# Moorcheh Documentation

## Docs

- [Generate AI Answer](https://docs.moorcheh.ai/api-reference/ai/generate.md): Generate AI-powered answers to questions using your uploaded data as context or direct AI model calls.
- [Delete Data](https://docs.moorcheh.ai/api-reference/data/delete.md): Delete specific documents or vectors from a namespace by providing their IDs.
- [Delete File](https://docs.moorcheh.ai/api-reference/data/delete-file.md): Delete one or more files from a namespace in document storage (S3).
- [Fetch Text Data](https://docs.moorcheh.ai/api-reference/data/fetch-text-data.md): Get text chunks from a text-type namespace via the public API. Use this to list stored text/summary chunks for display, export, or RAG.
- [Get Documents](https://docs.moorcheh.ai/api-reference/data/get-documents.md): Retrieve specific documents by their IDs from a namespace. This endpoint allows you to fetch documents that have been previously uploaded and indexed.
- [Upload File](https://docs.moorcheh.ai/api-reference/data/upload-file-url.md): Get a pre-signed S3 URL to upload files directly, bypassing the 10MB API Gateway limit.
- [Upload Text Data](https://docs.moorcheh.ai/api-reference/data/upload-text.md): Upload text documents to a text namespace for semantic search and AI-powered operations.
- [Upload Vector Data](https://docs.moorcheh.ai/api-reference/data/upload-vector.md): Upload pre-computed vector embeddings to a vector namespace for high-performance similarity search.
- [Introduction](https://docs.moorcheh.ai/api-reference/introduction.md): Getting started with the Moorcheh API
- [Create Namespace](https://docs.moorcheh.ai/api-reference/namespaces/create.md): Create a new namespace to organize and store your data. Namespaces can be either text-based for document storage or vector-based for embedding storage.
- [Delete Namespace](https://docs.moorcheh.ai/api-reference/namespaces/delete.md): Permanently delete a namespace and all its contained data. This action cannot be undone.
- [List Namespaces](https://docs.moorcheh.ai/api-reference/namespaces/list.md): Retrieve a list of all namespaces in your account with their details and statistics.
- [Search](https://docs.moorcheh.ai/api-reference/search/query.md): Perform advanced semantic searches across one or multiple namespaces using text queries or vector embeddings with ITS scoring.
- [Platform Changelog](https://docs.moorcheh.ai/changelog.md): Track the evolution of Moorcheh platform with detailed release notes, improvements, and updates across versions.
- [Enterprise Changelog](https://docs.moorcheh.ai/enterprise-changelog.md): Track enterprise-only releases for governance, metadata, search controls, RAG workflow, and large-file ingestion features.
- [AI Answer Generation](https://docs.moorcheh.ai/guides/ai-generation.md): Generate contextual AI-powered answers from your data
- [Authentication](https://docs.moorcheh.ai/guides/authentication.md): Learn how to authenticate your API requests
- [Best Practices](https://docs.moorcheh.ai/guides/best-practices.md): Optimization techniques and best practices for Moorcheh
- [Namespaces](https://docs.moorcheh.ai/guides/namespaces.md): Understand how to organize and manage your data with namespaces
- [Semantic Search](https://docs.moorcheh.ai/guides/search.md): Learn how to perform semantic search across your data
- [Use Cases & Examples](https://docs.moorcheh.ai/guides/use-cases.md): Real-world examples and use cases for Moorcheh
- [Welcome to Moorcheh](https://docs.moorcheh.ai/index.md): The Universal Memory Layer for Agentic AI
- [Configuration](https://docs.moorcheh.ai/integrations/chat-boilerplate/configuration.md): Complete guide to configuring your chat application's API, branding, themes, and fonts
- [Deployment](https://docs.moorcheh.ai/integrations/chat-boilerplate/deployment.md): Deploy your chat application to production with various hosting platforms
- [Installation & Setup](https://docs.moorcheh.ai/integrations/chat-boilerplate/installation.md): Complete guide to installing and setting up your Moorcheh Chat Boilerplate project
- [Chat Boilerplate Overview](https://docs.moorcheh.ai/integrations/chat-boilerplate/overview.md): A Next.js boilerplate for building AI-powered chat applications with Moorcheh AI integration
- [Cohere Integration](https://docs.moorcheh.ai/integrations/cohere/overview.md): Use Cohere Embed v4 with Moorcheh vector namespaces for custom semantic search.
- [Gemini Integration](https://docs.moorcheh.ai/integrations/gemini/overview.md): Use Google Gemini embedding models with Moorcheh vector namespaces for multimodal semantic search.
- [Jina Integration](https://docs.moorcheh.ai/integrations/jina/overview.md): Use Jina jina-embeddings-v5-text-small with Moorcheh vector namespaces for multilingual semantic search.
- [LangChain Integration](https://docs.moorcheh.ai/integrations/langchain/overview.md): Lightning-fast semantic search engine and vector store using Maximally Informative Binarization (MIB) and Information-Theoretic Score (ITS)
- [LlamaIndex Integration](https://docs.moorcheh.ai/integrations/llamaindex/overview.md): Moorcheh Vector Store integration with LlamaIndex for advanced document processing and retrieval
- [MCP Configuration](https://docs.moorcheh.ai/integrations/mcp/configuration.md): Understand available tools, supported models, and troubleshooting
- [MCP Introduction](https://docs.moorcheh.ai/integrations/mcp/introduction.md): Deep dive into MCP concepts and Moorcheh's implementation
- [MCP Overview](https://docs.moorcheh.ai/integrations/mcp/overview.md): Moorcheh MCP Server - Complete integration guide
- [MCP Setup](https://docs.moorcheh.ai/integrations/mcp/setup.md): Learn how to install, configure, and start the MCP server
- [Mistral Integration](https://docs.moorcheh.ai/integrations/mistral/overview.md): Use Mistral mistral-embed with Moorcheh vector namespaces for semantic search.
- [n8n Integration](https://docs.moorcheh.ai/integrations/n8n/overview.md): Moorcheh community node for n8n workflow automation
- [Nvidia](https://docs.moorcheh.ai/integrations/nvidia/overview.md): Use NVIDIA llama-nemotron-embed-vl-1b-v2 with Moorcheh vector namespaces for semantic search.
- [Voyage AI Integration](https://docs.moorcheh.ai/integrations/voyage/overview.md): Use Voyage embedding models with Moorcheh vector namespaces for semantic search and RAG.
- [Privacy Policy](https://docs.moorcheh.ai/legal/privacy-policy.md): How Edge AI Innovations collects, uses, and protects personal information.
- [Terms & Conditions](https://docs.moorcheh.ai/legal/terms-and-conditions.md): Terms governing the use of Edge AI Innovations services, websites, and products.
- [Generate AI Answer](https://docs.moorcheh.ai/python-sdk/ai/generate.md): Generate AI-powered answers using your data with the Python SDK
- [Best Practices](https://docs.moorcheh.ai/python-sdk/best-practices.md): Learn best practices and error handling for the Moorcheh Python SDK
- [Client Initialization](https://docs.moorcheh.ai/python-sdk/client.md): Learn how to initialize and configure the MoorchehClient
- [Data Management](https://docs.moorcheh.ai/python-sdk/data.md): Upload and manage your data using the Python SDK
- [Delete Data](https://docs.moorcheh.ai/python-sdk/data/delete.md): Delete specific documents or vectors from a namespace using the Python SDK
- [Fetch Text Data](https://docs.moorcheh.ai/python-sdk/data/fetch-text-data.md): List text and summary chunks in a text namespace using the Python SDK
- [Get Documents](https://docs.moorcheh.ai/python-sdk/data/get-documents.md): Retrieve specific documents by their IDs using the Python SDK
- [Upload Text Data](https://docs.moorcheh.ai/python-sdk/data/upload-text.md): Upload text documents to a namespace using the Python SDK
- [Upload Vector Data](https://docs.moorcheh.ai/python-sdk/data/upload-vector.md): Upload pre-computed vector embeddings to a namespace using the Python SDK
- [Introduction](https://docs.moorcheh.ai/python-sdk/introduction.md): Getting started with the Moorcheh Python SDK
- [Legacy Client Methods](https://docs.moorcheh.ai/python-sdk/legacy-client.md): Deprecated legacy Python SDK API. Moorcheh no longer supports these methods—use the resource-based client instead.
- [Create Namespace](https://docs.moorcheh.ai/python-sdk/namespaces/create.md): Create a new namespace using the Python SDK
- [Delete Namespace](https://docs.moorcheh.ai/python-sdk/namespaces/delete.md): Permanently delete a namespace using the Python SDK
- [List Namespaces](https://docs.moorcheh.ai/python-sdk/namespaces/list.md): Retrieve a list of all namespaces using the Python SDK
- [Search](https://docs.moorcheh.ai/python-sdk/search/query.md): Perform semantic search across namespaces using the Python SDK
- [Quick Start](https://docs.moorcheh.ai/quickstart.md): Get started with Moorcheh in under 5 minutes

## OpenAPI Specs

- [openapi](https://docs.moorcheh.ai/api-reference/openapi.json)

## Optional

- [Community](https://discord.com/invite/CyxRFQSQ3p)
- [GitHub](https://github.com/moorcheh-ai)
- [Blog](https://www.moorcheh.ai/blog)