MDX RAG Search

The MDXSearchTool is in continuous development. Features may be added or removed, and functionality could change unpredictably as we refine the tool.

Description

The MDX Search Tool is a component of the crewai_tools package aimed at facilitating advanced markdown language extraction. It enables users to effectively search and extract relevant information from MD files using query-based searches. This tool is invaluable for data analysis, information management, and research tasks, streamlining the process of finding specific information within large document collections.

Usage Example

To use the MDX Search Tool, you must first set up the necessary environment variables. Then, integrate the tool into your crewAI project to begin your market research. Below is a basic example of how to do this:

Code

from crewai_tools import MDXSearchTool

# Initialize the tool to search any MDX content it learns about during execution
tool = MDXSearchTool()

# OR

# Initialize the tool with a specific MDX file path for an exclusive search within that document
tool = MDXSearchTool(mdx='path/to/your/document.mdx')

Customization of Model and Embeddings

The tool defaults to using OpenAI for embeddings and summarization. For customization, utilize a configuration dictionary as shown below:

Code

from chromadb.config import Settings

tool = MDXSearchTool(
    config={
        "embedding_model": {
            "provider": "openai",
            "config": {
                "model": "text-embedding-3-small",
                # "api_key": "sk-...",
            },
        },
        "vectordb": {
            "provider": "chromadb",  # or "qdrant"
            "config": {
                # "settings": Settings(persist_directory="/content/chroma", allow_reset=True, is_persistent=True),
                # from qdrant_client.models import VectorParams, Distance
                # "vectors_config": VectorParams(size=384, distance=Distance.COSINE),
            }
        },
    }
)

MDX RAG Search

`MDXSearchTool`

Description

Installation

Usage Example

Parameters

Customization of Model and Embeddings

​MDXSearchTool

​Description

​Installation

​Usage Example

​Parameters

​Customization of Model and Embeddings

`MDXSearchTool`

Description

Installation

Usage Example

Parameters

Customization of Model and Embeddings