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High-Potential
Python
📚 Knowhere: Data Parsing for RAG
240 stars24 forksPython
agentai-agentschromadbclaudeclaude-codecursorelasticsearchgeminigptlangchainmilvusqdrant
Knowhere is a data processing tool designed specifically for AI agents and RAG systems. Its core function is to extract, parse, and output structured data chunks that are ready to be ingested into vector databases like ChromaDB, Milvus, or Qdrant.
When building RAG pipelines, document parsing and chunking are often the most tedious tasks. Knowhere does not try to be a full end-to-end application; instead, it focuses purely on this critical data preparation step. It integrates well with major LLMs and development environments. If you are building a custom knowledge base and need a reliable way to structure your raw data before embedding, this lightweight extraction tool handles the pipeline's heavy lifting.