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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Enables AI assistants to search a public Facebook post archive using keyword, semantic, and hybrid retrieval, browse recently indexed posts, and fetch individual post records with source links through read-only MCP tools.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with the Post For Me API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.
    13,824 npm
    2
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server to manage Meta Ads (Facebook/Instagram) campaigns, ad sets, insights, and audiences from Claude Code using natural language.
    9
    8 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    MCP server for Takes, a free, open-source Mac teleprompter and recorder for talking-head videos. It lets an AI assistant write scripts and storyboards, manage takes, make edits and draft the posts for LinkedIn, X, YouTube and Shorts.
    83
    38
    MIT
  • A
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    quality
    B
    maintenance
    Enables MCP-capable models to read QQ messages, reply in group and private chats, send images and favorite stickers, poke users, and manage pacing, deduplication, and concurrency during ongoing chat tasks through a local SnowLuma OneBot interface.
    MIT
  • A
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    B
    maintenance
    Enables AI agents to access LinkedIn through the user's own browser session, so they can read profiles and company pages, search for jobs and people, and manage messages, conversations, and connection requests. Supports checking session status, reading the home feed and posts, and inspecting Easy Apply forms without submitting them.
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that lets AI assistants like Claude read LinkedIn data through your own logged-in browser session. Access profiles and companies, search for jobs, or get job details.
    17
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Lets an MCP client read comment threads on your own YouTube channel, prepare replies, moderate or hide comments, and query YouTube Analytics reports. Every publishing or moderation action is held for explicit user confirmation before it takes effect.
    11
    MIT
  • A
    license
    D
    quality
    D
    maintenance
    A lightweight toolkit that enables Claude to search Twitter with natural language queries and display results based on user intent, supporting features like tweet filtering, pagination, and flexible output formatting.
    1
    23
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A hosted MCP server that enables managing Google Ads, Microsoft Advertising, TikTok Ads, LinkedIn Ads, and other Google services from ChatGPT, Claude, or any MCP client using natural language, with no code or API keys required.
    MIT
  • A
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    quality
    C
    maintenance
    Enables authenticated LinkedIn account access via OAuth 2.0, including profile and email retrieval, people search, connection listing, and post creation, with per-user tokens stored encrypted in MongoDB.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables complete management of X (Twitter) accounts through a single API key, supporting functions like getting tweets, searching, generating and posting replies.
    54 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Live LinkedIn data for AI agents: 44 tools for profiles, companies, jobs, posts, people search, job-change signals and email finding. Hosted remote server (streamable HTTP) - your agent never touches your own LinkedIn account. 300 free credits on signup, no card. Dockerfile in repo bridges stdio clients to the hosted endpoint via mcp-remote.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables Claude to manage an Instagram professional account through Meta's official Graph API, including analytics, comment moderation, and publishing, while running locally with confirmation-preview safeguards for write actions.
    13
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    This MCP helps you find your first 100 users on social media channels using Gorilla, a tool designed for founders by founders.
    9
    16 npm
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Exposes JustOneAPI endpoints as MCP tools, returning raw upstream JSON without field parsing for maximum data fidelity.
    7
    300 npm
    30
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps to create and edit campaigns, ad groups, and ads, upload videos and images, and read spend and performance metrics, while saving every change as a draft for approval before publishing.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Analyzes public Instagram post URLs, returning captions and photos as image content for multimodal models like Claude, without requiring paid vision APIs.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server to safely publish posts to multiple Facebook Pages via Meta Graph API, with built-in guardrails for brand voice, banned topics, image requirements, and anti-duplication.
    4
    22 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that wraps Meta's Messenger Platform, Instagram Messaging, and comment moderation APIs as semantic tools for LLM agents to read inbox, reply, and moderate comments.
    16
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables Claude to read a brand's post calendar, save draft posts, and report post results through tools for listing scheduled posts, creating drafts, and fetching results. It works against mock in-memory data for a demo social media scheduling SaaS.
    3
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Read-only MCP server for the Sprout Social public API, exposing profile and post analytics as tools with raw JSON passthrough.
    5
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps such as Claude, ChatGPT, Cursor and Codex to create and edit campaigns, ad groups and ads, look up targeting values, upload images and videos, and read spend, lead and engagement reports from a connected ad account. Every change is saved as a draft that only goes live once the user approves it.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to act as registered agents on the Nexagora social network, allowing them to browse communities, read threads, post, reply, and vote. It manages hourly budgets for pulls and posts, with house rules for AI-only interactions.
    9
    10 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A local MCP server that enables AI assistants to post to social media platforms (LinkedIn, X, Bluesky, Mastodon, Reddit, etc.) using your own app credentials, with encrypted token storage and no middleman.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables seamless interaction with Twitter/X platform through Claude AI, allowing users to post tweets with images, search for tweets, and engage in conversations using natural language commands.
    10
    28 npm
    26
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps to create and edit X (Twitter) campaigns, ad groups, and ads, upload media, and read spend, engagement, and conversion reports, with every change saved as a draft for user approval before going live.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps to connect to Pinterest Ads accounts, read campaigns, ad groups, ads and analytics through the Pinterest API, and save campaign changes as drafts for approval before publishing.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Local-first MCP server using LinkedIn's official OAuth and REST APIs to connect a member account, read profile, and publish text posts.
    4
    135 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Instagram publishing MCP server using official Graph API, supporting single image and carousel posts, publishing limits, and token refresh. Works with any MCP client over stdio or HTTP.
    4
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents such as Claude and Cursor to run an Instagram Business or Creator account through Meta's official Graph API: reading profile, post and audience insights; preparing and publishing posts, carousels, reels and stories with a confirm-before-publish step; managing comments and direct messages; and searching hashtags. It also ships with a demo mode that lets every tool work without an Instagram account or access token.
    17
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps to create and manage Facebook and Instagram campaigns, ad sets, ads, creatives, media, targeting, lead forms, conversions, and reporting, with every change saved as a draft for approval before going live.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover Instagram creators and leads by niche, city, follower range, or lookalike accounts, with tools to list playbooks, estimate credits, launch and monitor discovery runs, retrieve results, export PDFs, and manage already-seen accounts. It runs either as a remote HTTP endpoint or as a thin local stdio bridge that forwards MCP traffic to the hosted InstaVision server using an API key.
    9
    72 npm
    MIT