SERVER

SigRank — AI Operator Benchmarking

Rank #6,429

com.signalaf/sigrank

SigRank benchmark MCP: cascade metrics, leaderboard, operator profiles, simulation, diagnostics.

1 version
7 GitHub stars
by SunrisesIllNeverSee (7 servers)View repository ↗
First listed
Aug 6, 2026
Last publish date
Aug 27, 2026
PURPOSE

What you can do with SigRank — AI Operator Benchmarking

SigRank — AI Operator Benchmarking is a Model Context Protocol (MCP) server published by SunrisesIllNeverSee. It ranks #6,429 of 164,500 active servers on MCP Toplist, and its repository has 7 GitHub stars. SigRank — AI Operator Benchmarking is listed on Official MCP, with 1 tracked version. It was first listed on Aug 6, 2026 and most recently updated on Aug 27, 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 SigRank — AI Operator Benchmarking 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 SigRank — AI Operator Benchmarking

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.

MCP Toplist probed the public endpoint on Oct 31, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by the Official MCP Registry, last synced Oct 31, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect SigRank — AI Operator Benchmarking and confirm it works

Remote · HTTP
claude mcp add --transport http sigrank https://signalaf.com/api/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 SunrisesIllNeverSee
View all SunrisesIllNeverSee servers →

No task-specific alternatives are catalogued for SigRank — AI Operator Benchmarkingyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Aug 6, 2026
Latest version published
Aug 27, 2026
Version history
1 version tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 31, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Aug 27, 2026
Registry sightings

Do you maintain SigRank — AI Operator Benchmarking? to correct or enrich this profile.

VERSIONS

Available versions (1)

VersionPublished
1.0.0Aug 27, 2026
STANDING
#6,429of 164,500 active serversTop 5%

Ranks ahead of 158,071 of 164,500 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 5% of 164,500
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/com.signalaf%2Fsigrank.svg)](https://mcptoplist.com/server/com.signalaf%2Fsigrank)
HTML
<a href="https://mcptoplist.com/server/com.signalaf%2Fsigrank"><img src="https://mcptoplist.com/badge/com.signalaf%2Fsigrank.svg" alt="MCP Toplist: Top 5% of 164,500" /></a>

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

FAQ

Frequently asked questions

Who maintains SigRank — AI Operator Benchmarking?
SigRank — AI Operator Benchmarking is maintained by SunrisesIllNeverSee, which publishes 7 MCP servers (36 total versions) tracked on MCP Toplist.
Is SigRank — AI Operator Benchmarking listed on the Official MCP Registry?
Yes — SigRank — AI Operator Benchmarking is listed on the Official MCP Registry.
How many versions does SigRank — AI Operator Benchmarking have?
MCP Toplist tracks 1 version of SigRank — AI Operator Benchmarking, most recently published on Aug 27, 2026.
Where can I find the source code for SigRank — AI Operator Benchmarking?
The source code for SigRank — AI Operator Benchmarking is hosted at github.com/SunrisesIllNeverSee/sigrank-app.
Used in projects

Do you run this server?

Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.

EXPLORE