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Topic Scorer

Score pages against 11,485 public taxonomy categories by embedding similarity.

Connector by pixelcove.co · Domain verified by the MCP Registry

IndexedLicense unknownRemote (HTTP)
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Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/pixelcove-co-topic-scorer

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://topic-scorer.pixelcove.co/mcp Remote (HTTP)

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About

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

Reviews

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No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
4 read · 0 write · 0 delete · 1 not yet classified
Secrets
1 (API keys, tokens or passwords)
Install scripts
Nothing to install (hosted)
Runs as
Hosted (remote endpoint)

Tools by what they do 5

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 4 · Look things up without changing anything.

  • topic_scorer_find
  • topic_scorer_phrases
  • topic_scorer_score
  • topic_scorer_taxonomies

Not yet classified 1 · We could not tell from the name and description.

  • topic_scorer_gate

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • Authorization

Network hosts it talks to 1

  • topic-scorer.pixelcove.co · found in remote endpoint, install command

Tools (5)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • topic_scorer_find

    Finds categories whose path contains the query (case-insensitive substring), optionally within one taxonomy. Free. Returns up to `limit` hits with id and path; pass the id as `category` to the paid tools.

  • topic_scorer_gate

    Pass/fail check: does the text rank within the top `min_rank` categories of its target taxonomy? Returns `pass`, the target's rank and gap to #1, the taxonomy's top five, and the unused phrases to work in. Use it as a content-pipeline gate. Paid, $0.05/call; read-only and safe to retry.

  • topic_scorer_phrases

    Returns the ranked phrase bank for one category: 1 to 4 word phrases a page squarely about that category would contain, ordered by similarity to the category. Use it to seed a brief. Paid, $0.05/call; read-only and safe to retry.

  • topic_scorer_score

    Scores text against every category in all six taxonomies (one embedding, cosine similarity) and returns the top `per` rows per taxonomy. With `taxonomy` and `category` it also returns the target's rank, score, gap to #1, and a phrase bank split into phrases the text already uses and phrases it does not. Read the rank and the gap, not the raw percent (scores compress into a 70 to 90 band). Paid, $0.05/call; read-only and safe to retry.

  • topic_scorer_taxonomies

    Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.

Signals

Last release
Oct 19, 2026 (9 days ago)
Repository
Not found on GitHub (deleted or private)

Details

Registry name
co.pixelcove/topic-scorer
Version
0.1.1
Auth
Bearer token
License
License unknown
Repository
github.com/PixelCove/topic-scorer
Website
pixelcove.co/tools/topic-scorer
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registry

More from pixelcove.co

Cite this page

Topic Scorer MCP server. Agent Mart. https://agentmart.dev/connectors/pixelcove-co-topic-scorer (last updated 2026-10-24)