SERVER

Web Search

Rank #20,948

io.github.hec-ovi/web-search

Keyless multi-engine web search, fetch, and clean-Markdown read for AI agents. No API keys.

5 versions
8 GitHub stars
by hec-ovi (4 servers)View repository ↗
First listed
Jun 22, 2026
Last publish date
Jul 25, 2026
PURPOSE

What you can do with Web Search

Web Search is a Model Context Protocol (MCP) server published by hec-ovi. It ranks #20,948 of 144,396 active servers on MCP Toplist, and its repository has 8 GitHub stars. Web Search is listed across 3 registries — Official MCP, Glama and PulseMCP, with 5 tracked versions. It was first listed on Jun 22, 2026 and most recently updated on Jul 25, 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 Web Search 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 Web Search

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 Web Search and confirm it works

Python package (PyPI)
claude mcp add web-search -- uvx websearch-skill mcp
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 hec-ovi
View all hec-ovi servers →

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

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jun 22, 2026
Latest version published
Jul 25, 2026
Version history
5 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 Web Search? to correct or enrich this profile.

VERSIONS

Available versions (5)

0.1.0 · Jun 22, 20260.2.3 · Jul 23, 20260.2.4 · Jul 25, 20260.2.5 · Jul 25, 20260.2.6 · Jul 25, 2026Jun 22, 2026Jul 25, 2026
VersionPublished
0.2.6Jul 25, 2026
0.2.5Jul 25, 2026
0.2.4Jul 25, 2026
0.2.3Jul 23, 2026
0.1.0Jun 22, 2026
STANDING
#20,948of 144,396 active serversTop 25%

Ranks ahead of 123,448 of 144,396 servers on MCP Toplist.

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 25% of 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.hec-ovi%2Fweb-search.svg)](https://mcptoplist.com/server/io.github.hec-ovi%2Fweb-search)
HTML
<a href="https://mcptoplist.com/server/io.github.hec-ovi%2Fweb-search"><img src="https://mcptoplist.com/badge/io.github.hec-ovi%2Fweb-search.svg" alt="MCP Toplist: Top 25% of 144,396" /></a>

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

FAQ

Frequently asked questions

Who maintains Web Search?
Web Search is maintained by hec-ovi, which publishes 4 MCP servers (6 total versions) tracked on MCP Toplist.
Is Web Search listed on the Official MCP Registry?
Yes — Web Search is listed on the Official MCP Registry, alongside Glama and PulseMCP.
How many versions does Web Search have?
MCP Toplist tracks 5 versions of Web Search, most recently published on Jul 25, 2026.
Where can I find the source code for Web Search?
The source code for Web Search is hosted at github.com/hec-ovi/websearch-skill.
Used in projects

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