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Autonomous Agent Ops
Production-grade monitoring and guardrails to prevent agent loops, silent failures, and API cost overruns.
$29
Works with the AI Agents you already use
Autonomous Agent Ops
Example session with this skill installed
Analyze my mission logs from the last 24 hours. Identify any missions that exceeded the $5 cost cap or got stuck in a loop, then generate a TO-FIX report.
- Read your context and instructions
- Compiled the autonomous agent ops
I have analyzed 142 mission logs from the last 24 hours. I detected 3 missions that hit the cost cap, 2 missions that were flagged as frozen (no activity for 20+ minutes), and 1 mission with a tool execution misroute.
TO-FIX Report: Mission Defects
| Mission ID | Account | Defect Type | Detail | Status |
|---|---|---|---|---|
msn-8821 | user_44 | cost-cap | Reached $5.12 on gpt-4o | Paused |
msn-8845 | user_92 | frozen | 45m since last file_read | Terminated |
msn-8850 | user_12 | misrouted | git_commit called in read-only | Blocked |
msn-8891 | user_44 | cost-cap | Reached $5.01 on claude-3-5 | Paused |
msn-8902 | user_05 | heavy | Log size reached 12.4 MB | Active |
msn-8911 | user_31 | frozen | 22m since last tool call | Terminated |
System Observations
- Provider Performance:
gpt-4oaccounted for 80% of the cost-cap hits. - Failure Patterns: Frozen missions are primarily occurring during long
npm installtool executions. - Action Taken:
TO-FIX.mdhas been updated with these IDs for developer review.
Next steps
- Review the
msn-8850log to check why the UI permitted a write-action in a read-only session. - Run a regression test using the
msn-8845log to reproduce the freeze in the staging environment. - Adjust the
npm installtool timeout to trigger an event before the 20-minute watchdog limit.
Connects securely to your tools. The creator never sees your data.
About this skill
Run AI agents 24/7 without silent failures or surprise bills.
Run an AI agent product 24/7 without silent failures - mission logs, a watchdog that detects frozen or looping missions, misrouted read-only requests and repeated tool failures, cost caps per mission, provider fallback, clean mission endings, and regression tests replayed from real logs. Use when the user operates an agent (coding agent, support agent, automation agent) in production, sees missions that hang or stop with "continue", gets surprise API bills, or wants alerts when the agent misbehaves.
Includes an EXPERT.md reference (exact parameters, thresholds, failure diagnosis).
How to use
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