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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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  • A
    license
    A
    quality
    B
    maintenance
    Project Memory stores decisions, evidence, outcomes and reviewed lessons in local SQLite. Assistants retrieve bounded context through three MCP tools. People follow and plan work in a live workspace with an overview, sprint board, decision history, readable documents, skills and project maps. Offline exports remain available.
    3
    96 PyPI
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides structured workflow tools for managing software development projects through different complexity levels, offering specialized modes for project planning, design, implementation, and documentation.
    5
    35 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to store, search, and manage persistent memories, todos, kanban boards, reminders, and progress trackers in a local SQLite database.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A project state control plane for multiple AI agent sessions to share structured conclusions such as tasks, checkpoints, code maps, decisions, and handoffs. It enables agents to read and write persistent project state via MCP tools while humans track progress through a lightweight panel.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to access a shared, authenticated memory and project management system with durable storage, task tracking, roadmaps, and semantic search, deployed on Cloudflare.
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables comprehensive management of OpenProject work packages, projects, comments, and relations through natural language. Supports creating, updating, and organizing tasks with assignees, watchers, hierarchies, and inter-task relationships.
    21
    -
  • A
    license
    B
    quality
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    maintenance
    Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to seamlessly integrate with the Goodday project management platform via its API v2. It enables querying of projects, tasks, and users—without altering any data—making it ideal for secure context-aware applications
    21
    2
    MIT
  • A
    license
    A
    quality
    C
    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
    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
    B
    maintenance
    Enables an AI assistant to analyse, and when permitted edit, Primavera P6 Professional schedules on a Windows PC, whether they live in a standalone SQLite database or plain XER files. It provides critical path and float analysis, DCMA health checks, progress comparisons, and in-memory what-if scenarios, with write operations off by default and protected by dry runs, backups, and an edit log.
    11
    5
    Apache 2.0
  • F
    license
    A
    quality
    D
    maintenance
    MCP server enabling AI agents to create, update, search, assign, and complete tasks on TaskLogger.io via the TaskLogger REST API, with secure local credential management and token persistence.
    17
    -
  • A
    license
    B
    quality
    B
    maintenance
    Enables coding agents to set up and manage the environment around a project — deployments to GitHub, Vercel and Railway, secrets, domains, technology choices and business systems — with help that adapts from guided walkthroughs to terse facts. It also researches companies and drafts offers using the user's own model and tokens, and reads project goals, decisions and a public technology catalog.
    29
    243 npm
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A complete todo management system with authentication and billing that enables AI assistants to create, manage, and track todos with user accounts, free tier limits, and database persistence.
    12
    7 npm
    24
    MIT