Coefficient Work

{
  "agent_id": "coefficient_work",
  "name": "Coefficient Work",
  "url": "https://coefficient.work/",
  "logo": null,
  "niche": "corporate-training-agent",
  "category": "education",
  "short_summary": "Guides HVAC engineers through procedures step-by-step, verifies correct execution in real time, and captures audit-ready evidence",
  "task_performed": "Guides HVAC engineers through procedures step-by-step, verifies correct execution in real time, and captures audit-ready evidence",
  "inputs_accepted": [
    "Body-mounted camera video and mobile device input during physical work"
  ],
  "outputs_produced": [
    "Real-time verification",
    "instant error/mistake flags",
    "trainer notes",
    "automatically generated evidence and reports"
  ],
  "integrations_available": [],
  "protocols_or_interfaces": [],
  "industry_fit": [
    "HVAC / safety-critical physical work and field service (with future support for additional trades)"
  ],
  "autonomy_level": "assistant",
  "human_approval_needed": "sometimes required",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "free",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "Free",
    "summary": "MCP Doctor is offered as a free open-source CLI, while hosted CI is not yet available.",
    "confidence": "high",
    "source_url": "https://coefficient.work/pricing",
    "checked_at": "2026-09-02T04:25:05.838Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Free CLI",
        "price": "0USD",
        "period": null,
        "persona": "free",
        "highlights": [
          "Open-source MIT-licensed CLI",
          "Inspect and benchmark locally",
          "No API key required for inspect and benchmark"
        ],
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "Founders with experience building training/assessment software for safety-critical industries",
    "Early prototype verifies HVAC procedures from video",
    "Working with industry contacts to shape pilots"
  ],
  "evidence_quality": "low",
  "entity_type": "agent",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://coefficient.work/"
  ],
  "last_checked": "2026-06-16",
  "how_to_connect": {
    "website": "https://coefficient.work/",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": []
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 740,
    "uptime_7d": 1,
    "checked_at": "2026-09-02T02:32:51.118Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}