Context7: Context7 is an MCP server that injects up-to-date, version-specific library documentation directly into LLM prompts. Add "use context7" to any coding prompt and it fetches current docs for the library you're working with, eliminating hallucinated APIs and outdated code examples. Works with Claude Desktop, Cursor, Windsurf, and any MCP-compatible editor.; sonarqube-mcp-server: The SonarQube MCP Server provides a Model Context Protocol interface for integrating code quality and security analysis with SonarQube Server or Cloud. It facilitates direct code snippet analysis within the agent context and supports various IDEs and CLIs through containerized deployment or manual configuration.
Preventing LLMs from hallucinating deprecated or non-existent API methods
Identify and fix critical issues to pass failing quality gates before merging code.