Swamp Club
Tagline: "Adaptive workflows for AI agents."
Developer: System Initiative
Stats: 1,387,006 automation events from agents in the wild
Installation
curl -fsSL swamp.club/install.sh | sh
Social: GitHub repository, Discord community (swamp-club)
Core Concepts (Building Blocks)
- Models — Zod schema-based typed interfaces validating incoming data
- Workflows — Multi-step directed acyclic graphs supporting parallel execution and nested composition
- Data — Immutable, versioned artifacts preserved from each execution
- Vaults — Encrypted credential storage referenced through expressions
- Extensions — Agent-created integrations that become fully functional system components
- Reports — Structured analysis in Markdown and JSON formats following every execution
Before / After Comparison
| Before | After |
|---|---|
| Temporary scripts that deteriorate | Typed, reusable models |
| Lost capabilities in conversations | Persistent extensions |
| Unorganized secrets | Encrypted vault system |
| Temporary logging | Versioned, searchable data |
How It Works
- INIT — Framework auto-discovers capabilities
- BUILD — Agent generates models from documentation
- COMPOSE & RUN — Models integrate into workflows with YAML review and data versioning
Real Usage Examples
- Infrastructure: "Inventory every Proxmox VM and flag anything without monitoring"
- Media: "Remediate my Jellyfin library — find unidentified media and fix the metadata"
- Security: "Rotate all API keys, update the vault, and notify Discord"
Positioning
Open source, local-first.