Open source · MIT licensed

Govern AI agents
before they reach production.

AgentOps Mesh is an open-source control plane that decides whether an AI agent should be allowed to exist, use data, call tools, and move toward production — with deterministic policies, not AI judging AI.

How it works

Every agent passes through 5 phases.

1

Intake

Capture business intent, owner, domain, and autonomy expectation.

2

Govern

Classify suitability, risk, data readiness, and approvals.

3

Enforce

Apply policy-as-code to tools, data, models, and identity.

4

Observe

Record traces, audit events, blocked actions, and evidence.

5

Launch

Benchmark, release evidence, and launch readiness checks.

Capabilities

Everything you need to govern agents.

Policy-as-Code

Deterministic rules for tool scope, cost ceilings, data access, and approvals. Same input, same decision — every time.

9-Gate Workflow

Intake → Suitability → Data → Evaluation → Policy → Approval → Runtime → Deployment → Launch. No gate skipped.

Audit Trails

Tamper-evident logs of every agent decision: perception, reasoning, action, policy checks, and approval provenance.

Cost Monitoring

Per-session cost ceilings, per-agent budgets, alert thresholds, and an automatic kill switch at 100%.

Human-in-the-Loop

Approval gates for sensitive actions. SLA timers, escalation rules, and full approval audit trail.

AXON Integration

AXON agents submit directly to Mesh for governance. Write in AXON, govern in Mesh — one pipeline. See how →

See it in action

Try the procurement agent demo.

Follow a real control-plane journey: from business intent to governance classification, policy decision, sandbox execution, audit trail, and readiness report.

Why deterministic governance?

AI can detect. Rules decide.

Governance that's right 90% of the time isn't governance — it's a suggestion. AgentOps Mesh uses policy-as-code, not AI-as-judge, for the decisions that matter. Every policy evaluation produces the same result every time. That's what an operator can defend in production.