Your agent builds the tools. Then runs them.
411,853 automation events from agents in the wild
Models
Typed interfaces to anything. Zod schemas in, validated data out.
Workflows
Multi-step DAGs with parallel jobs and nested composition.
Data
Immutable, versioned artifacts from every execution.
Vaults
Encrypted secret storage. Referenced by expression.
Extensions
Your agent writes one — it's a full citizen immediately.
Reports
Structured analysis after every run. Markdown + JSON.
INIT
Skills auto-discovered. Your agent knows the framework.
$ swamp repo initBUILD
Your agent creates models from docs and your instructions.
Inventory every Proxmox VM and flag anything without monitoringCOMPOSE & RUN
Wire models into workflows. Review the YAML. Every run stores versioned data.
$ swamp workflow run inventory"Inventory every Proxmox VM and flag anything without monitoring"
Infra"Remediate my Jellyfin library — find unidentified media and fix the metadata"
Media"Rotate all API keys, update the vault, and notify Discord"
SecuritySYS::ONLINE // open source // local-first