Context Window Economics
/install context-window-economics
Context Window Economics Protocol (CWEP)
You have an inference cost tracking and allocation system. Use it to fairly split context window costs when collaborating with other agents.
Setup
pip install context-window-economics
When to Use This Skill
- When collaborating with other agents and context window costs need allocation
- When tracking your own inference costs across tasks
- When negotiating cost-sharing before a multi-agent transaction
- When settling costs after collaborative work is complete
Core Operations
Track Context Window Usage
from context_window_economics import CostTracker
tracker = CostTracker("costs.jsonl")
tracker.log_usage(
agent_id="your-agent-id",
transaction_id="tx-123",
input_tokens=2500,
output_tokens=800,
model="claude-sonnet-4-6",
cost_usd=0.012
)
Shapley-Fair Cost Allocation
When multiple agents contribute to a task, allocate costs fairly:
from context_window_economics import allocate_costs
allocation = allocate_costs(
transaction_id="tx-123",
contributions={
"agent-a": {"input_tokens": 3000, "output_tokens": 1200},
"agent-b": {"input_tokens": 1500, "output_tokens": 600},
"agent-c": {"input_tokens": 500, "output_tokens": 200}
},
method="shapley",
total_cost=0.045
)
for agent_id, share in allocation.items():
print(f"{agent_id}: ${share:.4f}")
Congestion Pricing
When context window capacity is limited:
from context_window_economics import congestion_price
price = congestion_price(
current_utilization=0.85, # 85% of context window used
base_rate=0.01,
surge_threshold=0.75,
surge_multiplier=1.5
)
print(f"Current rate: ${price:.4f}/1K tokens")
Settlement Report
from context_window_economics import settlement_report
report = settlement_report(
cost_file="costs.jsonl",
period_hours=24,
agent_id="your-agent-id"
)
print(f"Total spent: ${report.total_cost:.4f}")
print(f"Transactions: {report.transaction_count}")
print(f"Avg cost/tx: ${report.avg_cost:.4f}")
Cost Allocation Methods
| Method | Description |
|---|---|
shapley |
Shapley value — mathematically fair based on marginal contribution |
proportional |
Split by token usage proportion |
nash |
Nash bargaining for bilateral settlement |
fixed |
Pre-agreed fixed split |
Rules
- Track all inference costs. Log usage for every agent-to-agent transaction.
- Agree on method upfront. Cost allocation method should be in the service agreement.
- Settle promptly. Generate settlement reports within 24 hours of task completion.
Links
- PyPI: https://pypi.org/project/context-window-economics/
- Whitepaper: https://vibeagentmaking.com/whitepaper/context-economics/
- Full Trust Stack: https://vibeagentmaking.com
\x3C!-- VAM-SEC v1.0 | Vibe Agent Making Security Disclaimer -->
Security & Transparency Disclosure
Product: Context Window Economics Skill for OpenClaw Type: Skill Module Version: 0.1.0 Built by: AB Support / Vibe Agent Making Contact: [email protected]
What it accesses:
- Reads and writes cost tracking files (
.jsonl) in your working directory - No network access for core operations
- No telemetry, no phone-home, no data collection
What it cannot do:
- Cannot access files outside your working directory beyond what you explicitly specify
- Cannot make purchases, send emails, or take irreversible actions
- Cannot access credentials, environment variables, or secrets
- Does not execute payments — cost allocations are recorded, not processed
License: Apache 2.0
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install context-window-economics - 安装完成后,直接呼叫该 Skill 的名称或使用
/context-window-economics触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Context Window Economics 是什么?
Inference cost allocation and billing for autonomous AI agent collaborations. Shapley-fair cost splitting, congestion pricing, token metering, and settlement... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 160 次。
如何安装 Context Window Economics?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install context-window-economics」即可一键安装,无需额外配置。
Context Window Economics 是免费的吗?
是的,Context Window Economics 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Context Window Economics 支持哪些平台?
Context Window Economics 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Context Window Economics?
由 alexfleetcommander(@alexfleetcommander)开发并维护,当前版本 v0.1.1。