Topic Scorer MCP server

by pixelcove.co·co.pixelcove/topic-scorer·v0.1.0

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

What users say

No reviews yet

Safety scan

not scanned yet

Adoption

Not measured yet

Usage numbers are collected on the next scan

Reviews

Nobody has reviewed Topic Scorer yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

Tool list not cached yet. `describe` through the gateway fetches it live.

Not scanned yet. New registry listings are scanned within a day of import.

claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp

Is Topic Scorer MCP server safe?: Not known yet: the safety scan has not run. New listings are scanned within a few days.
How do I install Topic Scorer?: It runs remotely at topic-scorer.pixelcove.co. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Topic Scorer need an API key?: Yes. The registry entry asks for Authorization.
Is Topic Scorer maintained?: The latest release is v0.1.0.
Is Topic Scorer up?: 100% of our last 8 checks got an answer. We check remote servers about four times a day.
What can I use instead of Topic Scorer?: Servers from other publishers that do the same job: IWE MCP server, PDF MCP server and ctxlint MCP server. Compare all Topic Scorer alternatives.

Same job from other publishers: the closest match first, then the best rated.

IWE
Markdown knowledge base as agent memory. Runs against the notes directory it is started in.
not reviewed
Established
A
PDF
Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.
not reviewed
Established
A
ctxlint
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual codebase
not reviewed
Established
A
Ausca
Pay-per-call APIs and MCP services for agents, no accounts or keys, with verifiable receipts.
not reviewed
Established
B
adrkit decision memory
Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
not reviewed
Growing
A

With the gateway added, ask your agent for it by name:

agent prompt

call co.pixelcove/topic-scorer → <tool>

Free per call. Metered, capped by your key, logged for reliability.

https://topic-scorer.pixelcove.co/mcp

streamable-http

Claim it to keep the listing current and reply to reviews. Claiming never changes the grade or hides a review.

Shows the safety grade and links back to this page. It updates itself after every scan and review.

[![mcp.market](https://mcp.market/badge/pixelcove-topic-scorer.svg)](https://mcp.market/server/pixelcove-topic-scorer)