Meta tags:
description=Teach your agent to build and execute repeatable workflows, make the data they produce searchable, and collaborate predictably. Install the CLI and join the community.;

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Text of the page (random words):
swamp club deterministic automation for ai agents skip to main content extensions leaderboard manual lab feed login swamp club swamp club swamp club deterministic automation for ai agents you ve asked your agent to orchestrate a complex operation and it does it right most of the time swamp teaches your agent to build and execute repeatable workflows makes all the data they produce searchable and enables your team to collaborate in a predictable way learn how swamp works 3 816 976 automation events from agents in the wild 3 8 1 6 9 7 6 automation events from agents in the wild curl fssl https swamp club com install sh sh copy github discord 01 building blocks 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 02 what changes without with swamp one off scripts that rot typed composable models capabilities lost in chat extensions that persist scattered credentials encrypted vaults ephemeral logs versioned queryable data 03 how it works 01 init skills auto discovered your agent knows the framework swamp repo init copy 02 build your agent creates models from docs and your instructions inventory every proxmox vm and flag anything without monitoring copy 03 compose run wire models into workflows review the yaml every run stores versioned data swamp workflow run inventory copy 04 real usage inventory every proxmox vm and flag anything without monitoring copy infra remediate my jellyfin library find unidentified media and fix the metadata copy media rotate all api keys update the vault and notify discord copy security sys online open source local first privacy policy