Knowledge Base Indexing And Search Capability Exposure

via “knowledge base management with crud operations and metadata indexing”

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

Unique: Implements full CRUD lifecycle for knowledge bases with metadata-based filtering and incremental indexing, supporting multi-tenant scenarios where each tenant maintains isolated document collections with independent vector stores

vs others: More complete than LangChain's basic document loaders because it includes deletion, versioning, and metadata filtering; more flexible than Pinecone's namespace isolation because it supports multiple vector store backends