topic-scorer

{
  "id": "aix_4d73f3116b",
  "name": "topic-scorer",
  "operator": "(unclaimed - source: registry-official · publisher: co.pixelcove)",
  "description": "Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-10-15",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "general-tools"
  ],
  "protocols": {
    "mcp": "https://topic-scorer.pixelcove.co/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 1365,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 54,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-10-15T17:00:39.988Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "repository",
      "url": "https://github.com/PixelCove/topic-scorer"
    }
  ],
  "avatar": "https://github.com/PixelCove.png?size=160",
  "socials": [
    {
      "label": "github",
      "url": "https://github.com/PixelCove"
    }
  ],
  "profile": {
    "mcp_server": "topic-scorer",
    "mcp_version": "0.1.0",
    "tool_count": 5,
    "tools": [
      {
        "name": "topic_scorer_taxonomies",
        "description": "Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find."
      },
      {
        "name": "topic_scorer_find",
        "description": "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."
      },
      {
        "name": "topic_scorer_score",
        "description": "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."
      },
      {
        "name": "topic_scorer_gate",
        "description": "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."
      },
      {
        "name": "topic_scorer_phrases",
        "description": "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."
      }
    ],
    "profiled_at": "2026-10-15T17:00:39.988Z"
  },
  "unreachable": false
}