valentatomas/super-rag

Super-performant RAG pipeline for AI Agents.

SuperRag

Super-performant RAG pipeline for AI Agents/Assistants.

API

POST /api/v1/ingest

Input example:

{
    "files": [
        {
            "type": "PDF",
            "url": "https://path-to-my-file.pdf"
        }
    ],
    "vector_database": {
        "type": "qdrant",
        "config": {
            "api_key": "my_api_key",
            "host": "my_qdrant_host"
        }
    },
    "index_name": "my_index",
    "encoder": {
        "type": "openai",
        "name": "text-embedding-3-small",
        "dimensions": 1536  # encoder depends on the provider and model
    },
    "webhook_url": "https://my-webhook-url"
}

POST /api/v1/query

Input example:

{
    "input": "A query",
    "vector_database": {
        "type": "qdrant",
        "config": {
            "api_key": "my_api_key",
            "host": "my_qdrant_host"
        }
    },
    "index_name": "my_index",
    "encoder": {
        "type": "openai",
        "name": "text-embedding-3-small",
    } 
}

DELETE /api/v1/delete

Input example:

{
    "file_url": "A file url to delete",
    "vector_database": {
        "type": "qdrant",
        "config": {
            "api_key": "my_api_key",
            "host": "my_qdrant_host"
        }
    },
    "index_name": "my_index",
}

Supported file types

• PDF
• TXT
• MARKDOWN
• PPTX
• DOCX

Supported vector databases

• qdrant
• pinecone
• weaviate
• astra