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  • memory-engine

    top777
    A
    license
    B
    quality
    C
    maintenance
    Enables programming agents to capture errors and conversation signals, reflect on root causes, consolidate reusable skills, and retrieve relevant context for future tasks, providing a self-learning memory loop.
    15
    MIT

  • living-memory-engine

    v1b3x0r
    A
    license
    A
    quality
    B
    maintenance
    A persistent world your agents share across sessions and models. MCP memory server with semantic memory retrieval, cross-agent handoff, a hosted remote endpoint with OAuth, a free 24-hour room, and an open-source local stdio server.
    4
    Apache 2.0

  • iai-personal-memory-engine

    CodeAbra
    A
    license
    A
    quality
    A
    maintenance
    A local MCP server that gives AI assistants a long-term memory by capturing sessions verbatim and surfacing relevant context automatically.
    14
    794
    MIT

  • Context Engine MCP Server

    Kirachon
    F
    license
    B
    quality
    A
    maintenance
    A local-first, agent-agnostic MCP server that provides semantic search, persistent memory, and automated code review capabilities for development workflows. It leverages the Auggie SDK to offer advanced tools for codebase indexing, implementation planning, and deterministic static analysis.
    52
    48

  • Deliberate Reasoning Engine

    evalops
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that structures AI reasoning as directed acyclic graphs of semantic thoughts, enabling explicit dependencies, assumption tracking, and cascade invalidation for transparent decision-making.
    7
    5
    MIT

  • Alethea World History Engine

    Watashicuvu
    A
    license
    Not graded
    quality
    D
    maintenance
    A narrative graph engine that enables LLMs to generate, track, and mutate complex fictional worlds while maintaining consistency between factions, characters, and locations. It acts as a specialized RAG framework for storytelling, allowing models to manage thousands of entities without exceeding context limits.
    MIT

  • Archive Search

    nanayax3
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic search across conversation archives via MCP, allowing AI clients to retrieve relevant past conversations using vector embeddings and text fallback.
    0
    4
    ISC

  • Federated Search

    ArkTechNWA
    F
    license
    Not graded
    quality
    B
    maintenance
    A federation MCP server that sits in front of multiple memory backends and presents a unified search surface to AI agents, allowing a single query to search across knowledge graphs, session history, and web search.

  • conversation-search

    gebeer
    F
    license
    Not graded
    quality
    D
    maintenance
    Full-text search over Claude Code conversation history using SQLite FTS5, exposing indexed transcripts as MCP tools for searching, browsing, and reading turns.
    3

  • memory-engine-mcp

    kagioneko
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides persistent memory for AI agents by storing session snapshots, factual memories, and conversation summaries. It enables seamless continuity between interactions by allowing agents to restore previous emotional states and recall relevant past experiences.