Discover / Marketing

SERP Scraper MCP

Name: SERP Scraper MCP
Author: dppalukuri

by dppalukuri

Free zero-API-key SERP extraction server for AI agent research.

MCP Serverexperimental

Maturity: experimental because repository is 4 months old. Derived from release and commit history, not a rating.

Stars: 0
Forks: 0
Downloads / mo: —
Last commit: 2026-04-10
License: —
Open issues: 0

Market and trust evidence

Edition not yet matched

No exact skills.sh identity match is available for this repository. Repository adoption and freshness remain visible above; install momentum is not inferred.

Trust analysis is a screening signal, not a security warranty. Read the ranking and trust methodology.

In practice

Written by AI from this repository’s README · medium confidence

SERP data normally comes from paid APIs, so rank checks and keyword research carry a monthly bill.

Use it when

When an agent needs organic results, ads, or rank positions without signing up for a search data API.

Not the right pick when

This repository holds only a README, since all code, issues and PRs live in the author's main repo.

Capabilities

search_google for full SERP extraction
search_bing for structured Bing results
keyword_research across multiple keywords
check_ranking for a domain and keyword
extracts ads, featured snippets, People Also Ask and related searches

Requirements

Python dependencies from requirements.txt
playwright install chromium

Cost: Free and open source

Compare Repository ↗

Video walkthroughs

Scrape ANY Website With AI For FREE with Firecrawl! Best AI Web Scraper (Opensource)

WorldofAI · 37K views · ≈Dec 2025

Third-party YouTube uploads matched to this tool by title, channel and repository name on 2026-08-03. Not made, reviewed or endorsed by SkillPilot. View counts and publish months are as of the match date and the month is approximate. Nothing loads from YouTube until you press play.

README

SERP Scraper MCP Server

Source code lives in the main repo: BlackHole/mcp-servers/serp-scraper

This repo exists for discoverability. All code, issues, and PRs go to the main repo.

Extract structured search results from Google and Bing for AI agents. Organic results, ads, featured snippets, People Also Ask, related searches -- all parsed and structured.

Free alternative to SerpApi ($50/mo), DataForSEO ($50/mo), and Serper.dev ($50/mo).

Why This Tool?

|---------|-----------|---------|------------|------------|

| Free to use | Yes | $50/mo | $50/mo | $50/mo |

| MCP server (for AI agents) | Yes | No | No | No |

| Organic results | Yes | Yes | Yes | Yes |

| Ads extraction | Yes | Yes | Yes | No |

| Featured snippets | Yes | Yes | Yes | Yes |

| People Also Ask | Yes | Yes | Yes | Yes |

| Related searches | Yes | Yes | Yes | Yes |

| Keyword research | Yes | No | Yes | No |

| Rank checking | Yes | No | Yes | No |

| Google + Bing | Yes | Yes | Yes | Google only |

| No API key needed | Yes | No | No | No |

Quick Start


git clone https://github.com/dppalukuri/BlackHole.git
cd BlackHole/mcp-servers/serp-scraper
pip install -r requirements.txt
playwright install chromium
python server.py

Add to Claude Desktop / Cursor config:


{
  "mcpServers": {
    "serp-scraper": {
      "command": "python",
      "args": ["/path/to/BlackHole/mcp-servers/serp-scraper/server.py"]
    }
  }
}

Tools

| Tool | Description |

|------|-------------|

| search_google | Full Google SERP extraction (organic, ads, PAA, snippets) |

| search_bing | Bing search with structured results |

| keyword_research | Multi-keyword SEO analysis |

| check_ranking | Check domain ranking position for a keyword |

Use Cases

SEO auditing: Check where your site ranks for target keywords
Competitor analysis: See who ranks above you and what ads they run
Content research: Mine PAA questions and related searches for content ideas
Ad intelligence: See who's bidding on your keywords

Part of the BlackHole MCP Suite

| Server | Description |

|--------|-------------|

| Google Maps Extractor | Lead gen with email enrichment |

| SERP Scraper | Google & Bing search results (this one) |

| LinkedIn Scraper | Profiles, jobs, companies |

| CAPTCHA Solver | Free CAPTCHA solving for AI agents |

| UAE Real Estate | Property search across UAE platforms |

License

MIT