Worked on enhancing documentation for the MemoriLabs/Memori repository by introducing project-scoped MCP attribution guidance aimed at preventing memory mixing in multi-project workflows. The update detailed the use of workspace-derived header values, specifically X-Memori-Entity-Id and X-Memori-Process-Id, to standardize attribution and ensure project isolation without manual header switching. This approach addressed cross-project memory contamination risks and streamlined onboarding for new developers. The work leveraged skills in API integration, documentation, and project management, utilizing Markdown to codify the guidance. These improvements contributed to better maintainability and facilitated more effective cross-team collaboration within the repository’s multi-project environment.