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topic-scorer

R0· no sign-in

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

v0.1.1 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality79good
Trust100of 100
Uptime, 30 days100%
Latency p50376 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "topic-scorer": {
      "type": "http",
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "headers": {
        "Authorization": "Bearer ${TOPIC_SCORER_TOKEN}"
      }
    }
  }
}
claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp --header "Authorization: Bearer ${TOPIC_SCORER_TOKEN}"
[mcp_servers.topic-scorer]
url = "https://topic-scorer.pixelcove.co/mcp"
bearer_token_env_var = "TOPIC_SCORER_TOKEN"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "topic-scorer": {
      "type": "remote",
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:TOPIC_SCORER_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "topic-scorer": {
      "type": "http",
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "headers": {
        "Authorization": "Bearer ${TOPIC_SCORER_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=topic-scorer&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vdG9waWMtc2NvcmVyLnBpeGVsY292ZS5jby9tY3AiLCJoZWFkZXJzIjp7IkF1dGhvcml6YXRpb24iOiJCZWFyZXIgJHtUT1BJQ19TQ09SRVJfVE9LRU59In19"
}
{
  "servers": {
    "topic-scorer": {
      "type": "http",
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "headers": {
        "Authorization": "Bearer ${TOPIC_SCORER_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "topic-scorer": {
      "httpUrl": "https://topic-scorer.pixelcove.co/mcp",
      "headers": {
        "Authorization": "Bearer ${TOPIC_SCORER_TOKEN}"
      }
    }
  }
}
extensions:
  "topic-scorer":
    enabled: true
    name: "topic-scorer"
    type: streamable_http
    uri: "https://topic-scorer.pixelcove.co/mcp"
    headers:
      "Authorization": "Bearer ${TOPIC_SCORER_TOKEN}"
    timeout: 300

Placeholders to fill from your own secret store: ${TOPIC_SCORER_TOKEN}. The registry never accepts secret values.

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: topic_scorer_score (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); topic_scorer_find (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); topic_scorer_gate (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 1,161 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 1,161 tokens to load them all · tool set fcadadad14ac · checked 2026-10-19 19:01 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 100 / 100

provenance100
liveness100
freshness100
hygiene100

+repository +namespace-matches-repo +dns-namespace +website +reachable +uptime-100% +updated-0d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://topic-scorer.pixelcove.co/mcp streamable-httpnoneyes100%376 ms2025-11-252026-10-19

Tools (5)

topic_scorer_findFinds 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_gatePass/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_phrasesReturns 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_scoreScores 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_taxonomiesLists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.

Schemas: list_tools.

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More from co.pixelcove

Official server.json
{
  "name": "co.pixelcove/topic-scorer",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "description": "Bearer <api-key> — a prepaid-credit key from the Stripe rail. Omit it to pay per call over x402 instead."
        }
      ]
    }
  ],
  "version": "0.1.1",
  "repository": {
    "url": "https://github.com/PixelCove/topic-scorer",
    "source": "github"
  },
  "websiteUrl": "https://pixelcove.co/tools/topic-scorer",
  "description": "Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP."
}