failmodes

MCP server for the Fail Modes taxonomy — a knowledge base of AI system failure modes

我该使用它吗

质量与安全性

A
描述质量
100%
模式完整度
80%
命名质量
100%
投毒风险
100%
权限匹配度
100%
协议合规性
100%

基于对工具定义和协议合规性的自动分析。

上下文开销

~357token 数(工具定义)
~578 B典型响应大小
对注意力的影响极小(占 128k 上下文窗口的 0.28%)

这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高,可用于其他任务的注意力就越少。

安装

一键安装

将以下内容添加到你的 `claude_desktop_config.json` 文件中:

{
  "mcpServers": {
    "failmodes": {
      "command": "npx",
      "args": [
        "failmodes-mcp"
      ]
    }
  }
}

可运行的软件包

npmfailmodes-mcp0.1.0stdio

远程端点

https://www.failmodes.com/api/mcpstreamable-http

它能做什么

工具清单

工具(4)

🟢 只读🟡 写入🔴 删除⚪ 未知
🟢search_failure_modes(symptom)

Search the Fail Modes taxonomy by symptom text or keyword phrase. Returns ranked matches with id, name, category, and matched context.

输入模式

{
  "type": "object",
  "properties": {
    "symptom": {
      "type": "string",
      "minLength": 1,
      "description": "Symptom phrase or keyword to search for, e.g. 'made up a citation' or 'refused to help after pushback'"
    }
  },
  "required": [
    "symptom"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_failure_mode(id)

Retrieve the full structured record for a single failure mode by its ID slug (e.g. 'citation-hallucination', 'sycophancy').

输入模式

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "minLength": 1,
      "description": "The failure mode ID slug, e.g. 'citation-hallucination'"
    }
  },
  "required": [
    "id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_categories

List all taxonomy categories with their IDs, names, descriptions, and mode counts.

输入模式

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_modes(category)

List failure modes, optionally filtered to a single category by category ID.

输入模式

{
  "type": "object",
  "properties": {
    "category": {
      "description": "Optional category ID to filter by, e.g. 'factuality'. Omit to list all modes.",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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证据

最近观测

已验证未记录版本4 个工具
已验证未记录版本4 个工具
已验证未记录版本4 个工具