Work with knowledge bases

Build, query, and manage knowledge bases in Meko

Knowledge bases let you load documents into your datapack and query them using semantic search (RAG). Meko handles chunking, embedding, and indexing automatically.

Supported sources

Source Example URL
S3 s3://bucket/docs/
Local filesystem /path/to/docs/
NFS NFS mount path

Supported document formats

PDF, Parquet, Iceberg, JSON, images, and video.

Query knowledge

Once your documents are indexed, query them through the MCP server from your coding agent:

Search the knowledge base for information about deployment procedures

The MCP server embeds your query, performs similarity search against the indexed chunks, and returns the most relevant results.

Next Steps