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

  • agent-lsp

    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
    50
    93
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    -
    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    Last updated
    7
    277
    MIT

  • auxly-memory-cli

    Tzamun-Arabia-IT-Co
    A
    license
    -
    quality
    B
    maintenance
    Local-first, file-based memory layer for AI agents — one shared Markdown vault across Claude, Codex, Gemini, Cursor and any MCP client. Provides read/write memory tools with an audit trail, per-agent trust levels, and Git sync; no cloud and no lock-in.
    Last updated
    2
    MIT

  • flux7-memory

    KTCrisis
    A
    license
    -
    quality
    A
    maintenance
    Governed multi-agent memory for AI agents. Hybrid markdown + SQLite store with full-text search, vector retrieval, and LLM reranking. Three transports: MCP stdio, HTTP JSON-RPC, and MCP SSE. One Go binary
    Last updated
    1
    Apache 2.0

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    B
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    Last updated
    53
    20
    MIT

  • agent-guard-mcp

    Kavachh
    A
    license
    -
    quality
    B
    maintenance
    Provides git-aware safe file operations, allowing AI agents to delete files while protecting git-tracked source code from accidental deletion.
    Last updated
    MIT

  • dark-memory-mcp

    Opita-Code
    A
    license
    -
    quality
    A
    maintenance
    An MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent promises and deliverables are tracked and validated.
    Last updated
    MIT

  • Multi Database MCP Server

    FreePeak
    A
    license
    -
    quality
    C
    maintenance
    The Multi DB MCP Server is a high-performance implementation of the Database Model Context Protocol designed to revolutionize how AI agents interact with databases. Currently supporting MySQL and PostgreSQL databases.
    Last updated
    407
    MIT
  • knowing by blackwell-systems

    knowingofficial

    blackwell-systems
    A
    license
    -
    quality
    A
    maintenance
    Content-addressed code graph that produces ranked context for AI agents in one call. 22 MCP tools across indexing, blast radius, test scope, semantic diff, runtime traffic, and feedback-aware context packing. Incremental updates via Merkle DAG (no re-indexing). GCF wire format saves 84% tokens vs JSON
    Last updated
    16
    MIT

  • ltm

    dennisdevulder
    A
    license
    A
    quality
    A
    maintenance
    Portable memory protocol for AI coding sessions. Push the state of a session (goal, decisions, attempts, next step) from one MCP-capable agent and pull it back from another.
    Last updated
    12
    8
    Apache 2.0
  • asynkor by asynkor

    asynkorofficial

    asynkor
    A
    license
    -
    quality
    C
    maintenance
    Coordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude Code, Cursor, Windsurf, and other MCP agents stop overwriting each other.
    Last updated
    50
    Apache 2.0

  • MPM-Coding

    halflifezyf2680
    A
    license
    -
    quality
    A
    maintenance
    Provides AI coding assistants with code search, impact analysis, task chaining, and persistent memory to turn AI demos into deliverable code.
    Last updated
    17
    MIT

  • Airlock MCP Server

    adamorad
    A
    license
    -
    quality
    B
    maintenance
    Airlock provides named resource locks, atomic shared state, presence, events, and a task queue for AI agents to coordinate on a shared filesystem, with blocking waits and SQLite-backed persistence.
    Last updated
    1
    MIT