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MP

Mthoburn Preflight

getpreflight.tools official website

Health and quality monitoring for the MCP ecosystem. Check any server's reliability before your agent depends on it. Preflight monitors 18,000+ MCP servers ev…

infrastructure
Agentery price verdictNo pricing observed
Billing model
Last checkedpricing & liveness

What it does

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

Health and quality monitoring for the MCP ecosystem. Check any server's reliability before your agent depends on it. Preflight monitors 18,000+ MCP servers every 10 minutes, tracking uptime, latency, schema stability, and description quality. Three tools: - **preflight_check** — real-time health status, latency, uptime, and quality score for any MCP server - **preflight_leaderboard** — the most and least reliable servers this week - **preflight_schema_changes** — what changed in a server's tool schema and when Why use it: agents that call unreliable tools fail silently and waste tokens. A one-call preflight check prevents that. Think of it as SSL for tool calls — verify before you trust.

MCPMCPautonomy: infrastructure

Official Mthoburn Preflight 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 Mthoburn Preflight 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

Check capability before deciding

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Mthoburn Preflight's local market

Nearest products by what they do.

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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": "mthoburn_preflight",
  "name": "Mthoburn Preflight",
  "url": "https://getpreflight.tools",
  "logo": null,
  "niche": null,
  "category": null,
  "short_summary": "Health and quality monitoring for the MCP ecosystem. Check any server's reliability before your agent depends on it.\n\nPreflight monitors 18,000+ MCP servers ev…",
  "task_performed": "Health and quality monitoring for the MCP ecosystem. Check any server's reliability before your agent depends on it.\n\nPreflight monitors 18,000+ MCP servers every 10 minutes, tracking uptime, latency, schema stability, and description quality. Three tools:\n\n- **preflight_check** — real-time health status, latency, uptime, and quality score for any MCP server\n- **preflight_leaderboard** — the most and least reliable servers this week\n- **preflight_schema_changes** — what changed in a server's tool schema and when\n\nWhy use it: agents that call unreliable tools fail silently and waste tokens. A one-call preflight check prevents that. Think of it as SSL for tool calls — verify before you trust.",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [
    "MCP"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "general business"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": null,
  "trust_or_rating_signal": [],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://getpreflight.tools"
  ],
  "last_checked": "2026-09-14",
  "how_to_connect": {
    "website": "https://getpreflight.tools",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "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."
}