Mega Context Manager

Manages large context windows via chunking, summarization, and retrieval. Use for: manage context, too much context, chunk document, context budget.

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File contents

Mega Context Manager

When to Use

  • User says manage context or task matches this capability
  • User says too much context or task matches this capability
  • User says chunk document or task matches this capability
  • User says context budget or task matches this capability

Workflow

  1. Measure token estimate of inputs.
  2. If over budget: chunk, summarize chunks, index.
  3. Retrieve relevant chunks per subtask only.
  4. Drop stale chunks after task completion.

Integrations

  • semantic-memory-manager
  • predictive-cache-manager
  • persistent-memory-bridge

Error Handling

Failure Response
Retrieval miss Expand query; include adjacent chunks.

Gotchas

  • Summaries lose detail; keep raw chunks for citation.

Example

Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.

Stijnman/grok-custom-skills/tree/main/.grok/skills/mega-context-manager commit 0cfa1d89e6

Frequently asked questions

npx skillmds@latest add stijnman/mega-context-manager