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

  • MCP Memory Server

    keleshteri
    A
    license
    B
    quality
    D
    maintenance
    Gives AI coding assistants persistent memory, safety controls, and project awareness by tracking coding sessions, protecting critical files from modifications, and managing approval workflows with automatic changelog generation.
    19
    13
    MIT

  • codebase-memory

    yuga-hashimoto
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent memory for AI coding agents through the Model Context Protocol, enabling them to store and retrieve project knowledge across sessions.
    57
    MIT
  • Oceanir Memory by Oceanir

    Oceanir Memoryofficial

    Oceanir
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.
    1

  • verbative-memory

    verbative
    F
    license
    Not graded
    quality
    B
    maintenance
    On-device memory system for AI coding agents that captures commands, edits, and test results in a lossless ledger plus distilled facts, then provides selective recall over MCP with tools like remember, recall, search, and ask.
    1

  • kg-memory-mcp

    arunmenon
    F
    license
    Not graded
    quality
    D
    maintenance
    An in-memory knowledge graph MCP server that gives coding agents structural and semantic recall over codebases by indexing Python source, ADR documents, and project configuration, exposing 7 tools for search, traversal, context retrieval, and natural-language Q&A.

  • MemoryGraph

    memory-graph
    A
    license
    Not graded
    quality
    A
    maintenance
    A graph-based MCP server that provides AI coding agents with persistent memory to store patterns, track complex relationships, and retrieve knowledge across sessions. It leverages graph structures to handle temporal queries and relational paths that traditional vector stores often miss.
    234
    MIT

  • Verified Repo Memory MCP

    cognitivemyriad
    A
    license
    B
    quality
    Not graded
    maintenance
    Provides repository-scoped safe memory for AI coding agents with just-in-time verification against file changes to ensure facts remain accurate. It links memories to specific code citations and automatically marks them as stale if the underlying source code is modified or deleted.
    5

  • Telegram MCP Server

    archetyx
    A
    license
    A
    quality
    F
    maintenance
    Enables remote control of AI coding assistants (Claude Code/Codex) via Telegram, allowing you to manage long-running tasks, send commands, and receive notifications from anywhere. Supports unattended mode with smart polling for up to 7 days and multi-session management.
    8
    29
    MIT
  • abap2UI5 MCP Server by abap2UI5

    abap2UI5 MCP Serverofficial

    abap2UI5
    A
    license
    A
    quality
    B
    maintenance
    Provides AI coding agents a full abap2UI5 development loop—writing ABAP classes, validating views, deploying, and running apps headless with screenshots—all locally without an SAP system.
    9
    145
    1
    MIT

  • Deepseek MCP Server

    arikusi
    A
    license
    A
    quality
    A
    maintenance
    MCP server for DeepSeek AI models (Chat + Reasoner). Supports multi-turn sessions, model fallback with circuit breaker, function calling, thinking mode, JSON output, multimodal input, and cost tracking.
    3
    4,045
    17
    MIT

  • LeetCode MCP Server

    jinzcdev
    A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides integration with LeetCode APIs, enabling automated interaction with programming problems, contests, solutions, and user data across both leetcode.com and leetcode.cn platforms.
    9
    220
    139
    MIT

  • Aurai Advisor (上级顾问 MCP)

    LZMW
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables local AI models to receive guidance from remote 'senior' AI providers like OpenAI, Anthropic, and Gemini to solve programming problems. It features intelligent multi-turn dialogue management, context synchronization, and automated session history tracking.
    4
    11

  • Aibolit MCP Server

    cqfn
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that helps AI coding assistants identify critical design issues in code, rather than just focusing on cosmetic problems when asked to improve code.
    1
    19
    27
    MIT

  • Think Tool MCP Server

    PhillipRt
    A
    license
    A
    quality
    D
    maintenance
    Official implementation of Anthropic's 'think' tool that provides Claude with a dedicated space for structured reasoning, improving performance by up to 54% on complex tasks requiring multi-step problem solving.
    1
    26
    126
    MIT