Multi-Agent Systems with Shared Memory Storage MCP servers

"Multi-Agent Systems with Shared Memory Storage" matching MCP servers:

• Shared Memory MCP Server

  haasonsaas

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  security

  F

  license

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  quality

  Provides a shared context layer for AI agent teams to improve token efficiency through context deduplication and incremental state sharing. It enables multiple agents to coordinate tasks, share real-time discoveries, and manage dependencies while significantly reducing redundant data transmission.

  Last updated 11 days ago

  3

• Multi-Memory MCP Server

  DanNsk

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  security

  F

  license

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  quality

  A knowledge graph memory server using SQLite to provide persistent, isolated contexts for organizing information into searchable categories like work and personal projects. It features unique ID-based operations and a token-efficient serialization format designed to optimize interactions with LLMs.

  Last updated 2 months ago

• Systems MCP

  lethain

  A

  security

  A

  license

  A

  quality

  An MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.

  Last updated 5 months ago

  2

  15

  MIT

• MCP Agent Memory

  justanotherspy

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  security

  F

  license

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  quality

  A production-ready MCP server that enables multiple AI agents to collaborate through a shared, concurrency-safe memory space. It supports advanced search, full CRUD operations, and automatic backups to facilitate asynchronous communication between agents.

  Last updated 3 months ago

• AI Agent with MCP

  moises-paschoalick

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  security

  F

  license

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  quality

  Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

  Last updated 7 months ago

  8

  2

• Neo4j Agent Memory MCP Server

  knowall-ai

  A

  security

  A

  license

  A

  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 3 months ago

  9

  25

  60

  MIT