Agents are built faster than they're tracked
Teams spin up autonomous agents with frameworks and APIs directly - no security review requested, no entry in any inventory.
By usage
LangChain agents, AutoGPT-style loops, custom orchestration built over a weekend - autonomous agents get built faster than anyone tracks them. Each one plans, decides, and calls tools on its own, with no human checkpoint in between.
Why it matters
Teams spin up autonomous agents with frameworks and APIs directly - no security review requested, no entry in any inventory.
Unlike a human-in-the-loop tool, an autonomous agent decides and acts on its own, chaining tool calls without a checkpoint.
A single hijacked or misconfigured agent with broad tool access becomes an unbounded liability, fast.
What Lineation does
Agents are discovered from LLM gateway traffic, API keys, and MCP connections - not from a spreadsheet someone forgot to update.
Each agent gets its own credential and permission boundary, replacing shared service-account keys.
Actions outside approved scope are blocked before they execute, not flagged after the fact.
Every decision and tool call is logged in order, so a surprising outcome traces back to its root cause.
How it works
Route agent traffic - LLM calls and tool calls - through the Lineation gateway with no code rewrite.
Every distinct agent identity surfaces in the inventory automatically from observed traffic patterns.
Each agent receives its own credential, tied to a defined tool and data boundary.
Default-deny rules block out-of-scope actions live, not in a postmortem.
A replayable lineage record supports incident review and ongoing policy tuning.
FAQ
Any autonomous system that plans, decides, and calls tools on its own - LangChain agents, AutoGPT-style loops, custom orchestration built in-house - not just a named vendor product.
Agents surface from LLM gateway traffic, API key usage, and MCP connections, so an agent built without a security review still shows up in the inventory.
No. Traffic is routed through the gateway at the network layer; the agent's own code and framework are unchanged.
The call is blocked by default-deny policy before it executes, and the attempt is logged for review.
Yes. Observe-only mode builds the inventory and shows what agents are already doing before any policy is enforced.
This page covers individual autonomous agents acting on their own; Agentic Workflow covers multi-step processes that chain several agents and tools together end-to-end.
Related use cases
Start in observe-only mode. Turn on enforcement when you're ready.