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

• hive-mcp-agent-storage

  srotzin

  A

  license

  -

  quality

  C

  maintenance

  Agent-native object storage MCP server with per-agent DID isolation and x402 pay-per-byte metering in real Base USDC, enabling autonomous agents to store and retrieve objects with hot, warm, or cold retention classes.

  Last updated 2026-05-04

  MIT

• vmware-storage

  zw008

  A

  license

  A

  quality

  A

  maintenance

  AI-powered VMware storage management for vSphere. Manage datastores, iSCSI targets, and vSAN via natural language with 11 MCP tools.

  Last updated 2026-07-21

  11

  1

  MIT

• multi-agent-debate-mcp

  albinjal

  A

  license

  A

  quality

  C

  maintenance

  Facilitates structured multi-agent debates with arguments, rebuttals, and judgments across multiple rounds, enabling diverse AI personas to engage in formal debate and collaborative problem-solving.

  Last updated 2025-06-11

  1

  31

  17

  MIT

• Document Systems

  bankszach

  A

  license

  -

  quality

  B

  maintenance

  A stateless MCP server for composing, validating, auditing, and rendering consequential documents from a small semantic model.

  Last updated 2026-07-29

  MIT

• qwen-memory-agent

  rduffyuk

  A

  license

  -

  quality

  B

  maintenance

  MCP-native persistent-memory agent that remembers user preferences across sessions, forgets superseded facts, and recalls relevant memories within a tight token budget.

  Last updated 2026-07-20

  MIT

• Multi-Agent Council Review

  dustdustpy

  F

  license

  -

  quality

  C

  maintenance

  Orchestrates multiple LLM agents to perform parallel code review, then synthesizes and votes on suggestions to rank improvements by consensus.

  Last updated 2026-03-06

• blob-storage

  shgsousa

  F

  license

  -

  quality

  D

  maintenance

  A lightweight MCP data broker that stores large binary payloads under a UUID, enabling MCP clients and agents to exchange massive results without flooding the LLM context window.

  Last updated 2026-03-01

• gcp-storage-mcp

  uysalserkan

  A

  license

  -

  quality

  C

  maintenance

  Enables interaction with Google Cloud Storage buckets and blobs through an MCP server, supporting operations like listing, uploading, searching, batch operations, and generating signed URLs.

  Last updated 2026-02-11

  9

  Apache 2.0

• AI Agent with MCP

  moises-paschoalick

  A

  license

  -

  quality

  D

  maintenance

  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 2025-06-27

  23

  2

  MIT

• agent-memory-mcp

  126-colby

  A

  license

  -

  quality

  C

  maintenance

  Gives AI coding assistants persistent memory by storing, semantically searching, and organizing notes on Cloudflare's free tier.

  Last updated 2026-06-27

  24

  MIT

• shared-context-cache-mcp

  AiAgentKarl

  A

  license

  A

  quality

  D

  maintenance

  MCP server for shared context caching with trust verification -- AI agents share and verify computed results to reduce token cost and increase reliability.

  Last updated 2026-04-03

  8

  1

  MIT

• Multi MCP

  One-MCP

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that proxies multiple MCP servers, allowing you to configure and access multiple MCP servers through a single endpoint with namespace support.

  Last updated 2025-06-15

  4

  MIT

• Cloud Storage Agent

  gabrielpreda

  A

  license

  -

  quality

  C

  maintenance

  An MCP server deployed on Cloud Run that enables reading Cloud Storage and leveraging Vertex AI models via natural language.

  Last updated 2026-06-13

  MIT

• Design Systems MCP Server

  southleft

  A

  license

  -

  quality

  D

  maintenance

  Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated entries via semantic vector search.

  Last updated 2026-07-25

  16

  193

  MIT

• Multi-agent MCP Network

  abdulsammad-lgtm

  F

  license

  -

  quality

  C

  maintenance

  MCP server exposing specialized AI agents (CEO, CTO, Designer, Sales, Marketing, QA) that collaborate through an intelligent orchestrator for business strategy, technology, design, sales, marketing, and quality tasks.

  Last updated 2026-07-27

• multi-model-mcp

  fernando-freitas-alves

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and running critique loops, debates, red-teaming, and answer ranking.

  Last updated 2026-06-22

  6

• Multi-Search MCP Server

  guptabhishek

  A

  license

  A

  quality

  C

  maintenance

  Provides unified web search across multiple providers (Google, Tavily, DuckDuckGo, Brave) with automatic fallback, maximizing free API quota usage for AI workflows.

  Last updated 2025-08-03

  8

  1

  39

  7

  MIT

• gmail-mcp-multi

  dmorrill

  A

  license

  A

  quality

  F

  maintenance

  A Gmail MCP server with native multi-account support, enabling management of multiple Gmail accounts from a single server instance.

  Last updated 2026-03-08

  7

  3

  MIT

• Memory MCP

  gregpriday

  A

  license

  B

  quality

  D

  maintenance

  An MCP server that provides AI assistants with persistent, semantic memory using Turso for storage and OpenAI for vector search. It enables natural language operations to store, retrieve, and refine information with automatic duplicate detection and quality validation.

  Last updated 2026-03-10

  5

  28

  MIT

• notion-multi-mcp

  kerwin77106

  A

  license

  C

  quality

  B

  maintenance

  An MCP server that lets AI assistants operate multiple Notion accounts simultaneously.

  Last updated 2026-05-14

  44

  MIT