skills mcp architecture context-management
How ChatShell Solves MCP Context Bloat with Progressive Disclosure
Every tool you register with an LLM costs tokens. With dozens of MCP servers and skills, the context window fills before the conversation starts. ChatShell solves this with a two-layer progressive disclosure architecture: compact XML catalogs and on-demand schema loading.
ChatShell Team ·