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  • A
    license
    A
    quality
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    maintenance
    Provides AI agents with persistent long-term memory over MCP, extracting durable facts from conversations, storing them as plain files, and injecting ranked memories into later sessions via recall and search tools.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Lossless, categorized long-term memory for Claude Code (and any MCP client), backed by Qdrant, capturing compaction summaries across generations.
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A long-horizon memory architecture for AI agents, providing a scalable, graph-based memory with causal typing and an MCP interface.
    4
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Talk to Okta IGA like you talk to a coworker. Import access data, discover patterns, and create entitlement bundles—all through natural conversation.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Persistent, auditable memory for AI agents. Hybrid BM25 + vector recall with 18 MCP tools, adaptive block metadata (A-MEM), intent-aware routing, contradiction detection, and governance workflows. Zero external dependencies. Drop-in memory for Claude Code and any MCP-compatible agent.
    327 PyPI
    17
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Persistent memory MCP server that stores and retrieves memories in Markdown files, enabling shared context across multiple AI agents with hybrid search and deduplication.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop traversal for AI agents and IDEs.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A full-featured MCP server for Adobe Experience Manager that enables non-technical users to manage AEM content, components, assets, and workflows via natural language through any MCP-compatible client.
    147 npm
    4
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A standalone MCP server for SAP ABAP development and customizing that connects directly to your SAP system via ADT REST API, enabling AI assistants to search, read, write, activate, transport, debug, and run quality checks on ABAP code, as well as manage customizing/IMG configurations with governed transport recording.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for the driaforall/mem-agent model that enables interaction with an obsidian-like memory system through apps like Claude Desktop or LM Studio.
    628
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server implementing memory solutions for data-rich applications using HippoRAG for efficient knowledge graph capabilities, enabling search across multiple sources including uploaded files.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-controlled management of Apache Beam data pipelines across different runners (Flink, Spark, Dataflow, Direct) via the Model Context Protocol.
    4
    MIT