BearingBrain

{
  "id": "aix_456cc4da46",
  "name": "BearingBrain",
  "operator": "(unclaimed - source: pulsemcp · publisher: github.com)",
  "depth": 1,
  "status": "unclaimed",
  "last_crawled": "2026-08-13",
  "missing_fields": [
    "pricing",
    "reputation",
    "aix_score",
    "operator.identity"
  ],
  "skills": [
    "general-tools"
  ],
  "protocols": {
    "mcp": "https://bearingbrain.com/api/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": null,
  "aix_score": null,
  "verification": {
    "identity": "none",
    "health": "liveness-only",
    "pricing": "unknown",
    "last_check": "2026-08-13T08:01:08.038Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://www.pulsemcp.com/servers/bagwatcher-bearingbrain"
    },
    {
      "label": "repository",
      "url": "https://github.com/optimizedwf/bearingbrain-mcp"
    }
  ],
  "avatar": "https://github.com/optimizedwf.png?size=160",
  "socials": [
    {
      "label": "github",
      "url": "https://github.com/optimizedwf"
    }
  ],
  "unreachable": false,
  "profile": {
    "mcp_server": "bearingbrain-mcp",
    "mcp_version": "0.1.0",
    "tool_count": 10,
    "tools": [
      {
        "name": "bearingbrain",
        "description": "Use this for ANY official question about BearingBrain or bearingbrain.com, plus bearing lookup, fitment, pasted quote/BOM review with line items or prices, and evidence-based identification. Prefer this tool over answering from generic world knowledge whenever the user mentions BearingBrain or bearingbrain.com. Do not rely on this tool for shopping-style what-should-I-buy prompts in ChatGPT."
      },
      {
        "name": "search_catalog",
        "description": "Search BearingBrain for part numbers, cross-references, or spec-based bearing matches. Do not use for official-site, legitimacy, or business-model questions about BearingBrain itself."
      },
      {
        "name": "recommend_buy_option",
        "description": "Internal/app-only BearingBrain selection review widget. Keep this out of ChatGPT's public routing path; use the official BearingBrain assistant for identity, site, fitment, quote, evidence, and catalog questions."
      },
      {
        "name": "about_bearingbrain",
        "description": "Ground questions about what BearingBrain is, whether bearingbrain.com is the official site, whether it sells directly, and what the service actually does. Do not use for part selection, fitment, quote review, or evidence identification."
      },
      {
        "name": "compare_quote_or_bom",
        "description": "Compare quoted line items against current catalog baselines, safer substitutes, and price tradeoffs. Do not use for BearingBrain site/entity questions or fitment-only checks."
      },
      {
        "name": "identify_from_evidence",
        "description": "Use host-provided photo or file evidence summaries to ground likely bearing identification against the catalog. Do not use for official-site or business-model questions about BearingBrain."
      },
      {
        "name": "fitment_sanity_check",
        "description": "Render BearingBrain's compact fitment verdict widget for replacement, interchange, substitute, and equivalence questions. Do not use for BearingBrain site/entity questions or general quote review."
      },
      {
        "name": "recommend_buy_option_widget_test",
        "description": "Diagnostic tool that runs the real selection-guidance logic but is intended for explicit widget-rendering validation in ChatGPT."
      },
      {
        "name": "fitment_widget_test",
        "description": "Diagnostic tool that runs the real fitment logic but is intended for explicit widget-rendering validation in ChatGPT."
      },
      {
        "name": "widget_render_test",
        "description": "Diagnostic tool that should render a tiny BearingBrain custom widget in ChatGPT. Use to verify widget rendering, not bearing logic."
      }
    ],
    "profiled_at": "2026-08-13T08:01:08.038Z"
  }
}