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",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "Free",
    "commercial": {
      "currency": "USD",
      "lines": [
        {
          "name": "Free CLI",
          "price": "0USD",
          "kind": "free",
          "billed": "monthly"
        }
      ]
    },
    "summary": "Free. 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": "2026-10-28T01:31:41.603Z",
    "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": "2026-10-28",
  "profile_checked": "2026-06-16",
  "price_checked": "2026-10-28",
  "how_to_connect": {
    "website": "https://coefficient.work/",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [],
    "install": null,
    "repository": null
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://coefficient.work/pricing",
      "last_observed_day": "2026-10-28",
      "age_days": 1,
      "verified_day": null,
      "note": "from the listing's current price record; no separate page-text verification is held"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 937,
    "uptime_7d": 1,
    "checked_at": "2026-10-28T02:34:22.475Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}