ec931a0a-c858-4c33-9e87-44791242e6cf.mp4
🐍 Python SDK
| Analyzing Codebases Learn how to analyze codebases by integrating Moorcheh with Firecrawl and LlamaIndex. | Analyzing Financial Documents Learn how to analyze financial documents by integrating Moorcheh with LangChain. |
| Analyzing Geographical Documents Learn how to analyze geographical documents by integrating Moorcheh with LlamaIndex. | Analyzing Healthcare Documents Learn how to analyze healthcare documents by integrating Moorcheh with LlamaIndex. |
| Analyzing Legal Documents Learn how to analyze legal documents by integrating Moorcheh with LlamaIndex. | Analyzing Moorcheh Website Learn how to analyze the Moorcheh website by integrating Moorcheh with Firecrawl. |
| Analyzing Scientific Journals Learn how to analyze scientific journals by integrating Moorcheh with LangChain. |
📦 Install the SDK:
pip install moorcheh-sdk🚀 Quick Start Example:
import os
from moorcheh_sdk import MoorchehClient
# Initialize client
client = MoorchehClient(api_key=os.getenv("MOORCHEH_API_KEY"))
# Create namespace and upload documents
client.create_namespace("my-rag", "text")
client.upload_documents("my-rag", [
{"id": "doc1", "text": "Your content...", "metadata": {}}
])
# Get AI-powered answers
answer = client.get_generative_answer(
namespace="my-rag",
query="Your question here"
)
print(answer["answer"])🛠️ Complete toolkit for Python developers:
- Namespace management (text/vector)
- Document and vector ingestion
- Advanced semantic search with filtering
- Built-in RAG system support
- Generative AI integration
- Comprehensive error handling
Moorcheh.ai delivers ultra-fast, highly accurate semantic search powered by cutting-edge information theory principles. Our enterprise platform enables developers to build production-ready RAG systems and AI chatbots with unprecedented search accuracy and performance.
- ITS (Information-Theoretical Similarity) Scoring: Our proprietary algorithm goes beyond traditional cosine similarity, providing more nuanced and contextually aware search results
- Mathematical Precision: Built on solid information theory foundations for consistent, explainable results
- Superior Accuracy: Outperforms traditional vector databases in semantic understanding and relevance
- Scalable Architecture: Handle enterprise workloads with confidence
- Multi-Modal Support: Text and vector embeddings in unified namespaces
- Production Monitoring: Built-in analytics and performance metrics
Transform your search. Elevate your AI. Choose Moorcheh.ai.
Built for developers, trusted by enterprises.
