SERVER

webfetch

Rank #6,310

io.github.firish/webfetch

Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching

1 version
59 GitHub stars
by firish (2 servers)View repository ↗
First listed
Jul 15, 2026
Last publish date
Jul 19, 2026
PURPOSE

What you can do with webfetch

webfetch is a Model Context Protocol (MCP) server published by firish. It ranks #6,310 of 144,396 active servers on MCP Toplist, and its repository has 59 GitHub stars. webfetch is listed across 2 registries — Official MCP and Glama, with 1 tracked version. It was first listed on Jul 15, 2026 and most recently updated on Jul 19, 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 webfetch 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 webfetch

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.

Declared in the registry install config
  • BRAVE_API_KEY · optional
  • SERPER_API_KEY · optional
  • TAVILY_API_KEY · optional
  • WEBFETCH_PROVIDER · optional
INSTALLATION AND FIRST TASK

Connect webfetch and confirm it works

Python package (PyPI)
claude mcp add webfetch -e "BRAVE_API_KEY=<your BRAVE_API_KEY>" -e "SERPER_API_KEY=<your SERPER_API_KEY>" -e "TAVILY_API_KEY=<your TAVILY_API_KEY>" -e "WEBFETCH_PROVIDER=<your WEBFETCH_PROVIDER>" -- uvx webfetch-llm

Replace each placeholder with your own value before saving.

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 firish
View all firish servers →

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

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jul 15, 2026
Latest version published
Jul 19, 2026
Version history
1 version 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 webfetch? to correct or enrich this profile.

VERSIONS

Available versions (1)

VersionPublished
0.1.3Jul 19, 2026
STANDING
#6,310of 144,396 active serversTop 5%

Ranks ahead of 138,086 of 144,396 servers on MCP Toplist.

Recent momentum
+19GitHub stars since Jul 20 (+48%)
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.firish%2Fwebfetch.svg)](https://mcptoplist.com/server/io.github.firish%2Fwebfetch)
HTML
<a href="https://mcptoplist.com/server/io.github.firish%2Fwebfetch"><img src="https://mcptoplist.com/badge/io.github.firish%2Fwebfetch.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 webfetch?
webfetch is maintained by firish, which publishes 2 MCP servers (18 total versions) tracked on MCP Toplist.
Is webfetch listed on the Official MCP Registry?
Yes — webfetch is listed on the Official MCP Registry, alongside Glama.
How many versions does webfetch have?
MCP Toplist tracks 1 version of webfetch, most recently published on Jul 19, 2026.
Where can I find the source code for webfetch?
The source code for webfetch is hosted at github.com/firish/webfetch.
Used in projects

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