Most people think fuzzers are just “tools that send fast requests.”
That’s true.
But building a fuzzer that is fast, memory-safe, multi-core, stream-based, and developer-friendly is a completely different challenge.
This is the story of how 404fuzz was born — not from copying ffuf — but from real hacking pain, real performance problems, and real engineering trade-offs.
🧠 The Problem That Started Everything
As a bug bounty hunter, I faced the same issue again and again:
- 📂 Huge wordlists (millions of lines)
- 🐌 Tools eating RAM
- 💥 Crashes on large scans
- 🧠 Too many duplicate responses
- ⚠️ Rate-limit (429) killing scans
-
🧱 Tools that were either:
- too dumb
- or too heavy like a scanner
I didn’t want:
- Another Burp
- Another Nuclei
- Another slow Python fuzzer
I wanted:
✅ A dumb but insanely fast fuzzer, with just enough intelligence to save my time.
That’s how 404fuzz started.
🐜 Philosophy of 404fuzz
“Like an ant, 404fuzz never gets tired.”
404fuzz follows only three core rules:
- ⚡ Speed is non-negotiable
- 🧩 Memory safety comes first
- 🎯 Hunter decides what’s interesting — not the tool
This means:
- ❌ No heavy “AI logic”
- ❌ No scanning rules
- ❌ No auto-vulnerability detection
- ✅ Just pure high-performance fuzzing
⚙️ How 404fuzz Actually Works (Internals)
✅ 1. Streaming Wordlist (No Memory Bombs)
Instead of loading the entire wordlist into memory:
export async function* streamWordlist(path, workerId, totalWorkers) {
for await (const line of rl) {
if (index % totalWorkers === workerId) {
yield payload;
}
}
}
This means:
- You can fuzz with million-line wordlists
- RAM stays stable
- Each worker gets its own shard
✅ 2. Concurrency Without Promise.all Memory Leaks
Instead of doing this ❌:
await Promise.all(requests)
404fuzz uses a real queue-based concurrency model:
class FuzzQueue {
constructor(concurrency = 500) {
this.running = 0;
this.queue = [];
}
async add(task) {
if (this.running >= this.concurrency) {
await new Promise(resolve => this.queue.push(resolve));
}
this.running++;
try {
return await task();
} finally {
this.running--;
if (this.queue.length) this.queue.shift()();
}
}
}
This gives:
- ✅ Stable memory
- ✅ Controlled throughput
- ✅ No unhandled promise explosions
✅ 3. Multi-Core Parallelism with Cluster
404fuzz doesn’t fake performance with async only.
It uses:
- Node.js cluster
- One worker per CPU core
- Automatic wordlist sharding
- Real RPS aggregation
This is why 404fuzz scales like ffuf.
✅ 4. Live Dashboard (Like htop, but for Fuzzing)
Real-time:
- RPS
- Progress
- ETA
- Error rates
- Worker stats
No log spam.
No blind fuzzing.
🎯 What 404fuzz Is (And Is Not)
✅ IS:
- A fast fuzzer
- A research tool
- A behavioral explorer
- A payload testing engine
❌ IS NOT:
- A vulnerability scanner
- A Burp replacement
- A rule-based exploitation engine
404fuzz will always stay a fuzzer first.
🧠 The Real Pain: 70% Duplicate Responses
Every hunter knows this pain:
You fuzz 100,000 payloads…
And you get:
- Same 404 page again and again
- Same JSON error template
- Same WAF response
- Same backend validation message
📉 70–90% results are noise
Filtering such results manually is painful and slow.
✅ The Next Smart Step (Not “AI Brain”)
I deliberately decided NOT to make 404fuzz a scanner.
Instead, the near-future focus is only on:
🧠 1. Smart Response Deduplication
- Merge identical backend behaviors
- Group payloads by same response signature
-
Show:
- ✅ unique behaviors
- 📊 how many payloads hit the same logic
This reduces:
- Noise
- Output size
- Mental fatigue
🛑 2. Simple 429 (Rate-Limit) Handling
No AI.
No guessing.
Just:
- Detect 429
- Respect
Retry-After - Delay intelligently
- Continue scan safely
🧑🤝🧑 Why I’m Writing This: Open Source Collaboration
404fuzz is fully open source:
👉 https://github.com/toklas495/404fuzz
This project is for:
- Bug bounty hunters
- Security engineers
- Node.js devs
- Tool builders
- Performance nerds
You can contribute in many ways:
- ✅ Core engine improvements
- ✅ New output modes
- ✅ Deduplication logic
- ✅ Rate-limit handling
- ✅ Dashboard features
- ✅ Docs & testing
- ✅ Bug fixes
- ✅ Performance benchmarks
This is not a “solo ego tool.”
I want this to become a community-powered fuzzer.
🐜 Final Words
404fuzz exists because:
- We needed speed without stupidity
- We needed simplicity without weakness
-
We needed a tool that respects:
- developers
- hunters
- and system performance
If you believe:
- Fuzzing should stay fast
- Tools should stay hackable
- Open source should stay collaborative
Then I invite you to build this with me.
⭐ Star
🐛 Report issues
💡 Propose features
🔧 Send PRs
👉 https://github.com/toklas495/404fuzz
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