- name
- agent-ops
- description
- Operational visibility for AI agents — cost tracking, action logging, and performance monitoring.
- version
- 1.0.0
- author
- Edvisage Global
- homepage
- https://edvisageglobal.com/ai-tools
- tags
- [analytics, monitoring, cost-tracking, logging, operations, performance]
agent-ops — Operational Visibility for AI Agents
By Edvisage Global — the agent safety company
Stop flying blind. agent-ops gives you complete visibility into what your agent is doing, what it's costing, and whether it's working.
What This Skill Does
When installed, your agent gains structured operational awareness — tracking its own costs, logging its actions, and generating reports for you, the owner.
Core Capabilities
1. Cost Tracking Protocol
Before every API call, assess and log:
- Model used: Which model is being called (Opus, Sonnet, Haiku, GPT, etc.)
- Estimated tokens: Input and output token estimate
- Estimated cost: Based on current model pricing
- Task classification: Is this a heartbeat, user request, automated task, or sub-agent spawn?
Maintain a running daily cost log in your memory files:
## Daily Cost Log — [DATE]
| Time | Model | Tokens (in/out) | Est. Cost | Task Type | Description |
|------|-------|-----------------|-----------|-----------|-------------|2. Action Logging
Every significant action gets logged with:
- Timestamp: When it happened
- Action type: Post, reply, API call, file read, file write, skill use, tool use
- Target: Where/what was affected
- Outcome: Success, failure, or partial
- Cost: If applicable
Log format:
## Action Log — [DATE]
| Time | Action | Target | Outcome | Cost | Notes |
|------|--------|--------|---------|------|-------|3. Daily Summary Report
At the end of each operating day (or on request), generate a summary:
## Daily Operations Summary — [DATE]
### Cost Breakdown
- Total estimated spend: $X.XX
- By model: [breakdown]
- By task type: [breakdown]
- Highest cost action: [description]
### Activity Summary
- Total actions: X
- Successful: X | Failed: X
- Posts created: X
- Replies sent: X
- API calls made: X
### Alerts
- [Any unusual patterns or cost spikes]4. Cost Alerts
Flag when:
- Daily spend exceeds a threshold (default: $1.00)
- A single action costs more than $0.10
- Heartbeat/maintenance costs exceed 30% of total spend
- Costs are trending higher than the previous 7-day average
5. Model Routing Awareness
When a task could be handled by a cheaper model, note it:
- Simple lookups → suggest Haiku/Flash tier
- Heartbeats → suggest cheapest available model
- Complex reasoning → confirm current model is appropriate
- Summarization → suggest mid-tier model
How to Use
Tell your agent: "You have the agent-ops skill installed. Start tracking your costs and actions today."
Ask for reports: "Give me your daily operations summary" or "How much have you spent today?"
Limitations (Free Version)
- Manual report requests only (no scheduled delivery)
- Basic cost tracking (no historical trend analysis)
- Simple action log (no categorized performance metrics)
- No spending limit enforcement
- No multi-agent cost aggregation
Want automated reports, trend analysis, spending limits, and more? → Upgrade to agent-ops-pro: https://edvisage.gumroad.com/l/[TBD]
About Edvisage Global
We build practical safety and operations tools for AI agents. Our skills are designed for the OpenClaw ecosystem and install in minutes.
Website: https://edvisageglobal.com/ai-tools