SERVER

Topic Scorer

Rank #75,436

co.pixelcove/topic-scorer

Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.

Listed & last published
Aug 24, 2026
PURPOSE

What you can do with Topic Scorer

Topic Scorer is a Model Context Protocol (MCP) server published by PixelCove. It ranks #75,436 of 144,396 active servers on MCP Toplist. Topic Scorer is listed on Official MCP, with 1 tracked version. It was first listed on Aug 24, 2026 and most recently updated on Aug 24, 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 Topic Scorer 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 Topic Scorer

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 11, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect Topic Scorer and confirm it works

Remote · HTTP
claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/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 PixelCove
View all PixelCove servers →

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

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Aug 24, 2026
Latest version published
Aug 24, 2026
Version history
1 version tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 11, 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 24, 2026
Registry sightings

Do you maintain Topic Scorer? to correct or enrich this profile.

VERSIONS

Available versions (1)

VersionPublished
0.1.0Aug 24, 2026
STANDING
#75,436of 144,396 active servers

Ranks ahead of 68,960 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: #75,436 of 144,396
Markdown
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FAQ

Frequently asked questions

Who maintains Topic Scorer?
Topic Scorer is maintained by PixelCove, which publishes 2 MCP servers (3 total versions) tracked on MCP Toplist.
Is Topic Scorer listed on the Official MCP Registry?
Yes — Topic Scorer is listed on the Official MCP Registry.
How many versions does Topic Scorer have?
MCP Toplist tracks 1 version of Topic Scorer, most recently published on Aug 24, 2026.
Where can I find the source code for Topic Scorer?
The source code for Topic Scorer is hosted at github.com/PixelCove/topic-scorer.
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