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

Shared Memory MCP Server
Agent Orchestration Knowledge & Memory Autonomous Agents
evalops
A
license
B
quality
D
maintenance
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 2026-05-24
15
0
7
MIT
agent-memory
Knowledge & Memory Developer Tools RAG Systems
event4u-app
A
license
-
quality
B
maintenance
A persistent, trust-scored project memory for AI coding agents, backed by PostgreSQL + pgvector, providing durable memory of architecture decisions, bug patterns, and coding conventions.
Last updated 2026-05-25
5
1
MIT
Multi Agent MCP
Coding Agents Autonomous Agents Local
R-Mabasha
A
license
-
quality
C
maintenance
Transforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM.
Last updated 2026-04-14
2
MIT
multi-agent-debate-mcp
Autonomous Agents AI & Machine Learning Remote
albinjal
A
license
A
quality
B
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
15
17
MIT
Agent Memory
Knowledge & Memory File Systems Local
tverney
F
license
A
quality
B
maintenance
MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.
Last updated 2026-05-23
3
34
3
Systems MCP
Developer Tools Code Execution Local
lethain
A
license
B
quality
C
maintenance
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 2025-08-17
2
14
MIT
MCP Agent Memory
Knowledge & Memory Agent Orchestration Autonomous Agents
justanotherspy
A
license
-
quality
C
maintenance
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 2025-10-31
MIT
Excel MCP Server with Supabase
Workplace & Productivity Cloud Storage Hybrid
1126misakp
A
license
-
quality
C
maintenance
A powerful MCP server for Excel operations with seamless Supabase Storage integration.
Last updated 2025-10-21
MIT
Multi-Memory MCP Server
Knowledge & Memory Databases Local
DanNsk
F
license
-
quality
C
maintenance
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 2025-11-21
Agent Memory Bridge
Knowledge & Memory Developer Tools Local
zzhang82
A
license
A
quality
C
maintenance
MCP-native, local-first memory for coding agents that turns real sessions into reusable decisions, gotchas, and domain knowledge.
Last updated 2026-05-26
10
2
MIT
vmware-storage
Virtualization Cloud Platforms Monitoring
zw008
A
license
A
quality
B
maintenance
AI-powered VMware storage management for vSphere. Manage datastores, iSCSI targets, and vSAN via natural language with 11 MCP tools.
Last updated 2026-05-29
11
MIT
agent-memory-mcp
Knowledge & Memory Autonomous Agents Databases
kira-autonoma
A
license
A
quality
C
maintenance
An MCP server for managing agent memory using provenance tracking, decay-weighted retrieval, and feedback loops to optimize information recall. It allows agents to store insights in a local SQLite database and rank them based on confidence, age, and usefulness.
Last updated 2026-03-23
4
19
MIT
agent-memory-hub
Knowledge & Memory Search Autonomous Agents
AIsofialuz
F
license
A
quality
B
maintenance
Enables AI agents to store, search, and retrieve long-term memories with BM25 full-text search, auto-tagging, and importance scoring.
Last updated 2026-05-19
7
Agent Memory MCP Server
Knowledge & Memory Search Local
AiAgentKarl
A
license
-
quality
C
maintenance
Provides persistent key-value storage with full-text search, tags, and namespaces for AI agents to maintain context across sessions.
Last updated 2026-04-03
MIT
AI Agent with MCP
Communication Agent Orchestration Developer Tools
moises-paschoalick
F
license
-
quality
C
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
27
2
Shared MCP Gateway
Developer Tools Agent Orchestration Hybrid
xfn-jjw
F
license
-
quality
C
maintenance
Aggregates multiple shared MCP servers into a single HTTP gateway, providing a unified, observable, and reusable MCP access layer for multiple AI clients like Codex, OpenCode, and OpenClaw. It centralizes configuration management, logging, health checks, and circuit breaking to simplify multi-client MCP deployments.
Last updated 2026-05-28
5
Systems Manager
Knuckles-Team
-
license
-
quality
-
maintenance
Enables AI agents to manage system updates, application installations, and remote host orchestration through MCP tools.
Last updated 2026-05-29
3
agent-lsp
Developer Tools Code Analysis Autonomous Agents
blackwell-systems
A
license
A
quality
A
maintenance
MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
Last updated 2026-05-23
50
36
MIT
shared-context-cache-mcp
Knowledge & Memory Autonomous Agents Remote
AiAgentKarl
A
license
A
quality
C
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
Neo4j Agent Memory MCP Server
Knowledge & Memory Databases RAG Systems
knowall-ai
A
license
A
quality
C
maintenance
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 2025-10-27
9
29
68
MIT