Engineering teams deploy LangChain agents for internal tooling — then forget them. They keep running, accessing systems, accumulating costs.
Business units spin up AI automations via no-code platforms. IT has no visibility into what data these agents access or what actions they take.
Deprecated agents remain active for months. When a model is updated or a data source changes, these orphaned agents behave unpredictably.
Without a registry, compliance audits fail. Auditors ask: 'List all AI systems that touch customer data.' Most enterprises cannot answer.
Varman's passive network scanner deploys in minutes via a single API key or sidecar — no agent instrumentation required. It fingerprints AI traffic by analyzing API call patterns, model identifiers, and framework signatures across your infrastructure.
Every discovered agent is automatically catalogued with rich metadata: framework version, deployment owner, data sources accessed, API endpoints called, and estimated token spend. The registry self-updates as your environment changes.
Varman watches for behavioral drift — agents that start accessing new data sources, calling new APIs, or changing their invocation frequency. Alerts surface immediately so your team can investigate before a drift becomes an incident.
Watch Varman scan your enterprise and surface every AI agent in real time.
Identifies agents by analyzing API call patterns, model identifiers, and SDK signatures — no code changes required.
Recognizes LangChain, AutoGen, CrewAI, LlamaIndex, OpenAI SDK, Bedrock, and 40+ other frameworks automatically.
Records owner, environment, cloud region, version, and data sources for every discovered agent.
Each agent receives a dynamic risk score based on data access, action scope, and behavioral anomalies.
Visualizes which agents depend on which models, data sources, and downstream systems.
A continuously-updated central registry of all AI agents, queryable via API, UI, and CMDB integrations.
Average agents discovered per enterprise
More agents than IT previously knew about
Infrastructure coverage — cloud, on-prem, hybrid
Time to complete full agent inventory
Book a 30-minute live scan and see every AI agent in your environment within minutes.