> ## Documentation Index
> Fetch the complete documentation index at: https://docs.flintai.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Missing agent monitoring

> Agent actions, tool calls, and decisions are not logged or monitored — rogue behavior is undetectable

Agent actions, tool calls, and decisions are not logged or monitored — rogue behavior is undetectable

## How to resolve

Enable structured logging of all tool invocations, decisions, and outputs. Set verbose=True or integrate with observability platforms. Monitor for behavioral drift.

## Risk

**Governance/Compliance**

This vulnerability falls under [ASI10:2026 — Rogue Agents](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/) in the OWASP Top 10 for Agentic Applications. Compromised or misaligned agents act outside their intended scope without external triggering.

**Security**

Agent actions, tool calls, and decisions are not logged or monitored — rogue behavior is undetectable. If exploited, this can compromise the agent's integrity, confidentiality, or availability, potentially affecting downstream systems and data.

## Explanation

Agent actions, tool calls, and decisions are not logged or monitored — rogue behavior is undetectable. This falls under ASI10 (Rogue Agents): Compromised or misaligned agents act outside their intended scope without external triggering.

## Specifications

**Trigger**

* Agent scan detects agent actions, tool calls, and decisions are not logged or monitored — rogue behavior is undetectable

The scanner looks for patterns such as:

* no logging of tool invocations
* no audit trail for agent decisions
* verbose=False with no alternative observability

**Severity**

* MEDIUM

**Applies to**: Agent