"Information about FAISS (Facebook AI Similarity Search)" matching MCP servers:

Enables stateless similarity search over pre-computed vector corpora using NMI and cosine fusion with entropy-calibrated weighting. Provides tools for ranking, scoring, outlier detection, and alpha calibration for AI agents.

An MCP (Model Context Protocol) server that gives AI agents live, structured ad intelligence across Facebook, Google, and Instagram — data that no base model can produce from training alone. Powered by Apify actors. Works with any MCP-compatible client: Cursor, Claude, etc.

Enables analytics and management of Facebook Pages through the Meta Graph API, including posts, insights, audience, and publishing.

A Facebook/Messenger MCP server that lets AI agents read and engage with profiles, pages, posts, comments, groups, Messenger conversations, notifications, and events using the user's existing browser session cookies — no Graph API app, tokens, or browser automation required. It supports multi-account and Page switching, write operations (posting, commenting, messaging) with per-identity limits and cooldowns, and honest error reporting where Meta has decommissioned cookie-era endpoints.

Enables access to the Facebook Scraper3 API to extract data from Facebook profiles, pages, groups, and the marketplace. It provides comprehensive tools for searching posts, people, and events, as well as retrieving detailed metadata for comments, reactions, and media.

Enables managing Facebook ads campaigns, ad sets, ads, creatives, insights, and audience targeting via Meta's Marketing API.

Unofficial MCP server implementation for Facebook Business API. Enables LLMs to manage ad campaigns and ads via natural language.

Automates Facebook Page management via Graph API, enabling posting, comment moderation, and analytics through AI agents.

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

Facebook MCP server for automating posts, comment moderation, insights, and sentiment filtering.

HandaaS的MCP服务器，提供全域资讯搜索、企业新闻、行业资讯、主题跟踪和企业动态监控能力，帮助用户开展行业研究和舆情分析。

A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.

A Model Context Protocol (MCP) server implementation that provides Facebook Page interaction and management capabilities. This server enables automated posting, comment moderation, and content retrieval.

Enables interaction with the official Facebook Graph API, providing tools for managing Pages, Posts, Comments, Reactions, Media, Events, Insights, and credential storage/validation.

Enables searching and scraping the public Facebook Ad Library to extract structured ad data such as advertiser, copy, landing URLs, and CTAs for competitive research, all without an account or API token.

MCP server for Meta/Facebook Marketing API allowing you to view and manage ad accounts, campaigns, ad sets, ads, and creatives, as well as fetch insights and upload ad images.

A powerful MCP server for Facebook Ads Library that provides 15+ tools for competitive intelligence, creative analysis, and performance prediction, enabling users to search, monitor, and analyze advertising data.

Enables managing Facebook Pages via the Graph API, including posting, comment moderation, and post insights through natural language.

Enables advanced competitive intelligence and market analysis on Facebook ads, with tools for search, creative analysis, performance prediction, and monitoring.

Provides intelligent search aggregation for AI agents, automatically detecting intent and returning structured results with links to platforms for various categories like movies, books, products, courses, and more.