octocode: Octocode is an agentic research platform that provides AI agents and developers with comprehensive code context from local workspaces and external sources like GitHub. It offers a suite of 13 tools, powered by a fast Rust engine, to enable evidence-first code understanding, review, and modification.; 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to any coding prompt and it fetches current docs for the library you're working with, eliminating hallucinated APIs and outdated code examples.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.
Enabling AI agents to gather comprehensive code context for understanding, reviewing, and modifying code.
Preventing LLMs from hallucinating deprecated or non-existent API methods