MaxKB: MaxKB is an open-source platform for building enterprise-grade AI agents with integrated RAG pipelines, workflow orchestration, and MCP tool-use capabilities. It supports direct document upload, automatic web crawling, and multiple embedding models for knowledge base construction. Widely used for intelligent customer service, internal knowledge bases, and academic research applications.; freshcontext-mcp: FreshContext is a context judgment layer designed to ensure the integrity of information provided to large language models and AI agents. It addresses the problem of stale or outdated retrieval results by evaluating context freshness, source profiles, and confidence before data reaches the LLM, preventing confident summarization of corrupted information.
Building intelligent customer service bots with enterprise knowledge bases
Enhancing RAG Pipelines: Prevents LLMs from summarizing semantically correct but temporally incorrect information.