OzarkSecurity Labs

Trust starts
with evidence.

We build trust infrastructure for the agent internet. Making machine-actor behavior and relationships inspectable, attributable, and defensible.

Explore our approach

New actors. Familiar security fundamentals.

Look closer at the relationship.
OSL's conceptual evidence modelAn agent invokes a tool or service. Declared capability is compared with observed behavior to assess confidence. Incomplete evidence remains unknown. This is a conceptual model, not live telemetry.invokesdeclaresproducescompareAgentTool / serviceDeclaredcapabilityObserved behaviorConfidenceUnknown

Which machine actor acted, and what tool or service was involved?

What did the tool claim it could do? What did the observed behavior establish?

Compare the evidence. When it cannot support a conclusion, keep the unknown visible.

Conceptual evidence model Not live telemetry

Machine-actor securityThreat intelligenceOpen-source-first research

Software can act.
Security needs
context.

Why Ozark Security Labs exists

Agents discover services, invoke tools, delegate work, and initiate transactions. Every relationship creates a security question.

We bring familiar fundamentals—identity, authorization, provenance, and forensic evidence—to this emerging surface. These are the questions we build to answer.

What acted, and under whose authority?

Which machine actor performed the action? Which identity, credential, or delegation authorized it? What tool, service, model, package, or MCP server was involved?

Where did it come from? What changed?

Trace source and publisher provenance, artifact identity, version history, and direct and transitive dependencies. Understand what capabilities were actually exercised.

What else could be affected?

Examine relationships across actors, systems, and transactions. Keep the evidence supporting a conclusion—and what remains unknown—visible.

Glimmer.

Our first product · Pre-launch

Threat intelligence.
Built from the evidence.

Starting with MCP and x402, Glimmer is built to run its own Decoys and publish corroborated Indicators through signed Feeds and lookups. Customers receive intelligence, never the underlying Raw Telemetry.

Discover Glimmer
01

Controlled Decoys

Glimmer-owned MCP and x402 boundaries

02

Corroborated evidence

Raw Telemetry, enrichment, and correlation

03

Versioned intelligence

Indicators and Anonymous Clusters

Glimmer is not publicly deployed. Public access is pending legal and hosting-provider clearance. Where we are today

A conclusion is only
as good as its evidence.

A simple score is never a substitute for the evidence behind it. Across our work, we keep source, confidence, freshness, and collection limits in view.

Provenance stays attached. Artifact hashes, origins, versions, and dependencies provide the context.

Observation stays distinct from inference. Declared capability and observed behavior tell different parts of the story.

Unknown remains an answer. We say plainly what the evidence does not establish.

Let’s examine
what comes next.

Questions, partnership inquiries, or a conversation about machine-actor security.

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