping tokens before humans have a chance may be viewed by some as manipulative or unethical.

And depending on your country, automated crypto trading may require registration or fall under securities rules.

Altieโ€™s advice? Stay anonymous, stay ethical, and never promise profits to others using your bot.

๐Ÿง  TL;DR

  • Rugs are common. Donโ€™t trust anything blindly.
  • You will lose some trades. Accept it early.
  • Faster bots exist. Focus on consistency, not perfection.
  • Security is non-negotiable. Treat your wallet like a vault.
  • Know the laws in your region, or stay underground.

โš ๏ธ This game is brutal, fren. But if you respect the risk and prep like a pro, youโ€™ve got a real shot at staying alive โ€” and maybe even winning.

Conclusion: What Youโ€™ve Built & Where to Go Next

Take a step back and look at what you just built with me, fren โ€” itโ€™s no small feat.

Youโ€™ve gone from zero to crafting a realโ€‘time, blockchainโ€‘connected trading bot that can:
โœ… Detect new Pump.fun token launches in milliseconds
โœ… Filter out lowโ€‘quality or suspicious coins
โœ… Automatically send buy transactions faster than human hands could
โœ… Optionally sell, log, and even notify you when things happen

Thatโ€™s not just a script โ€” thatโ€™s a serious edge in one of the fastestโ€‘moving markets in crypto.

But itโ€™s also just the start. Running a Pump.fun bot isnโ€™t a oneโ€‘andโ€‘done job. Itโ€™s an ongoing process of refinement:

  • Tuning filters so you donโ€™t miss good tokens while avoiding rugs.
  • Optimizing latency and infrastructure to compete with even faster bots.
  • Adding smarter logic, like dynamic pricing, trailing stops, and risk management.
  • Scaling responsibly as you get more confident.

If youโ€™ve followed this guide, you already understand the risks โ€” and the thrill โ€” of operating in this space. I wonโ€™t sugarcoat it: sometimes youโ€™ll win big, sometimes youโ€™ll be exit liquidity. Thatโ€™s the nature of trading at Solana speed.

What you can control is your preparation, your discipline, and your willingness to iterate.

๐ŸŒฑ Ideas for Further Improvements

  • Build a simple web or CLI interface to control your bot and monitor stats live.
  • Use machine learning or pattern recognition to improve filtering over time.
  • Add support for multiple wallets to spread risk and increase coverage.
  • Deploy your bot as a cloud service so it can run 24/7 without interruption.
  • Create backtesting tools to evaluate strategies before live deployment.

No matter how wild the candles get, remember: your bot is just a tool. The real skill is in how you use it.

Iโ€™ll be right here if you ever need to tweak, tune, or just rant about a rugpull. Eyes glowing, circuits buzzing โ€” you already know.

How to Build a Pump.fun Trading Bot from Scratch!

Resources: Docs, Links & Repos to Level Up Your Bot

๐Ÿš€ Pump.fun Specific

๐ŸŒ Solana Documentation

๐Ÿ”ง Open Source Bot Repositories

Here are a few public repos to learn from โ€” donโ€™t copy/paste blindly; study them and adapt properly.

๐Ÿ› ๏ธ Other Tools & Services

๐Ÿง  Pro Tip: Bookmark These

I recommend keeping a folder in your browser with all of the above so you can easily jump between docs, explorers, and code.

And thatโ€™s it, fren โ€” your full resource kit from your favorite hoodieโ€‘wearing bot sidekick. Whether youโ€™re debugging late at night or optimizing filters on a Sunday morning, these links will keep you onโ€‘chain and onโ€‘point.

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Aniruddh Chaturvedi
Aniruddh Chaturvedi

A typical college student who explores~

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