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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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  • A
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    maintenance
    This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations without vector databases.
    11
    ISC
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local MCP server that accumulates the business-domain knowledge of a software project — flows, integrations, decisions, nuances — and makes it available to any MCP-compatible agent (Claude Code, Cursor, Copilot, Gemini, OpenCode). The goal is to capture the why behind the code: the stuff a new developer would need six months from now to understand why a thing is built the way it is. The what is
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    A server for managing project documentation and context across Claude AI sessions through global and branch-specific memory banks, enabling consistent knowledge management with structured JSON document storage.
    21 npm
    11
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    DocPull v6 is a local-first MCP server that turns public web sources into cited, versioned context packs for AI agents, RAG systems, and developer workflows. It can fetch and sync public static and server-rendered sources such as changelogs, standards, API references, OpenAPI specs, feeds, repo/package metadata, papers, filings, pricing pages, blogs, and other web sources.
    86 PyPI
    29
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Apple HIG compliance auditing, providing tools to list skills, search/lookup HIG references, audit files/projects, and explain findings.
    150
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides AI assistants with direct access to Jamf official documentation, enabling them to answer Jamf-related questions by searching, retrieving articles, and browsing product documentation.
    6
    237 npm
    5
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables interaction with Zhejiang University's learning platform (学在浙大 / 智云课堂) via MCP tools, allowing natural language commands to check todos, view schedules, fetch lecture transcripts, and submit homework.
    7
    9
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  • A
    license
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    quality
    B
    maintenance
    Provides AI clients with deterministic lookup and cross-walk tools for 1,460+ public-sector contracting references, covering FAR/DFARS, SBA set-asides, NAICS/PSC/NIGP codes, procurement portals, glossary terms, and capture playbooks.
    760 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI coding agents to list, search, and read the official TypeSafe Jev documentation through MCP tools, with in-memory caching and no API key required.
    3
    6 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Gives an LLM client BM25 keyword search over a local corpus of Markdown and text files, letting it find ranked passages, fetch exact chunks with source offsets, read whole documents, and list what was indexed. It runs entirely locally over stdio with an in-memory index, calling no model and requiring no API key.
    4
    -
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for exploring 4.2 BSD historical UNIX documentation, source code, and system calls. It provides tools to search and read prose manuals, man pages, source files, and the syscall table.
    13
    Creative Commons Zero v1.0 Universal
  • F
    license
    A
    quality
    D
    maintenance
    Enables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Gives coding agents in-memory access to the language's specifications, diagnostic and fault catalogue, verified code recipes, and university curriculum, plus toolchain tools to check, evaluate, and test source when a local binary is installed.
    8
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP-compatible clients like Cursor to search, browse, retrieve, and explore LearnOneTech's public technology, Android, mobile, FRP, apps, and troubleshooting articles via the WordPress REST API without an API key.
    6
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server for querying and exploring SysML XMI models, specifically designed for MTConnect model exports. It allows users to search for packages, classes, and enumerations while providing tools for analyzing documentation and inheritance hierarchies.
    11
    1
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