Nanobot is an open-source, lightweight MCP host developed by the community, designed to simplify the creation of intelligent agents powered by the Model Context Protocol (MCP). It offers flexible deployment and seamless integration, enabling users to easily connect large language models like OpenAI and Anthropic with various MCP servers through intuitive configurations. Developers can swiftly build and manage AI agent applications supporting multi-modal interactions such as chat and voice. By providing a fully MCP-compliant platform, Nanobot significantly lowers the technical barrier for AI agent development, accelerating the innovation and deployment of sophisticated AI solutions.
Semble is a fast, CPU-only code search library by MinishLab designed specifically for AI agents. It efficiently retrieves relevant code snippets via natural language queries, reducing token usage by ~98% compared to traditional grep-and-read methods. Requiring no API keys, GPUs, or external services, it indexes and queries codebases locally in milliseconds, achieving near-transformer retrieval accuracy. It functions seamlessly as an MCP server for instant integration with Claude Code, Cursor, and other agent workflows.