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117,443 servers. Updated
20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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"Exploring Memory Persistence in DeepSeek Technology" matching MCP servers:

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  • A
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    A modular monolith MCP server connecting multiple providers (Redash, PostgreSQL, GitHub) with unified permission, security, and auditing, enabling secure data access and tool execution.
    4
    26 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides Claude with a persistent, auditable memory stored as markdown and YAML files in a private GitHub repo. Enables reading, appending, organizing, and messaging between agent conversations through MCP tools.
    9 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Serves a git-backed folder of Markdown notes over MCP so AI agents can search, read, write, move and delete them, with every write recorded as a git commit attributed to the calling client. Supports full-text section search with snippets, wikilinks and typed relations, LFS-backed searchable attachments, optimistic concurrency for multiple agents, and per-client token or OAuth 2.1 access.
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability.
    15 npm
    4
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables deterministic behavioral regression review of pull-request diffs by checking changed code against approved incident-derived contracts. It exposes read-only tools to assess diffs and pull requests, list and fetch contracts, and report outcomes over stdio without mutating repositories.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex and Claude to share Git-backed Markdown memories, assistant handoffs, and reusable skills through read-only and write-enabled MCP endpoints, while owners review revisions, conflicts, and deletion requests in a private GUI.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to read and write GitHub repositories and persist structured memory entries—prompt, plan, and result—on Turso, with search, timeline, retrieval, and soft deletion while redacting secrets.
    MIT
  • A
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    A
    quality
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    maintenance
    Lets agents read a GitHub repository's live issues through read-only tools for listing, filtering, fetching details with comments and cross-references, searching, and exploring labels and milestones, with transparent pagination and provenance notes.
    5
    MIT
  • A
    license
    A
    quality
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    maintenance
    Universal Git-powered persistent memory, context rules & native MCP server for AI coding agents. Prevents context amnesia with stateful workflows, Git Notes, and cross-model review gates across Claude, OpenAI, Gemini & DeepSeek in Cursor, Claude Code & VS Code.
    6
    12
    588 npm
    5
    MIT
  • A
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    Enables Codex to delegate routine repository exploration, implementation, refactors, tests, and fixes to DeepSeek Harness in isolated Git worktrees, returning compact results and patches for review while keeping the main workspace protected.
    5
    21 npm
    MIT
  • A
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    A
    quality
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    maintenance
    Quilt gives every AI agent line-level authorship in a shared Git checkout, so multiple agents work in one repo, and each commits only its own lines, with symbol-level claims that block collisions before any bytes change.
    12
    72 npm
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Repository-native protocol and MCP server for coordinating work items, documentation, changelogs, and project memory between humans and AI agents, using Markdown files in a Git repository as the canonical data source.
    30
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Git-native decision memory for coding agents: stores constraints, ruled-out alternatives, and warnings as git trailers and refs/notes, returning only records still in force for the file path being edited.
    8
    18
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables detection and resolution of Git merge conflicts in repositories through MCP, providing tools to identify conflicting files and assist with conflict resolution workflows.
    5
    50 npm
    5
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with a local LLM.
    8
    2
    MIT
  • F
    license
    A
    quality
    A
    maintenance
    A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.
    7
    18,253 PyPI
    2,835
    -
  • A
    license
    B
    quality
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    maintenance
    A unified MCP server that combines GitHub, local Git, Slack, web fetching, persistent memory, and filesystem tools into a single configuration entry, with dangerous capabilities like shell execution disabled by default.
    13
    64 npm
    MIT