AUTOMATION

Set Up Comprehensive Tool Call Auditing and Change Tracking

Monitor, log, and review all agent tool calls for compliance and debugging

Updated: 5/20/2026
Difficulty
medium
Time
3-4 hours
Use Case
Track what autonomous agents are doing, detect unexpected behavior, and maintain compliance records
Popularity
0 views

About this automation

Implement comprehensive auditing for agent tool calls by logging all executions, posting summaries to Mattermost for human review, and archiving logs to parquet for training and forensics.

How to implement

1

Instrument agent to log all tool calls with timestamp, tool name, parameters, and result

2

Create Mattermost webhook integration to post tool call summaries to review channels

3

Implement change detection (file modifications, database changes, API calls)

4

Set up alerts for suspicious patterns (repeated failures, unexpected tools, rapid execution)

5

Archive all logs to parquet files with metadata for later analysis

6

Create dashboard showing stuck agents and tool call sequences

7

Establish code review process for agent-initiated changes

8

Implement rollback procedures for unintended changes