Voc Amazon Reviews

{
  "agent_id": "voc_amazon_reviews",
  "name": "Voc Amazon Reviews",
  "url": "https://github.com/mguozhen/voc-amazon-reviews",
  "logo": "https://github.com/mguozhen.png?size=200",
  "niche": "voice-of-customer",
  "category": "customer-success-support",
  "short_summary": "Agent-native voice-of-customer analyzer for e-commerce. Processes Amazon ASINs or review CSVs to extract sentiment, pain points, and listing improvements via 6…",
  "task_performed": "unclear",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [],
  "protocols_or_interfaces": [],
  "industry_fit": [],
  "autonomy_level": "unclear",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": false,
    "billing": "not_found",
    "currency": null,
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No reliable public pricing information was found on the available homepage content.",
    "confidence": "medium",
    "source_url": "https://github.com/mguozhen/voc-amazon-reviews",
    "checked_at": "2026-10-22T03:21:58.866Z",
    "source_kind": "vendor",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "unclear",
  "entity_type": "mcp_server",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://github.com/mguozhen/voc-amazon-reviews"
  ],
  "last_checked": "2026-10-22",
  "profile_checked": null,
  "price_checked": "2026-10-22",
  "how_to_connect": {
    "website": "https://github.com/mguozhen/voc-amazon-reviews",
    "docs": null,
    "mcp": {
      "endpoint": "https://your-project.vercel.app/mcp",
      "transport": "http",
      "config_snippet": "{\n  \"mcpServers\": {\n    \"voc_amazon_reviews\": {\n      \"url\": \"https://your-project.vercel.app/mcp\"\n    }\n  }\n}"
    },
    "a2a": null,
    "api": null,
    "protocols": [],
    "install": "uvx \" , \"args\" : [ \" voc-amazon-reviews-mcp \" ], \"env\" : { \"VOC_API_KEY\" : \" your-s",
    "repository": "https://github.com/mguozhen/voc-amazon-reviews"
  },
  "deployment": {
    "model": "both",
    "both_offered": false,
    "hosted_endpoint": "https://your-project.vercel.app/mcp",
    "install": "uvx \" , \"args\" : [ \" voc-amazon-reviews-mcp \" ], \"env\" : { \"VOC_API_KEY\" : \" your-s",
    "note": "Offered both ways: a vendor-hosted endpoint AND a self-run install are documented.",
    "evidence": {
      "sources": [
        "page_text:hosted",
        "page_text:install"
      ],
      "excerpt": "prefer Option D (Docker/Render/Fly) or local install. The MCP endpoint after deploy: https://your-project.vercel.app/mcp Tools # Tool Input Use when 1 fetch_reviews ASIN",
      "url": "https://github.com/mguozhen/voc-amazon-reviews",
      "observed_day": "2026-10-25",
      "age_days": 2,
      "hosted_evidence": "vendor endpoint URL on the page",
      "rule": "deploy-v1"
    }
  },
  "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://github.com/pricing",
      "last_observed_day": "2026-09-20",
      "age_days": 37,
      "verified_day": null,
      "note": "not verified by the page-text gate"
    },
    "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": 685,
    "uptime_7d": 1,
    "checked_at": "2026-10-27T02:47:01.486Z",
    "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."
}