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Choose up to three servers. Compare what they do, how to connect and what has actually been checked.

Compare serversHelmdeck
PurposeA self-hosted, containerized platform for AI agents, exposed as Capability Packs — schema-validated, one-shot JSON tools — and native MCP. The defining metric is ≥90% pack success on 7B–30B-class open-weight models, something no frontier-targeting competitor is optimizing for.
Authentication (maintainer declared)Unknown
Public launch commandProject-specific setup
Configuration sourcePublic install instructions
Observed toolsUnknown
Last complete tool checkUnknown
LicenseApache-2.0
Open setup

A complete tool check lists tools; it does not exercise them or certify security.