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"A memory-efficient MCP server with vectorized memory bank synchronization" matching MCP servers:

  • failure-memory

    CongBao
    A
    license
    A
    quality
    A
    maintenance
    Failure Memory provides AI coding agents with a shared local memory of failures, enabling them to record, recall, and learn from mistakes across sessions.
    2
    MIT

  • flux7-memory

    KTCrisis
    A
    license
    Not graded
    quality
    B
    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
    1
    Apache 2.0

  • agent-memory-mcp

    ipiton
    A
    license
    Not graded
    quality
    A
    maintenance
    A memory, docs, and repo context layer for engineering agents, providing typed persistent memory, RAG document retrieval, and repository-aware tools to recall decisions, runbooks, and operational knowledge across sessions.
    40
    MIT

  • MCP Memory LibSQL Go

    ZanzyTHEbar
    A
    license
    Not graded
    quality
    C
    maintenance
    🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship management - perfect for AI agents and knowledge graph applications.
    7
    MIT

  • dark-memory-mcp

    Opita-Code
    A
    license
    Not graded
    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.
    MIT

  • auxly-memory-cli

    Tzamun-Arabia-IT-Co
    A
    license
    Not graded
    quality
    A
    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.
    2
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    Not graded
    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.
    6
    280
    MIT
  • Massdriver MCP Server by massdriver-cloud

    Massdriver MCP Serverofficial

    massdriver-cloud
    A
    license
    Not graded
    quality
    A
    maintenance
    A Model Context Protocol server for Massdriver that enables AI assistants to manage infrastructure platform resources like projects, environments, deployments, policies, and more. It provides 106 tools and supports stdio or HTTP transports.
    1
    MIT
  • Terraform MCP Server by hashicorp

    Terraform MCP Serverofficial

    hashicorp
    A
    license
    Not graded
    quality
    A
    maintenance
    The Terraform MCP Server is a Model Context Protocol (MCP) server that integrates seamlessly with Terraform Registry and HCP Terraform APIs, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development.
    1,510
    Mozilla Public 2.0

  • sql-mcp-server

    nethinwei
    A
    license
    Not graded
    quality
    A
    maintenance
    A governed SQL gateway for untrusted AI agents, providing controlled access to PostgreSQL, MySQL, and OceanBase with RBAC, field ACLs, row policies, and cost controls.
    MIT

  • tailscale-mcp-server

    pnocera
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
    2
    MIT

  • maas-mcp-server

    lspecian
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with MAAS (Metal as a Service) infrastructure for machine management, network configuration, and storage management through a standardized JSON-RPC 2.0 interface.
    3
    MIT