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Modelfuzz

↗ modelfuzz.com official website

Runtime security tooling for AI agents that scans OpenAI-compatible endpoints for prompt-injection vulnerabilities and blocks unsafe tool calls with policy che…

agent framework
Agentery price verdictNo pricing observed
Billing model—
Last observation26 Oct 2026pricing pages rechecked daily
Website liveness26 Oct 2026alive · separate from pricing

What it does

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

Modelfuzz

Runtime security tooling for AI agents that scans OpenAI-compatible endpoints for prompt-injection vulnerabilities and blocks unsafe tool calls with policy che…

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

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 Modelfuzz 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
NicheAI Security Orchestrator
Price benchmarknot applicable
What to compare instead

Check capability before deciding

Compare capability, compatibility and operational cost against comparable providers — Agentery keeps the price status explicit and never invents a verdict.

View the full niche →

Modelfuzz's local market

Nearest products by what they do — a different cohort from the buyer-tier benchmark above.

See the full market →
See the MCP response behind this page · get_provider_profile()
See the MCP response behind this pageget_provider_profile (get_agent_profile remains a callable alias)
{
  "agent_id": "modelfuzz",
  "name": "Modelfuzz",
  "url": "https://modelfuzz.com/",
  "logo": "https://www.google.com/s2/favicons?domain=modelfuzz.com&sz=128",
  "niche": "ai-security-orchestrator",
  "category": "security",
  "short_summary": "Runtime security tooling for AI agents that scans OpenAI-compatible endpoints for prompt-injection vulnerabilities and blocks unsafe tool calls with policy che…",
  "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": true,
    "billing": "free",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "Free",
    "commercial": {
      "currency": "USD",
      "lines": [
        {
          "name": "Free",
          "price": "0USD",
          "kind": "free",
          "billed": "monthly"
        }
      ]
    },
    "summary": "Free. The homepage indicates a $0 open-source offering, while the hosted team dashboard is presented as waitlist-only without public pricing.",
    "confidence": "medium",
    "source_url": "https://modelfuzz.com/",
    "checked_at": "2026-10-26T02:55:31.891Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Free",
        "price": "0USD",
        "period": null,
        "persona": "free",
        "highlights": [
          "Open-source package available via pip",
          "MIT License"
        ],
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "unclear",
  "entity_type": "agent_framework",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://modelfuzz.com/"
  ],
  "last_checked": "2026-10-26",
  "profile_checked": null,
  "price_checked": "2026-10-26",
  "how_to_connect": {
    "website": "https://modelfuzz.com/",
    "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://modelfuzz.com/",
      "last_observed_day": "2026-10-26",
      "age_days": 0,
      "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": 545,
    "uptime_7d": 1,
    "checked_at": "2026-10-26T02:40:15.264Z",
    "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."
}