A specialized monitoring tool that tracks the economic efficiency and tangible value of AI agent sessions to prevent token wastage.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install session-cost-tracker
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install session-cost-tracker using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Session Cost Tracker?
The Session Cost Tracker is a developer-centric utility designed to bridge the gap between raw token expenditure and actual delivered value. While most AI systems provide detailed cost data, they lack the context of whether a session actually moved a project forward. This skill enables users to log and categorize their agent interactions, providing a clear view of the return on investment for every token burned.
By integrating this tool into your Openclaw Skills workflow, you can move from passive spending to active value management. It encourages a culture of measurement, forcing a quick evaluation of each session to identify high-leverage activities versus unproductive rabbit holes. This measurement naturally changes behavior, helping developers focus on tasks that provide the highest utility for the lowest cost.
Session Cost Tracker Use Cases
- Benchmarking the cost-effectiveness of different LLM models for specific coding tasks.
- Auditing automated agent workflows to identify and eliminate zero-value heartbeat cycles.
- Tracking technical debt by categorizing sessions that prioritize speed over code quality.
- Justifying AI tool expenditure by visualizing the ratio of high-value outcomes to token costs.
How Session Cost Tracker Works
- Execute an agent session or task using your preferred AI workflow.
- Run the tracking script immediately after completion to log the session context.
- Assign a value category based on the outcome, ranging from zero for failed attempts to high for significant time-savers.
- Input the token count and model used to calculate the session's financial footprint.
- Generate statistical reports to analyze performance trends over days, weeks, or specific task types.
Session Cost Tracker Setup
To start tracking your sessions within the Openclaw Skills ecosystem, ensure the tracking script is executable and accessible in your environment.
# Grant execution permissions
chmod +x track.sh
# Run a quick log to test the setup
./track.sh quick "optimized database query" high 5000
# View your initial statistics
./track.sh stats
Session Cost Tracker Data Schema & Taxonomy
The skill maintains a local database to ensure privacy and fast access. All session data is stored in a structured format within your home directory.
| Attribute | Type | Description |
|---|---|---|
| Task | String | Brief description of the work performed. |
| Outcome | String | The specific artifact or result delivered. |
| Value | Enum | Categorization (high, medium, low, zero, creation, debt). |
| Tokens | Integer | Total token count consumed in the session. |
| Model | String | The identifier of the model used (e.g., claude-3-5-sonnet). |
Primary storage location: ~/.clawdbot/session-costs.json.
Session Cost Tracker Advanced Features
- Multi-dimensional value categories including creation, maintenance, debt, and refactor for nuanced reporting.
- Automated nightly cron integration to review and log daily agent activities systematically.
- Leverage pattern detection to highlight low-cost, high-value workflows for repeatable success.
- Statistical filtering by week or task type to visualize long-term productivity trends in Openclaw Skills.
SKILL.md
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