Needle MCP server enables AI agents to manage documents and perform semantic searches. It exposes tools for document ingestion, retrieval, and vector search. The server connects to vector databases and integrates with LLM-based RAG systems. Developers use it to build applications requiring long-term memory for AI agents.
Needle MCP server enables AI agents to manage documents and perform semantic searches. It exposes tools for document ingestion, retrieval, and vector search. The server connects to vector databases and integrates with LLM-based RAG systems. Developers use it to build applications requiring long-term memory for AI agents.
pip install needle-mcpAdd this configuration to your claude_desktop_config.json:
{
"mcpServers": {
"needle-ai-needle-mcp-github": {
"command": "uvx",
"args": [
"pip install needle-mcp"
]
}
}
}Restart Claude Desktop, then ask:
"What tools do you have available from needle mcp?"
API Key Required
This server requires an API key from needle mcp. Add it to your environment or config.
| Variable | Required | Description |
|---|---|---|
| NEEDLE_MCP_API_KEY | Yes | Your needle mcp API key |
"What resources are available in needle mcp?"
Claude will query available resources and return a list of what you can access.
"Show me details about [specific item] in needle mcp"
Claude will fetch and display detailed information about the requested item.
"Create a new [item] in needle mcp with [details]"
Claude will use the appropriate tool to create the resource and confirm success.
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