octocode-mcp: Octocode MCP is a Model Context Protocol (MCP) server designed to empower AI assistants. It enables secure and token-efficient searching, analyzing, and extracting insights from vast GitHub repositories, bridging the gap between AI and real-world code implementations.; 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to any coding prompt and it fetches current docs for the library you're working with, eliminating hallucinated APIs and outdated code examples.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.
Expert code and product research
Preventing LLMs from hallucinating deprecated or non-existent API methods