Engine · Agent Governance

Trace Every Agent Decision

LangChain, CrewAI, AutoGPT, and custom agents, every step audited. Xybern validates reasoning chains and flags autonomous risk before outputs reach your users.

Agent Trace Validation Interface
LangChain CrewAI AutoGPT Semantic Kernel Custom

Capabilities

Full visibility into every agent decision.

Framework Agnostic

Integrates with any agent framework. Trace tool calls, reasoning steps, and output chains.

  • Any Agent Framework
  • Tool Call Tracing
  • Reasoning Chain Capture

Step-by-Step Audit

Every agent decision is decomposed into individual steps. Each step verified independently.

  • Decision Decomposition
  • Independent Verification
  • Full Trace Replay

Autonomous Risk Detection

Flag when agents exceed authority, make unsupported claims, or bypass governance rules.

  • Authority Boundary Detection
  • Unsupported Claim Flagging
  • Governance Rule Enforcement

How It Works

Xybern intercepts each step in the agent execution chain before outputs reach the user.

01

Agent Executes

The agent runs its task, tool calls, reasoning steps, and intermediate outputs are all captured in real time.

02

Each Step Intercepted

Every decision point is decomposed and verified against evidence sources and governance rules.

03

Chain Validated

The full reasoning chain receives a composite trust score. Risk flags are raised for any governance violations.

agent_trace.json
{
  "trace_id": "agt_7c3f9a2b",
  "framework": "langchain",
  "steps": 12,
  "tool_calls": ["search", "calculate", "summarize"],
  "reasoning_chain": "verified",
  "trust_score": 0.91,
  "risk_flags": ["authority_boundary"],
  "governance": "FLAGGED"
}

What Gets Traced

Every dimension of agent behaviour, captured and verified.

Tool Calls

Every external tool invocation is logged with inputs, outputs, and execution time.

Reasoning Steps

The full chain-of-thought is captured, decomposed, and verified against evidence.

Intermediate Outputs

All intermediate results between steps are recorded for forensic replay.

Final Decisions

The agent conclusion is trust-scored and checked against governance rules.

What Changes

From invisible agent decisions to full governance coverage.

Before
  • Agent decisions invisible to governance
  • No audit trail for tool calls
  • Autonomous risk undetected
After
  • Every step traced and verified
  • Full tool call lineage
  • Risk flags raised automatically
API Integration

Agent Verification Endpoint

A single POST to /api/v1/verify/agent validates the entire agent decision chain in real time.

Framework aware, adapts to LangChain, CrewAI, AutoGPT schemas
Returns trust score, step breakdown, and risk flags
Full trace recorded in Provenance Vault automatically
POST /api/v1/verify/agent
// Request
{
  "framework": "langchain",
  "agent_id": "agent_research_01",
  "trace": {
    "steps": 12,
    "tool_calls": ["search", "calculate"],
    "output": "The quarterly revenue..."
  }
}

// Response
{
  "trace_id": "agt_7c3f9a2b",
  "trust_score": 0.91,
  "steps_verified": 11,
  "steps_flagged": 1,
  "risk_flags": ["authority_boundary"],
  "governance": "FLAGGED",
  "vault_ref": "prv_2025_01984"
}

Govern Every Agent

Deploy trace validation across your entire agent infrastructure. Full visibility from day one.