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Guardian Failure Detection

huggingface.co/spaces/paulpacaud/guardian-failure-detection official website

An image-based tool that assesses whether a robot completed a task successfully using start and end views, a scene image, task descriptions, and optional subta…

research demo
Agentery price verdictNo pricing observed
Billing model
Last checkedpricing & liveness

What it does

The specific capability behind this listing, and where to get it.

Guardian Failure Detection

An image-based tool that assesses whether a robot completed a task successfully using start and end views, a scene image, task descriptions, and optional subta…

Agentery has not yet captured structured capability detail for this provider.

Official Guardian Failure Detection links

Price status · observed daily

No public commercial pricing observed.

No price does not imply the product is free. Any code-host platform pricing is excluded.

Is Guardian Failure Detection good value?

Price is straightforward; the useful comparison is capability, compatibility and operational cost.

No price benchmark

No public commercial pricing observed.

Agentery has not observed a public price for this provider. No price does not mean free.

Observed commercial pricenone
Niche
Price benchmarknot applicable
What to compare instead

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Guardian Failure Detection's local market

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See the MCP response behind this page · get_agent_profile()
See the MCP response behind this pageget_agent_profile
{
  "agent_id": "guardian_failure_detection",
  "name": "Guardian Failure Detection",
  "url": "https://huggingface.co/spaces/paulpacaud/guardian-failure-detection",
  "logo": "https://www.google.com/s2/favicons?domain=huggingface.co&sz=128",
  "niche": null,
  "category": null,
  "short_summary": "An image-based tool that assesses whether a robot completed a task successfully using start and end views, a scene image, task descriptions, and optional subta…",
  "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": null,
  "trust_or_rating_signal": [],
  "evidence_quality": "unclear",
  "entity_type": "research_demo",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://huggingface.co/spaces/paulpacaud/guardian-failure-detection"
  ],
  "last_checked": null,
  "how_to_connect": {
    "website": "https://huggingface.co/spaces/paulpacaud/guardian-failure-detection",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": []
  },
  "liveness": {
    "probed": false,
    "alive": null,
    "endpoint_kind": null,
    "latency_ms": null,
    "uptime_7d": null,
    "checked_at": null,
    "consecutive_failures": 0,
    "status": "unknown"
  },
  "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."
}