AgentDB
Self-learning vector memory for AI agents. AgentDB is a Model Context Protocol (MCP) server maintained by ruvnet. It connects to MCP-compatible clients such as Claude Desktop, Cursor, Cline, and other agents that speak the protocol. It is categorized under AI/Memory, AI/VectorDB and Database/Vector.
What is this MCP
AgentDB is a self-learning vector memory system designed for AI agents that improves over time through usage. It features episodic memory, a skill library, causal reasoning capabilities, and a Thompson Sampling bandit algorithm that enhances search quality by up to 36% based on agent feedback.
How to use this MCP
The MCP provides 41 different tools for interacting with the vector memory system. Agents can use these tools to store, retrieve, and learn from their interactions. The system automatically improves its search and retrieval capabilities based on usage patterns and feedback, making it smarter with each interaction.
What this MCP can be used for
This MCP can be used to enhance AI agents with persistent, improving memory capabilities. It's ideal for applications requiring agents to learn from past experiences, build skill libraries, perform causal reasoning, and maintain long-term context across interactions. The system is particularly useful for complex agent workflows that benefit from adaptive memory and improved search functionality.
AIMCP authority
DR and traffic signal for the AIMCP public domain.
Frequently asked questions
What is the AgentDB MCP server?
AgentDB is a Model Context Protocol server from ruvnet. It lets MCP-compatible AI clients call its tools over a standard interface, so agents like Claude, Cursor, and Cline can use it without custom integration.
How do I connect AgentDB to my AI client?
Add AgentDB to your MCP client configuration (Claude Desktop, Cursor, or Cline) as a stdio or SSE server, then restart the client so it picks up the new server.
Is AgentDB free to use?
AgentDB is listed on AIMCP for free. Any API keys or accounts required by the underlying service are set by its provider.
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