SWAMP CLUB

< AI AUTOMATION FOR HACKERS />

for hackers, by hackers // when you join, you belong

Tell your agent what to automate.

Review it before it runs.

curl -fsSL swamp.club/install.sh | sh

github.com/systeminit/swampsource talk about swamp on discordcommunity

WHY SWAMP?

Swamp was designed from the ground up for AI agents. Without structure, agents generate scripts you can't trust. Swamp gives them typed models, declarative workflows, and a review loop — so they build systems, not throwaway code.

Agent without Swamp

Agent with Swamp

Your agent writes a bash script and hopes it works

Your agent picks a typed model and fills in the schema

You get a wall of code to review line-by-line

You review a declarative diff of what will change

Credentials get hardcoded or left in env vars

Secrets live in encrypted vaults, referenced by expression

Every automation is a one-off, lost in chat history

Every automation is a workflow in your repo, versioned in git

HOW IT WORKS

INIT

Create a swamp repo. Models, workflows, vaults — all in one place.

$ swamp repo init

ASK

Tell your AI agent what to automate. It finds existing model types or writes new ones — then wires them together.

"Set up an EC2 instance with a security group"

REVIEW & RUN

See exactly what will change before it runs. Approve, edit, or reject — you stay in control.

$ swamp workflow run deploy

BUILDING BLOCKS

Models

Typed, schema-driven resources. AWS, shell commands, or your own custom TypeScript models.

Workflows

Multi-step automation pipelines. Chain models together with CEL expressions and conditionals.

Data

Versioned state for every resource. Track changes, diff versions, and roll back when needed.

Vaults

Encrypted secret storage with pluggable providers. AWS Secrets Manager, Azure Key Vault, or local.

Extensions

Publish and share model types. Search the community registry or build your own integrations.

Git-Native

Everything lives in your repo. Branch, merge, and review automation the same way you review code.

WHAT CAN YOU BUILD?

"Spin up a staging environment with EC2, RDS, and a security group"

Infrastructure

"Rotate all API keys and update the vault automatically"

Security

"Deploy my app, run smoke tests, and roll back if they fail"

CI/CD

"Set up monitoring dashboards for every new service we launch"

Observability

"Onboard a new developer with all the right permissions and tooling"

Platform

LOCAL-FIRST. YOUR MACHINE, YOUR RULES.

Swamp runs on your machine, in your shell, with your environment. Your automation never leaves your laptop unless you tell it to.

Your shell, your credentials

Runs locally, reaches anywhere

You review before it runs

WORKS WITH YOUR AGENT

Claude Code

Skills auto-discovered

Cursor

Rules + MCP support

OpenCode

Skills auto-discovered

Codex

AGENTS.md support

Skills bundled in the binary. Auto-discovered by your agent.

TOP OPERATIVES

// 60 operatives in the network //

1keeb106,395

2bixu10,357

3magistr10,068

4stack729,565

5rjeschmi6,191

6john5,626

7dougschaefer5,519

8adam4,495

9petenerd1,371

10looper1,259

View Full Leaderboard

GET STARTED IN 30 SECONDS

Install

curl -fsSL swamp.club/install.sh | sh

Initialize

swamp repo init

Automate

Start your AI agent and tell it what to build.