**Description:** Refactor citation system to inject citations verbatim instead of allowing LLM to format them. **Acceptance Criteria:** - [ ] Citation formatting completely removed from LLM prompts and control - [ ] Direct citation block injection after LLM response generation - [ ] Structured citation templates that cannot be modified by LLM - [ ] Citation accuracy guaranteed through verbatim injection from MCP server metadata - [ ] injection into chat session files to track all citations **Dependencies**: - Requires #19