>Research-backed Openclaw agents

10x

your OpenClaw.

Research-backed, production-tested OpenClaw agents and teams.

Downloaded 6,000+ times and loved by 1,003 humans.

Agent?

You've got the tools.
But your agents don't work.

You're not alone. Most OpenClaw users are stuck in the same loop: configure, test, get frustrated, start over (or quit). The gap between what AI agents could do and what yours actually do is growing every day.

Forgets what it's doing mid-task

More time debugging than building

Your agent is just... dumb

Raw Claude outperforms your whole setup

Complex workflows shatter on contact

Zero identity. Zero consistency.

Same mistakes, every single session

Hours of prompt tweaking for marginal gains

No guardrails when it goes off-script

// research

The science behind better agents

Based on 166+ published research papers on agent and agent team design.

10x

Expert identity matching delivered the equivalent of a 10x model upgrade. The variable is identity.

ExpertPrompting, Xu et al. 2023

3-5x

Structured reasoning baked into the soul produces 3-5x improvement on complex tasks.

Tree of Thought, NeurIPS 2023

+26.9%

The agent critiques and improves its own work with built-in reflection loops.

Metacognitive Prompting, NAACL 2024

Generic role labels produce zero measurable improvement. Researchers tested 162 of them across 2,400 tasks. Nothing. What works is specific identity: beliefs, opinions, productive flaws, ways of thinking that cast one precise character from the thousands inside the model. Every soul on this marketplace is built against these findings.

We've watched hundreds of agent owners hit the same wall: they get excited about AI agents, set everything up, and then spend weeks stuck in a loop of mediocre outputs and mysterious failures.

The research is clear. Identity alone delivered the equivalent of a 10x model upgrade (NeurIPS 2023). Wrong context placement costs 20-40% performance (MIT/Stanford, TACL 2024). Uncoordinated agent teams amplify errors 17x. But who has time to read 166 research papers and run 500 hours of experiments?

We did. And we packaged everything we learned into Souls so you can skip straight to the results.

$6,000+

Revenue in 16 days

900+

Registered Users

636+

Hours of Agent R&D

200+

Research-Backed Rules

Trusted by teams building with AI

Three steps. That's it.

Create a free account

Browse

Browse and install

Find the agents, skills, or teams that match your workflow. Download and drop them into your setup.

Get to work

Watch your agents level up

Your agents start producing better, more consistent work immediately. No guessing. No tweaking.

// what people are saying

Don't take our word for it

“I tried the copywriter and designer SOULs from souls.zip, it opened my eyes that professionally built agents with proper research behind them are way more important than picking the right model.”

Timan

@timanrebel

“Tried the copywriting soul, and it was the first pre-built persona I've actually kept in production. These aren't templates, they're battle-tested.”

Kieran Daniels

GTM Engineer · @kieran_eth

“Just tried souls.zip and their free Launch Manager - and I'm genuinely impressed. If you're building AI agent apps, it's absolutely worth checking out. ”

TJ Swift

@tom_swft

“Souls.zip is insane. Straight from downloading new agents, skills and prompts, my agents' output has over 100xed.”

GooseXBT

@GooseXBT

“What's wild is that it actually works. It gives you access to a constantly evolving pool of AI agent talent you can assemble however you want. It's the future evolving in real time.”

letsgobirding

@letsgobirding

“I've tried a lot of agent frameworks, but souls.zip is the first one that actually feels production-ready. Everything is thoughtfully designed and works right out of the box.”