facebook-ads-library-mcp: Free, self-hosted MCP server that scrapes the public Facebook Ad Library for competitive ad research

by RamsesAguirre777 · MCP Server · ★ 226

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install facebook-ads-library-mcp

git clone https://github.com/RamsesAguirre777/facebook-ads-library-mcp.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 65/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ad-librarycompetitive-intelligencecrawl4aifacebook-adsmcpmodel-context-protocolweb-scraping

Quick Facts

Stars226
Forks35
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score65/100
Open Issues1
Last Updated2026-08-29
Created2025-07-15
Platformsbrowser, mcp, python
Est. Tokens~3k

About facebook-ads-library-mcp

Facebook Ad Library MCP A small MCP server that scrapes the public Facebook Ad Library for competitive ad research — from your MCP client, with no Facebook account and no API token. It exists because the paid Ad Library scrapers (Apify actors, ScrapeCreators, and friends) charge for something that is publicly visible in a browser. This just drives a headless browser instead.

Compatible Skills

These tools work well together with facebook-ads-library-mcp for enhanced workflows:

  • facebook-skills — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (57%)
  • FBScrapeIdeas — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (56%)
  • didi-skills — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (56%)
  • decodo-openclaw-skill — semantic(0.15)+complementary+same_lang+similar_pop+shared_platform (55%)

facebook-ads-library-mcp alternative? Top 6 similar tools

Looking for a facebook-ads-library-mcp alternative? If you're comparing facebook-ads-library-mcp with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • searxNcrawl by DasDigitaleMomentum · ⭐ 184

    Open-source MCP server that gives AI agents web search (SearXNG) and clean Markdown crawling of pages, whole s

  • crawl4ai-mcp-server by sadiuysal · ⭐ 112

    🕷️ A lightweight Model Context Protocol (MCP) server that exposes Crawl4AI web scraping and crawling capabili

  • decipher-research-agent by mtwn105 · ⭐ 153

    Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.

  • camofox-mcp by redf0x1 · ⭐ 124

    Anti-detection browser MCP server for AI agents — navigate, interact, and automate the web without getting blo

  • opencode-browser by michaljach · ⭐ 102

    Browser automation plugin for OpenCode AI editor - Control Chrome/Edge with AI, automate web testing, scraping

  • meta-ads-mcp by mikusnuz · ⭐ 91

    MCP server for Meta Marketing API v25.0 — 135 tools for Facebook & Instagram ad campaign management

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools