Evaluation guide

How to evaluate an open-source agent control plane

A vendor-neutral scorecard for open-source agent governance projects: architecture, enforcement, identity, policy, tool integration, telemetry, tenancy, operations, and lock-in.

Inspect the enforcement point

A UI that catalogs agents is not enough. Verify where policy is enforced, whether agents can bypass it, how credentials are issued, and what happens if the control service is unavailable.

Design principle

Centralize the decision and evidence. Keep agent execution loosely coupled from any single model, framework, or tool protocol.

Test interoperability

Confirm the system governs your frameworks, model providers, MCP servers, native tools, and existing identity provider without forcing every workload through one proprietary runtime.

Read the operational surface

Review upgrade strategy, migration tooling, audit export, metrics, rate controls, high availability, backup, security response, licensing, and the project’s maintainer health.

Generate a system-specific version

Use the interactive builder to translate these principles into layers and controls for your fleet size, framework, model set, tools, identity, and data requirements.

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