REPOGEO REPORT · LITE
apify/apify-mcp-server
Default branch master · commit ec3ccfe4 · scanned 6/19/2026, 5:52:20 AM
GitHub: 1,356 stars · 173 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface apify/apify-mcp-server, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highabout#1Update the 'about' description to clarify core function and counter miscategorization
Why:
CURRENTThe Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.
COPY-PASTE FIXEmpowers AI agents to extract structured data from any website (social media, e-commerce, search engines, maps) using thousands of pre-built scrapers from the Apify Store. This is *not* a general-purpose proxy server.
- mediumtopics#2Refine topics to be more specific to AI agent data extraction
Why:
CURRENTagents, ai, mcp, mcp-server
COPY-PASTE FIXai-agents, data-extraction, web-scraping, apify, mcp, llm-tools, structured-data
- lowreadme#3Add a prominent section to the README clarifying the server's purpose for AI agents
Why:
COPY-PASTE FIXAdd a new H2 section to the README, ideally near the top, with content like: `## Apify MCP Server: Structured Data for AI Agents` followed by: `The Apify Model Context Protocol (MCP) server provides a seamless bridge for your AI agents to access and extract structured data from virtually any website. Leveraging thousands of ready-made scrapers and automation tools from the Apify Store, it enables AI to gather information from social media, e-commerce platforms, search engines, and more, without the complexity of managing web scraping infrastructure. Crucially, the Apify MCP Server is designed specifically for AI agent integration and is *not* a multi-cloud proxy server or an internal management tool.`
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Octoparse · recommended 2×
- ParseHub · recommended 2×
- Beautiful Soup · recommended 1×
- requests · recommended 1×
- Scrapy · recommended 1×
- CATEGORY QUERYHow can I enable my AI agent to extract data from social media and e-commerce websites?you: not recommendedAI recommended (in order):
- Beautiful Soup
- requests
- Scrapy
- Selenium WebDriver
- Playwright
- Octoparse
- ParseHub
- Twitter API
- Facebook Graph API
- Instagram Graph API
- Amazon Product Advertising API
- eBay API
AI recommended 12 alternatives but never named apify/apify-mcp-server. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat services help AI models access structured data from various websites using pre-built scrapers?you: not recommendedAI recommended (in order):
- Bright Data
- ScraperAPI
- Apify
- Octoparse
- ParseHub
- Zyte
AI recommended 6 alternatives but never named apify/apify-mcp-server. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of apify/apify-mcp-server?passAI named apify/apify-mcp-server explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts apify/apify-mcp-server in production, what risks or prerequisites should they evaluate first?passAI did not name apify/apify-mcp-server — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo apify/apify-mcp-server solve, and who is the primary audience?passAI did not name apify/apify-mcp-server — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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apify/apify-mcp-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite