"Memory systems for AI agents" matching MCP servers:

• n8n Manager for AI Agents

  czlonkowski

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  security

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  license

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  quality

  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 9 months ago

  54

  MIT
• 

  Memstate AI - Agent Memoryofficial

  memstate-ai

  A

  security

  A

  license

  A

  quality

  Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.

  Last updated 5 days ago

  10

  7

  7

  1

  Apache 2.0

• MCP AI Memory

  scanadi

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  security

  A

  license

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  quality

  Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.

  Last updated a month ago

  16

  45

  MIT

• Neo4j Agent Memory MCP Server

  knowall-ai

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  security

  A

  license

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  quality

  Enables AI agents to store, retrieve, and connect information in a Neo4j graph database as persistent memory, with semantic relationships, natural language search, and temporal tracking across conversations.

  Last updated 5 months ago

  9

  15

  64

  MIT

• Todo for AI MCP Server

  todo-for-ai

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  security

  A

  license

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  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 4 months ago

  2

  Apache 2.0

• AI-Collab-Memory

  sodam-ai

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  security

  A

  license

  A

  quality

  An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.

  Last updated a month ago

  7

  3

  MIT