Preflight
Health and quality monitoring for the MCP ecosystem.
От сообщества: Добавлен пользователем или импортирован; проверьте владельца перед подключениемРаботаетБез входаГлобальныйБесплатноТолько чтение
Что умеет
- Preflight Check: Check the current health status of any MCP server. Returns real-time status (healthy/degraded/down/auth_required/payment_required/malformed), latency, uptime, and tool count. Call thi
- Preflight Leaderboard: Get the current reliability leaderboard for all monitored MCP servers. Shows status, latency, and tool count. Ranked: healthy → degraded → auth_required → malformed → down.
- Preflight Schema Changes: See recent schema changes across monitored MCP servers — which tools were added, removed, or had breaking parameter changes, and when.
Какие данные видит
Нужен ли аккаунт
Не нужен: сервер работает без входа
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.
Список инструментов сервера (3)
Технические названия из tools/list. Нужны только разработчикам.
| preflight_check | Check the current health status of any MCP server. Returns real-time status (healthy/degraded/down/auth_required/payment_required/malformed), latency, uptime, and tool count. Call this before your agent relies on an external tool to avoid silent failures. |
| preflight_leaderboard | Get the current reliability leaderboard for all monitored MCP servers. Shows status, latency, and tool count. Ranked: healthy → degraded → auth_required → malformed → down. |
| preflight_schema_changes | See recent schema changes across monitored MCP servers — which tools were added, removed, or had breaking parameter changes, and when. |