SERVER

Scout

Rank #3,967

io.github.klarlabs-studio/scout

Browser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid.

22 versions
13 GitHub stars
by klarlabs-studio (2 servers)View repository ↗
First listed
Mar 21, 2026
Last publish date
Jul 26, 2026
PURPOSE

What you can do with Scout

Scout is a Model Context Protocol (MCP) server published by klarlabs-studio. It ranks #3,967 of 144,396 active servers on MCP Toplist, and its repository has 13 GitHub stars. Scout is listed across 3 registries — Official MCP, PulseMCP and Glama, with 22 tracked versions. It was first listed on Mar 21, 2026 and most recently updated on Jul 26, 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 Scout 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 Scout

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 16, 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 Scout and confirm it works

Docker image
claude mcp add scout -- docker run -i --rm ghcr.io/klarlabs-studio/scout:1.15.3
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.

ALTERNATIVES

When to choose another server

Other servers by klarlabs-studio
View all klarlabs-studio servers →

No task-specific alternatives are catalogued for Scoutyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Mar 21, 2026
Latest version published
Jul 26, 2026
Version history
22 versions tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 16, 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 16, 2026
Registry sightings

Do you maintain Scout? to correct or enrich this profile.

VERSIONS

Available versions (22)

0.1.0 · Nov 25, 20241.2.0 · Mar 22, 20261.2.1 · Mar 23, 20261.3.0 · Mar 24, 20261.3.1 · Mar 26, 20261.5.0 · May 3, 20261.6.0 · May 10, 20261.6.1 · May 10, 20261.7.0 · May 20, 20261.8.0 · May 22, 20261.9.0 · May 24, 20261.10.0 · May 24, 20261.11.0 · Jun 7, 20261.11.1 · Jun 9, 20261.12.0 · Jun 20, 20261.12.1 · Jun 20, 20261.13.0 · Jun 20, 20261.14.0 · Jul 5, 20261.15.0 · Jul 10, 20261.15.1 · Jul 26, 20261.15.2 · Jul 26, 20261.15.3 · Jul 26, 2026Nov 25, 2024Jul 26, 2026
VersionPublished
1.15.3Jul 26, 2026
1.15.2Jul 26, 2026
1.15.1Jul 26, 2026
1.15.0Jul 10, 2026
1.14.0Jul 5, 2026
1.13.0Jun 20, 2026
1.12.1Jun 20, 2026
1.12.0Jun 20, 2026
1.11.1Jun 9, 2026
1.11.0Jun 7, 2026
1.10.0May 24, 2026
1.9.0May 24, 2026
1.8.0May 22, 2026
1.7.0May 20, 2026
1.6.1May 10, 2026
1.6.0May 10, 2026
1.5.0May 3, 2026
1.3.1Mar 26, 2026
1.3.0Mar 24, 2026
1.2.1Mar 23, 2026
1.2.0Mar 22, 2026
0.1.0Nov 25, 2024
STANDING
#3,967of 144,396 active serversTop 5%

Ranks ahead of 140,429 of 144,396 servers on MCP Toplist.

Recent momentum
+12GitHub stars since May 11 (+1200%)
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 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.klarlabs-studio%2Fscout.svg)](https://mcptoplist.com/server/io.github.klarlabs-studio%2Fscout)
HTML
<a href="https://mcptoplist.com/server/io.github.klarlabs-studio%2Fscout"><img src="https://mcptoplist.com/badge/io.github.klarlabs-studio%2Fscout.svg" alt="MCP Toplist: Top 5% of 144,396" /></a>

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

FAQ

Frequently asked questions

Who maintains Scout?
Scout is maintained by klarlabs-studio, which publishes 2 MCP servers (40 total versions) tracked on MCP Toplist.
Is Scout listed on the Official MCP Registry?
Yes — Scout is listed on the Official MCP Registry, alongside PulseMCP and Glama.
How many versions does Scout have?
MCP Toplist tracks 22 versions of Scout, most recently published on Jul 26, 2026.
Where can I find the source code for Scout?
The source code for Scout is hosted at github.com/klarlabs-studio/scout.
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