Build an Observe-Score-Act Alert Loop — Your First On-Chain Agent

Stop watching charts. Learn to build a simple observe-score-act agent that alerts you when memecoin signals line up.

2026-06-18 · 5 min read · Blackhat Empire

The Problem: You Can't Watch Every Wallet

Memecoin trading rewards speed. But staring at screens all day turns you into a reaction machine, not a thinker. You miss the killer entries because you blinked. Or worse, you chase green candles built by someone else's bot.

The solution is not a sniper bot that apes every token. That's a fast way to zero. The solution is a simple observe-score-act loop — an on-chain agent that watches, filters, and alerts you only when the noise becomes a signal.

This is not a trading bot. This is a decision-support agent. You still pull the trigger. The agent just makes sure you see the right moment.

The Observe Phase: What Are You Watching?

An agent needs raw data. For memecoins, the most useful signals are:

New pool creation (especially on Raydium or Pump.fun)
Top-holder concentration — does one wallet hold 40%+ of supply?
Liquidity changes — is someone adding or draining?
Dev activity — is the deployer selling into the pool?
Bundle buys — coordinated first-block buys from linked wallets

All of this is public on-chain data. You don't need a private API. Tools like GMGN surface these metrics in real time. On GMGN, you can watch a token page and see holder count, top-10 concentration, and dev sells update every block. That's your observe layer.

The Score Phase: Turn Data Into a Decision

Raw data creates noise. The score phase applies rules. You assign a point value to each signal:

New pool on a verified creator: +1 point
Top-10 holder concentration under 20%: +2 points
Dev has not sold any tokens: +3 points
No bundle buys detected in first 10 blocks: +2 points
Liquidity locked for 30+ days: +1 point (rare in memecoins — reward it)
Socials posted before launch: +1 point

Set a threshold. For example, only alert when a token scores 7 or higher out of 10. This filters out 95% of the garbage. Most memecoins will score 0–3. That's fine. You want the rare setups, not a firehose of noise.

The Act Phase: Alert, Don't Execute

Your agent does not trade. It sends an alert. The alert format matters:

Token address (clickable on GMGN)
Score breakdown (why it passed)
Caution flags (if any — e.g., "dev sold 2% of supply")

You get a Telegram message or a push notification. You then open the token on GMGN to verify the chart and decide if you enter. This keeps you in control. The agent is your scout, not your soldier.

How to Build This (Conceptual, Not Code)

You have three options:

1. No-code alert tools

Platforms like GMGN have built-in alerts for new tokens and wallet activity. You can set a rule: "alert me when a new token on Raydium has >50 unique holders in first 5 minutes." That's a basic observe-score-act loop.

2. Simple Python script

If you can run a Python script, use the Helius or QuickNode webhook to watch for new transactions. Score each new token with a dictionary of rules. Send the alert via Telegram bot. This takes an afternoon to write and costs pennies in RPC calls.

3. Formal agent frameworks

Tools like LangChain or AutoGPT let you build a persistent agent that re-scores every 30 seconds. This is overkill for most traders. Start with option 1 or 2.

The Danger: Over-Optimization

Once you build an agent, you'll want to tune it. You'll lower the threshold to get more alerts. You'll add more data sources. You'll start automating entries.

Stop.

Every automation removes friction. Removing friction means you act faster — but also means you act on more bad setups. Memecoins are extremely high risk and most go to zero. A good agent catches the 1-in-100 trade that works. A bad agent catches 50 traps per day and eventually you ape into one.

Keep the loop simple. Observe. Score. Alert. You act. That's it.

Bottom Line

You don't need a complicated AI. You need a clear set of rules and a way to apply them faster than your emotions. An observe-score-act loop is the most honest tool in crypto: it shows you what you already know, but forces you to admit the data before the hope.

Build your scout. Then trust it only as much as you trust your own logic.