Worked on the Qualytics/userguide repository to deliver a stable MCP Qualytics API Integration Configuration, focusing on improving the reliability of API connections and streamlining onboarding processes. Addressed integration instability by updating MCP configuration URLs and command structures, and resolved malformed configuration issues through targeted JSON config fixes. Emphasized configuration management and API integration, leveraging Markdown for documentation and Git for collaborative version control. The work enabled more reliable MCP integrations by reducing setup errors and supporting configuration-as-code practices. This approach facilitated faster onboarding for new connections and ensured that integration processes were both traceable and maintainable within the project.