Portable Context OS

Use this skill to build, audit, or migrate a Bring Your Own Context system for agents. Treat durable context as infrastructure that should outlive any one model, chat product, or agent runtime.

Use this skill when the user wants any of the following:

1. A real context vault or external memory layer for agents.
2. A move from vendor-native memory to user-owned or organization-owned context.
3. Chat history, artifacts, and preferences turned into typed memory objects.
4. An MCP-native or otherwise model-agnostic context interface.
5. A portable bundle that can move working context between runtimes.
6. An audit of whether an existing memory system is brittle, noisy, or weakly governed.

Do not use this skill for simple one-chat personalization. Use it when the problem is architectural, portable, or long-running.

Core rule

Do not stop at guidance when the user wants a working system. Build the workspace, generate the MCP server, validate the output, and leave behind runnable artifacts.