List files and folders at a path within a container. Use to browse container contents before retrieving documents.

Search a container using semantic, keyword, or hybrid mode. Returns ranked document chunks with scores. Use when answering questions from stored knowledge.

Delete a file and all its chunks and vectors. To update a file, delete it first then re-upload with upload_file.

Create a new container for organizing documents. Use when setting up a new knowledge domain or project.

Delete a container. MinIO containers must be emptied first. Filesystem/S3/Azure files are not deleted — only the index is removed.

List all containers with document counts. Use to discover available knowledge bases before searching.

Upload up to 100 files in one call. Each file is parsed, chunked, and embedded. Returns per-file results.

Delete up to 100 files in one call. Returns per-file success/failure results.

Upload a file to be parsed, chunked, embedded, and made searchable. Provide either 'content' (base64) or 'textContent' (raw text), not both.

Get container statistics: document counts, chunk count, storage size, and embedding model info.

Retrieve a document's full text by ID or path. Returns extracted text for binary formats (PDF, DOCX, PPTX).