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Documentation Index

Fetch the complete documentation index at: https://docs.moorcheh.ai/llms.txt

Use this file to discover all available pages before exploring further.

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MCP Configuration

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What This Server Does

The Moorcheh MCP server provides tools for:
  • Namespace Management: Create, list, and delete namespaces for organizing your data
  • Document Operations: Upload and manage text documents and vector embeddings
  • Advanced Search: Perform semantic search across your data
  • AI-Powered Answers: Get intelligent responses based on your stored data

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Available Tools

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Namespace Tools

list-namespaces

View all your available namespaces

create-namespace

Create a new namespace for storing data

delete-namespace

Remove a namespace and all its contents

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Data Tools

upload-text

Upload text documents to a namespace

upload-file

Directly upload files to a namespace

upload-vectors

Upload vector embeddings to a namespace

get-data

Retrieve text documents by ID from text namespaces

delete-data

Remove specific data items from a namespace

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Search & AI Tools

search

Search across namespaces with vector similarity

answer

Get AI-generated answers based on top of your search

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Supported Bedrock Models

Model IDNameProviderDescription
anthropic.claude-sonnet-4-6Claude Sonnet 4.6AnthropicFast flagship: coding, tools, long docs and RAG (~1M context).
anthropic.claude-opus-4-6-v1Claude Opus 4.6AnthropicDeepest reasoning and hardest tasks; pick when quality matters most (~1M context).
meta.llama4-maverick-17b-instruct-v1:0Llama 4 Maverick 17BMetaLong context, summarization, function calling, fine-tuning friendly.
amazon.nova-pro-v1:0Amazon Nova ProAmazonChat, math, and structured answers for AWS-style workloads.
deepseek.r1-v1:0DeepSeek R1DeepSeekStep-by-step reasoning; math, logic, and technical explanations.
deepseek.v3.2DeepSeek V3.2DeepSeekEfficient general Q&A, multilingual, everyday RAG (~164K context).
openai.gpt-oss-120b-1:0OpenAI GPT OSS 120BOpenAILarge generalist: research-style answers and long-form writing.
qwen.qwen3-32b-v1:0Qwen 3 32BQwenCode and bilingual (EN/ZH) tasks in a smaller footprint.
qwen.qwen3-next-80b-a3bQwen3 Next 80B A3BQwenMoE model for long chats, docs, and code at scale (~256K context).

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Development

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Development Mode

For development with auto-reload:
Development Mode
npm run dev

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Available Scripts

ScriptDescription
npm startStart the MCP server
npm run devStart in development mode with auto-reload
npm testRun tests (when available)

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Troubleshooting

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Common Issues

  • Make sure you’ve created a .env file
  • Verify your API key is correctly set in the .env file
  • Check that the API key is valid in your Moorcheh dashboard
  • Your API key may be invalid or expired
  • Generate a new API key from the Moorcheh dashboard
  • Update your .env file with the new key
  • Check your internet connection
  • Verify the API endpoints are accessible
  • Try again in a few minutes

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Getting Help