"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:

Free Remotion video templates, creative guides and render diagnostics. No API key for local tools; optional paid hosted Studio workflows. Start with get_capabilities.

MCP server to manage Meta Ads (Facebook/Instagram) campaigns, ad sets, insights, and audiences from Claude Code using natural language.

Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator for searching profiles, managing leads, and handling messaging via cookie-based authentication. It supports professional networking tasks such as sending connection requests and retrieving account details through the Model Context Protocol.

Analyzes public Instagram post URLs, returning captions and photos as image content for multimodal models like Claude, without requiring paid vision APIs.

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.

A planned MCP server that exposes Instagram professional account operations (content publishing, media management, comment moderation, insights, and discovery) through safe, well-annotated tools via the official Meta Graph API.

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.

Enables AI agents to manage Facebook Pages through Meta's Graph API, including posting, scheduling, drafts, reading insights, and moderating comments.

A TypeScript MCP server for the Meta Graph API focused on Facebook Pages, enabling publishing, reading, insights, and moderation tasks.

MCP server that wraps the Meta Marketing API (Graph API v25.0) as semantic tools for LLM agents.

Meta Ads MCP by ScaleForge — a Model Context Protocol server that exposes Meta (Facebook/Instagram) Ads management directly through the Graph API v24.0

A Model Context Protocol server for the Meta (Facebook) Ads API, providing 54 tools to manage ad accounts, campaigns, ad sets, ads, creatives, media, insights, targeting, and more via the Meta Graph API.

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. 68 tools including messaging, presence, memory, and 27 multiplayer games.

MCP server for Facebook Pages that allows creating, scheduling, and deleting posts, managing comments, and retrieving Page insights using the Facebook Graph API.

Enables Instagram and Facebook analytics via the Meta Graph API, offering account insights, media analytics, and post engagement data.

Connects Claude Desktop and other MCP clients to the Instagram Graph API for reading analytics, managing comments, and publishing photos, carousels, and reels.

Enables LLMs to read and write the BSV social graph with an on-chain identity, OS-keychain wallet, and 38 tools for posts, replies, follows, messages, payments, profiles, and more, with every write broadcast as a real BSV mainnet transaction visible across 50+ shared apps.

MCP server for Facebook Pages organic analytics and management using Meta Graph API v25.0. Enables AI assistants to read page insights, posts, comments, and publish content via natural language.

MCP server for Instagram Graph API, Threads API & Meta platform — posting, insights, comments, messaging

Enables AI agents to interact with Bluesky through 41 tools covering posting, threads, replies, timelines, search, custom feeds, lists, notifications, and the social graph.