The Universal Memory Layer for Agentic AI
The semantic engine that combines high-fidelity storage, stateful context, and explainable retrieval. Moorcheh uses Maximally Informative Binarization (MIB) and Information-Theoretic Score (ITS) to deliver superior search accuracy and performance compared to traditional vector databases.MIB Technology
Uses Maximally Informative Binarization for superior search accuracy
ITS Scoring
Information-Theoretic Score provides better relevance ranking
Lightning Fast
Optimized for speed and performance
Easy Integration
Simple API, Python SDK, and integrations with LangChain & LlamaIndex
Get Started
1
Sign Up
Create your account and get your API key from the Moorcheh Console
2
Install SDK
Install the Python SDK:
pip install moorcheh-sdk3
Start Building
Follow our Quick Start Guide to make your first request
API Reference
Authentication
API key authentication methods
Namespaces
Create, list, and delete namespaces
Search & Discovery
Perform semantic search across namespaces
AI Generation
Generate AI-powered answers from your data
Data Operations
Upload and manage text or vector data
Python SDK
Complete Python SDK documentation
Integrations
LangChain
Seamless LangChain vector store integration
LlamaIndex
Native LlamaIndex vector store support
MCP Server
Model Context Protocol for AI assistants
Chat Boilerplate
Production-ready chat application template
Supported AI Models
Moorcheh supports 8 state-of-the-art AI models for answer generation:| Model | Provider | Description |
|---|---|---|
| Claude Sonnet 4 | Anthropic | Hybrid reasoning, extended thinking, efficient code generation |
| Claude Sonnet 4.5 | Anthropic | Latest Claude model with enhanced capabilities and agentic search |
| Llama 4 Maverick 17B | Meta | 1M token context, fine tuning, text summarization, function calling |
| Llama 3.3 70B | Meta | Advanced reasoning and decision making capabilities |
| Amazon Nova Pro | Amazon | 300K context, chat optimized, complex reasoning, math |
| DeepSeek R1 | DeepSeek | Advanced reasoning and code generation |
| OpenAI GPT OSS 120B | OpenAI | Hybrid reasoning, extended thinking, efficient research |
| Qwen 3 32B | Qwen | Text generation and code generation |