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Comparison

io.github.HarimxChoi/google-surf-mcp vs io.github.ScrapeGraphAI/scrapegraph-mcp

io.github.HarimxChoi/google-surf-mcp is an MCP server published by HarimxChoi. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.ScrapeGraphAI/scrapegraph-mcp is an MCP server published by ScrapeGraphAI. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-10-18. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplaceio.github.HarimxChoi/google-surf-mcpio.github.ScrapeGraphAI/scrapegraph-mcp
Official MCP Registry Listed
Version: 1.1.3
Downloads/month (npm): 2 136
Downloads/week (npm): 246
Forks (GitHub): 33
Stars (GitHub): 291
Not marked · First seen
Listed
Version: 1.0.1
Downloads/month (PyPI): 433
Downloads/week (PyPI): 121
Forks (GitHub): 38
Stars (GitHub): 115
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:43e315d80397
Forks (GitHub): 38
Pulls (Docker Hub): 19 707
Stars (Docker Hub): 4
Stars (GitHub): 115
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

io.github.HarimxChoi/google-surf-mcp vs io.github.ScrapeGraphAI/scrapegraph-mcp
Factio.github.HarimxChoi/google-surf-mcpio.github.ScrapeGraphAI/scrapegraph-mcp
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)291 (better)115 (worse)
Pulls (Docker Hub) (differs)No figure on Docker Hub19 707
Forks (GitHub) (differs)33 (worse)38 (better)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (google-surf-mcp)Remote server or your machine
Transport (differs)stdiostdio, Streamable HTTP
Tools it declares (differs)Not published8
Environment variables it asks for (differs)29, secrets among them: 41, secrets among them: 1
Licence (differs)Not statedMIT
Repository (differs)github.com/harimxchoi/google-surf-mcpgithub.com/scrapegraphai/scrapegraph-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 3 days ago, requires a key

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

io.github.HarimxChoi/google-surf-mcp

In its own words, on Official MCP Registry:

Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

io.github.ScrapeGraphAI/scrapegraph-mcp

In its own words, on Official MCP Registry:

AI-powered web scraping and data extraction capabilities through ScrapeGraph API

How to run each

io.github.HarimxChoi/google-surf-mcp As a local MCP server: npm package

Claude Code
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GITHUB_TOKEN=<YOUR_GITHUB_TOKEN>" --env "ORCAROUTER_API_KEY=<YOUR_ORCAROUTER_API_KEY>" --env "SEARCH_API=<YOUR_SEARCH_API>" --transport stdio google-surf-mcp -- npx -y google-surf-mcp

Requires: ANTHROPIC_API_KEY (secret), GITHUB_TOKEN (secret), ORCAROUTER_API_KEY (secret), SEARCH_API (secret)

io.github.ScrapeGraphAI/scrapegraph-mcp As a local MCP server: PyPI package

Claude Code
claude mcp add --env "SGAI_API_KEY=<YOUR_SGAI_API_KEY>" --transport stdio scrapegraph-mcp -- uvx scrapegraph-mcp

Requires: SGAI_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only io.github.ScrapeGraphAI/scrapegraph-mcp has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of io.github.HarimxChoi/google-surf-mcp publish no list of tools, so we do not compare tools.

Settings each asks for

Only io.github.HarimxChoi/google-surf-mcp asks for

  • ANTHROPIC_API_KEY (secret)
  • CHROME_PATH
  • GITHUB_TOKEN (secret)
  • ORCAROUTER_API_KEY (secret)
  • SEARCH_API (secret)
  • SURF_ALLOW_PRIVATE
  • SURF_BROWSER_ENGINE
  • SURF_HEADLESS
  • SURF_IDLE_CLOSE_MS
  • SURF_LLM_HEAL
  • SURF_LLM_MODEL
  • SURF_LLM_PROVIDER
Show the remaining 17
  • SURF_LOCALE
  • SURF_PROFILE_ROOT
  • SURF_RESEARCH
  • SURF_RESEARCH_BROKER_IDLE_MS
  • SURF_RESEARCH_QUERY_TIMEOUT_MS
  • SURF_RESEARCH_READ_CONCURRENCY
  • SURF_RESEARCH_REPO_AUTO
  • SURF_RESEARCH_REPO_AUTO_MAX_FILES
  • SURF_RESEARCH_REPO_AUTO_MAX_MB
  • SURF_RESEARCH_ROOT
  • SURF_RESEARCH_VECTOR_LOW_MEMORY
  • SURF_RESEARCH_VECTOR_MODEL
  • SURF_RESEARCH_VECTOR_THREADS
  • SURF_RETRIEVAL_MODE
  • SURF_SCHOLAR_PROVIDER
  • SURF_SEARCH_PROVIDER
  • SURF_TZ

Only io.github.ScrapeGraphAI/scrapegraph-mcp asks for

  • SGAI_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: io.github.HarimxChoi/google-surf-mcp · What it can do: io.github.ScrapeGraphAI/scrapegraph-mcp · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built