DSH Model Context Catalog

Key features

• The tool call can continue, but ultimately the natural language answer fails
• Only the models configured in llm-pi-ai are processed and non-existing routes are not synthesized.
• /compact uses the same route to generate a summary, which is also misjudged as overflow, and the compaction cannot be submitted.
• Only contextWindow is maintained, unvalidated maxTokens are not written.
• Only the target model's context window is updated, preserving name, endpoint, protocol, credential references, and other fields.