Nottlespike enhanced the MCP indexing process documentation in the zilliztech/claude-context repository, focusing on clarifying how indexing progress is reported and improving onboarding for new developers. Their work detailed that progress tracking is phase-based rather than tied to file counts, and specified when file and chunk counts become available during the workflow. By standardizing codebase identification using absolute paths, Nottlespike improved traceability and reliability for debugging. The documentation was authored in Markdown, leveraging strong skills in technical writing and process analysis. This contribution provided deeper clarity for users and maintainers, though the scope was limited to documentation rather than code changes.