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Kubling

Kubling gives AI agents and automation a bounded representation of live IT and OT state, federated from the systems where that state resides.

Place
#17 of 25
Score
5.7
Kubling's website

What Kubling is

Kubling gives AI agents and automation a bounded representation of live IT and OT state, federated from the systems where that state resides. It makes entities, relationships, source ownership and permitted actions explicit, allowing queries and mutations to span databases, APIs and infrastructure. Providers translate operations into each source’s native protocol while keeping their credentials, logic and release cycles; Kubling handles federation, planning and policy. The OpenAPI provider exposes API operations as relational entities and maps changes back to HTTP operations. Deployments can use local providers, connect to other Kubling instances, or combine the two without a required central instance. Providers are independent services using a public gRPC contract and can be implemented in any language that supports gRPC. The catalog includes Cassandra, Kubernetes, OpenAPI and Redis providers, plus an in-memory reference provider. The provider protocol, Go SDK and official providers are open source, but the engine is not. Kubling presents use cases in data center, IT and platform, and industrial operations. Its quickstart requires Git, Docker Engine and Docker Compose v2. Provider APIs and releases are pre-1.0, and the catalog recommends pinning exact image versions and checking compatibility notes before upgrades.

Good

  • Queries and mutations can span databases, APIs and infrastructure
  • No central instance is required
  • Providers can be written in any gRPC-compatible language
  • Catalog includes Cassandra, Kubernetes, OpenAPI and Redis providers

Watch out

  • The engine is not open source
  • Quickstart requires Git, Docker Engine and Docker Compose v2
  • Provider APIs and releases are pre-1.0
  • Authentication and authorization rely on external systems

Who it suits

Kubling suits teams building agent or automation workflows across IT, platform, data center or industrial systems. It is relevant to teams that want providers to retain control of source credentials and logic.

Verdict

Kubling provides a federation layer for agents and automation to work across live operational systems. Its open-source boundary and pre-1.0 provider maturity are important considerations for deployment planning.

The facts

Each one read from Kubling's own pages, with the date it was checked.

What it does

Authentication
Kubling does not have an internal IAM mechanism and relies on external systems for authentication, authorization, and role reading.checked 3 Oct 2026
Cross-source operations
Queries and mutations can cross databases, APIs and infrastructure, with providers translating operations into each source’s native protocol.checked 2 Oct 2026
Deployment
Instances can use local providers, federate other Kubling instances, or both; the site says no central instance is required.checked 3 Oct 2026
Federated queries
Queries and mutations can cross databases, APIs, and infrastructure, with providers translating operations to each source's native protocol.checked 3 Oct 2026
Integration maturity
The provider catalog says provider APIs and releases are pre-1.0 and recommends pinning exact image versions and reviewing compatibility notes before upgrades.checked 3 Oct 2026
Integrations
The provider catalog lists Cassandra, Kubernetes, OpenAPI, and Redis integrations, plus an in-memory reference provider.checked 3 Oct 2026
Intended users
The site describes use for data center, IT and platform, and industrial operations teams.checked 3 Oct 2026
OpenAPI integration
The OpenAPI provider exposes API operations as relational entities and maps mutations back to the API’s HTTP operations.checked 2 Oct 2026
Open source boundary
The provider protocol, Go SDK, and official providers are open source, while the engine is not.checked 3 Oct 2026
Operational model
The model makes entities, relationships, source ownership, policies, capabilities, and valid actions explicit.checked 3 Oct 2026
Production versioning
The quickstart recommends pinning exact Kubling and provider versions in production deployments.checked 3 Oct 2026
Provider architecture
Providers are independent services behind a public gRPC contract and can use any language that supports gRPC.checked 3 Oct 2026
Provider development
Providers are independent services behind a public gRPC contract, and teams can implement them in any language that supports gRPC.checked 2 Oct 2026
Purpose
Kubling provides AI agents and automation with a bounded model of live IT and OT state, federated directly from source systems.checked 3 Oct 2026
Quickstart
The documented quickstart runs Kubling, Kubling Studio, and an in-memory provider in Docker Compose and requires Git, Docker Engine, and Docker Compose v2.checked 3 Oct 2026
Quickstart requirements
The documented quickstart requires Git, Docker Engine and Docker Compose v2.checked 2 Oct 2026
Quickstart scope
The quickstart runs Kubling, Kubling Studio and the official In-memory provider as a disposable Docker Compose project.checked 2 Oct 2026
Security boundary
Kubling’s agent security documentation says runtime connection credentials authenticate the Kubling-to-runtime channel and do not grant VDB or source access.checked 2 Oct 2026
Transport security
Kubling's HTTP endpoints can be secured with TLS by configuring a certificate at the application level.checked 3 Oct 2026

The company

Source ownership
Providers retain their credentials, source logic and release cycle while Kubling handles federation, planning and policy.checked 2 Oct 2026

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