Best use case
Use Context Window Optimizer when you need to optimize context window usage for RAG systems with intelligent chunking, relevance ranking, and dynamic context assembly, especially when the work is driven by context window and chunking.
AI/ML · Global library
Context Window Optimizer
Optimize context window usage for RAG systems with intelligent chunking, relevance ranking, and dynamic context assembly
CodexClaude CodeKimi Codeorchestrator-mcp
Trigger signals
context windowchunkingcontext optimizationrelevance rankingtoken budget
Validation hooks
token-budgetrelevance-quality
Install surface
Copy the exact command path you need.
Inspect
pip install "orchestrator-mcp[dashboard]"
orchestrator-mcp skills show context-window-optimizerUse
orchestrator-mcp skills export context-window-optimizer --to ./skillforge-packs
# copy the exported pack into your preferred agent environmentExport
cp -R skills/context-window-optimizer ./your-agent-skills/context-window-optimizer
# or open skills/context-window-optimizer/SKILL.md in a markdown-first clientFile patterns
*.pychunking*.pycontext*.pyrag/*.py
Model preferences
claude-sonnet-4gpt-4oclaude-haiku-3
Related skills
Adjacent packs to compose next.
AI/MLAdvanced pack
Context Window Cartographer
Reshape sprawling repositories and briefs into stable context lanes, memory checkpoints, and retrieval boundaries for long-horizon agent work.
CodexClaude Code
AI/MLAdvanced pack
Retrieval Grounding Optimizer
Improve chunking, metadata, and ranking design so agent answers stay grounded under larger repositories and longer tasks.
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AI/MLGlobal library
Agent Communication Protocol Designer
Design robust communication protocols for agent systems with message schemas, serialization, and delivery guarantees
CodexClaude Code