SERVER

Crawl-MCP

Rank #2,399

glama/walksoda/crawl-mcp

Unofficial MCP server wrapping crawl4ai that enables extraction and analysis of content from web pages, PDFs, Office documents, YouTube videos, and more, with AI-powered summarization and Google search integration to reduce token usage while preserving key information.

8 release tags
47 GitHub stars
by walksoda (1 servers)View repository ↗
First listed
Jan 11, 2026
Last publish date
Oct 10, 2026
PURPOSE

What you can do with Crawl-MCP

Crawl-MCP is a Model Context Protocol (MCP) server published by walksoda. It ranks #2,399 of 152,347 active servers on MCP Toplist, and its repository has 47 GitHub stars. Crawl-MCP is listed on Glama, with 8 release tags tracked from its GitHub repository. It was first listed on Jan 11, 2026 and most recently updated on Oct 10, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Crawl-MCP can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Crawl-MCP

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Oct 26, 2026. Not independently verified by MCP Toplist.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect Crawl-MCP and confirm it works

Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jan 11, 2026
Latest release tag
Oct 10, 2026
Version history
8 release tags tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 26, 2026. Not independently verified by MCP Toplist.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 26, 2026
Registry sightings
  • Glama ↗listed since Apr 26, 2026 · still listed

Do you maintain Crawl-MCP? to correct or enrich this profile.

VERSIONS

GitHub releases (8)

No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.

v0.1.7 · Jan 12, 2026v0.2.0 · Mar 1, 2026v0.3.0 · Apr 12, 2026v0.3.1 · Apr 29, 2026v0.3.2 · May 17, 2026v0.3.3 · Jun 6, 2026v0.3.4 · Oct 4, 2026v0.4.0 · Oct 10, 2026Jan 12, 2026Oct 10, 2026
VersionPublished
v0.4.0Oct 10, 2026
v0.3.4Oct 4, 2026
v0.3.3Jun 6, 2026
v0.3.2May 17, 2026
v0.3.1Apr 29, 2026
v0.3.0Apr 12, 2026
v0.2.0Mar 1, 2026
v0.1.7Jan 12, 2026
STANDING
#2,399of 152,347 active serversTop 5%

Ranks ahead of 149,948 of 152,347 servers on MCP Toplist.

Recent momentum
+10GitHub stars since Apr 27 (+27%)
BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 5% of 152,347
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/glama%2Fwalksoda%2Fcrawl-mcp.svg)](https://mcptoplist.com/server/glama%2Fwalksoda%2Fcrawl-mcp)
HTML
<a href="https://mcptoplist.com/server/glama%2Fwalksoda%2Fcrawl-mcp"><img src="https://mcptoplist.com/badge/glama%2Fwalksoda%2Fcrawl-mcp.svg" alt="MCP Toplist: Top 5% of 152,347" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains Crawl-MCP?
Crawl-MCP is maintained by walksoda, which publishes 1 MCP server (8 total versions) tracked on MCP Toplist.
Is Crawl-MCP listed on the Official MCP Registry?
Crawl-MCP is not on the Official MCP Registry. It is listed on Glama.
How many versions does Crawl-MCP have?
No registry surfaces explicit version metadata for Crawl-MCP; MCP Toplist tracks 8 release tags from its GitHub repository, most recently published on Oct 10, 2026.
Where can I find the source code for Crawl-MCP?
The source code for Crawl-MCP is hosted at github.com/walksoda/crawl-mcp.
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