AI

Observe-Score-Act: How to Build a Simple AI Agent That Watches Memecoins for You

A practical guide to building a three-step alert loop that filters signal from noise without hype or empty promises.

· 6 min read · Blackhat Empire

The Problem With Manual Watching

Memecoin markets move fast—faster than any human can track. By the time you open a chart, check holders, and scan socials, the move is often done. The solution isn't to stare harder at your screen. It's to build a system that does the watching for you.

This article walks through a simple observe-score-act loop—a conceptual framework for building your own AI agent that filters memecoin data into actionable alerts. No coding required to understand the logic; you can implement it with basic scripting or leverage existing tools that follow the same pattern.

Observe: Collect Raw Data

The first step is observation. Your agent needs a steady stream of raw signals. On Solana or EVM chains, that means tracking:

  • New token listings on bonded curves (like pump.fun) or DEX pairs
  • Large holder movements (smart money buys and exits)
  • Social mentions from tracked KOL accounts
  • Volume spikes relative to market cap
  • Dev wallet activity (deployer sells, liquidity additions, renounces)

You can pull this data via chain RPC nodes, DEX APIs, or—if you're a Blackhat Empire user—through the MAIN alert channels. For example, @gmgnxsolsmartmoneybuys and @gmgnxsolvolume in the SOL (26) folder stream exactly the kind of raw signals a simple agent would observe.

The goal here is breadth, not depth. Collect everything that passes a basic filter (e.g., market cap above $10K, liquidity locked). Let the next stage sort the wheat from the chaff.

Score: Rank by Risk and Opportunity

Raw observations are noise. Your agent needs a scoring system to prioritize what matters. Build a simple weighted score based on factors like:

  • Smart money volume (weight: high) – Are known profitable wallets accumulating or dumping?
  • Social velocity (weight: medium) – Is the same narrative appearing across multiple KOL clusters? Check @gmgnxsolkolcluster for grouping.
  • Dev behavior (weight: high) – Did the deployer sell into the launch? That's a red flag. Did they lock liquidity? Green.
  • Holder concentration (weight: medium) – Top 10 wallets holding >30% supply is risky.
  • Time since bonding curve graduation (weight: low) – Fresh grads are volatile but have higher upside potential.

Score each token on a 1-10 scale. Set a threshold—say, 7 or above—to trigger the act phase. This saves you from chasing every 2x pump that's already exhausted.

Act: Execute the Alert Loop

When a token crosses your score threshold, your agent should execute a predefined action. For a memecoin trader, the simplest action is an alert to yourself with a structured summary. The summary should include:

  • Token address (copy-paste ready for GMGN)
  • Current market cap and liquidity
  • Score breakdown (why it passed)
  • Top 3 holders (to check for clustering)
  • Link to the chart on https://gmgn.uk

You can automate this with a Telegram bot, a Discord webhook, or a simple script that posts to a private channel. The key is speed and consistency—your agent acts the same way every time, no FOMO, no hesitation.

Practical Implementation Tips

  • Start with one chain. Solana has the highest memecoin volume and the most alert channels (26 in the Blackhat setup). Master that before adding BSC or ETH.
  • Use a scoring spreadsheet in the beginning. Manual scoring for a week will teach you which signals matter.
  • Don't overcomplicate the act phase. A simple Telegram message with a GMGN link is more useful than a dashboard you never check.
  • Review your scoring weekly. Markets change. A signal that worked last month (e.g., KOL calls from a specific cluster) may fade.

Why This Beats Manual Scanning

Human traders suffer from recency bias, confirmation bias, and fatigue. An observe-score-act loop is systematic. It applies the same rules to every token, every time. You can backtest your scoring, iterate on it, and sleep while the agent watches.

Does this guarantee profits? No. Most memecoins go to zero. But it guarantees you see more opportunities with less effort—and that's the only edge worth building.

Next Steps

If you want to see this loop in action without writing code, join the Blackhat Empire community. The alert channels on https://blackhatempire.io are essentially pre-built observe-score-act agents. Pick a chain folder (SOL, BSC, ETH, BASE, or ROBINHOOD), mute the chat, and watch how the alerts flow. Use those to reverse-engineer your own scoring criteria.

Remember: the goal isn't to trade everything. It's to let the machine filter so you can focus on the 1% that matter.

Community

Stay connected across the chains:

Charts and on-chain research: https://gmgn.uk.