openclaw-context-optimizerIntelligently compresses and optimizes context to reduce token usage by 40-60%, using deduplication, pruning, summarization, and adaptive learning.
Install via ClawdBot CLI:
clawdbot install AtlasPA/openclaw-context-optimizerReduce context/token usage by 40-60% through intelligent compression and learning.
The first OpenClaw skill that intelligently compresses context to reduce token costs by 40-60%. Uses multiple strategies (deduplication, pruning, summarization) and learns what context matters over time. Works seamlessly with Memory System for maximum efficiency.
Free Tier:
Pro Tier (0.5 USDT/month):
```bash
claw skill install openclaw-context-optimizer
```
```bash
claw optimize compress "Long context..." --strategy=hybrid
claw optimize stats
claw optimize history --limit=10
claw optimize roi
claw optimize dashboard
claw optimize subscribe
```
Deduplication (20-30% savings):
Pruning (30-40% savings):
Summarization (40-60% savings):
Hybrid (40-60% savings - Recommended):
Agents can autonomously evaluate if Pro tier is worth it:
Example:
```
Original: 5,000 tokens Ć $0.003/1K = $0.015 per request
Compressed: 2,000 tokens Ć $0.003/1K = $0.006 per request
Savings: $0.009 per request
60 requests/day = $0.54/day = $16.20/month saved
Pro cost: $0.50/month
Net profit: $15.70/month
```
See AGENT-PAYMENTS.md for x402 integration details.
Works best with OpenClaw Memory System:
```bash
claw skill install openclaw-memory
claw skill install openclaw-context-optimizer
```
~/.openclaw/openclaw-context-optimizer/Access web UI at http://localhost:9092:
Context Optimizer automatically calculates return on investment:
```bash
$ claw optimize roi
ROI Analysis (Last 30 Days)
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Total compressions: 1,247
Average savings: 60%
Cost without optimizer: $10.28
Cost with optimizer: $4.11
Savings: $6.17
Pro tier cost: $0.50/month
Net savings: $5.67/month
ROI: 1,134% š
```
```bash
POST /api/compress
{
"agent_wallet": "0x...",
"context": "Long context...",
"strategy": "hybrid"
}
GET /api/stats?agent_wallet=0x...
GET /api/roi?agent_wallet=0x...
POST /api/x402/subscribe
POST /api/x402/verify
GET /api/x402/license/:wallet
```
```
Token Savings:
Cost Savings (30 days):
Strategy Performance:
```
Should you upgrade to Pro?
If you make enough API calls where 40-60% token savings exceed 0.5 USDT/month, Pro tier pays for itself.
Typical savings:
Built by the OpenClaw community | First context optimizer with x402 payments
Generated Mar 1, 2026
Reduces token costs for long customer support conversations by removing repeated issue details and summarizing resolutions. Ideal for companies using AI agents to handle support tickets, saving on API usage while maintaining context accuracy.
Compresses lengthy technical discussions and documentation in software development workflows. Helps developers reduce token usage when sharing code reviews or project updates, focusing on key changes and summaries.
Optimizes context from marketing data and campaign reports by deduplicating metrics and pruning irrelevant details. Enables marketing teams to analyze trends efficiently without excessive token costs in AI-driven analytics.
Summarizes and prunes redundant information in legal documents and case discussions. Assists law firms in using AI for document analysis, cutting token expenses while preserving critical legal context.
Compresses educational materials and student interactions in e-learning platforms. Helps educators and institutions reduce costs when generating or analyzing course content with AI, focusing on essential learning points.
Offers a free tier with daily compression limits and a Pro tier for unlimited usage at 0.5 USDT/month. Targets users with high token usage who can achieve ROI through savings, encouraging upgrades based on cost-benefit analysis.
Enables AI agents to autonomously pay for Pro tier via x402 payments when savings exceed costs. Creates a self-sustaining ecosystem where agents optimize their own expenses, driving adoption in automated workflows.
Provides custom compression rules and advanced analytics for large organizations with high-volume AI usage. Targets industries like customer service or software development, offering tailored solutions for team deployments.
š¬ Integration Tip
Install alongside OpenClaw Memory System for enhanced learning and up to 70% savings, and use the dashboard to monitor ROI and adjust strategies based on usage patterns.
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