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AI/ML · Advanced pack

Context Window Cartographer

Reshape sprawling repositories and briefs into stable context lanes, memory checkpoints, and retrieval boundaries for long-horizon agent work.

CodexClaude CodeKimi Codeorchestrator-mcp

Best use case

Use Context Window Cartographer when you need to reshape sprawling repositories and briefs into stable context lanes, memory checkpoints, and retrieval boundaries for long-horizon agent work, especially when the work is driven by context window and prompt budget.

Trigger signals

context windowprompt budgetmemory checkpointretrieval boundary

Validation hooks

verify_context_coverageverify_text_unchanged

Install surface

Copy the exact command path you need.

Inspect

pip install "orchestrator-mcp[dashboard]"
orchestrator-mcp skills show context-window-cartographer

Use

orchestrator-mcp skills export context-window-cartographer --to ./skillforge-packs
# copy the exported pack into your preferred agent environment

Export

cp -R skills/context-window-cartographer ./your-agent-skills/context-window-cartographer
# or open skills/context-window-cartographer/SKILL.md in a markdown-first client

File patterns

**/*.md**/*.ts**/*.py**/docs/**

Model preferences

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