AIMentionTracker
ai.aimentiontracker由 aimentiontracker.ai 发布官方发布者v0.1.3更新于 Oct 24, 2026
How often ChatGPT, Claude, Gemini and Perplexity name and cite your brand, with the evidence.
概览
AIMentionTracker 是一个只读 MCP 服务器,用于查看 ChatGPT、Claude、Gemini、Perplexity 等 AI 助手提及并引用你品牌的频率。
- 可以做什么
- 查询密钥身份、套餐与报告阈值,并获取当前 UTC 日期及各工具回溯的时间窗口。列出工作区跟踪的品牌和问题,以及每个问题产生的答案数量。按引擎和品牌读取 AI 可见度、声量份额与情感计数。查看被提及的竞争对手、含提及与引用的已存答案,以及引擎回答前阅读的域名。查看提醒与排序后的建议,以及在启用集成时读取 Search Console 数据。
- 适用场景
- 当你需要衡量或解释品牌在 AI 生成答案中的出现情况(答案引擎优化)并与竞争对手比较时,或需要查看这些数字背后真实答案与来源作为依据时使用。
- 运行要求
- 可使用托管远程端点并以 OAuth 持有者令牌认证,或通过 npx 运行本地 npm 包,后者需要 Node.js 和 AMT_API_KEY 环境变量。API 密钥在 AIMentionTracker 应用中创建,且仅限一个组织。
安装
在 SourceWeft 中
- 打开 控制台中的 AIMentionTracker,将其添加到工作区。
- 连接 所需的 凭据。它们会被私密存储,绝不会在公开页面上展示。
- 为需要使用其工具的对话启用该服务。
Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。
交给智能体安装
把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。
阅读 https://sourceweft.com/mcp/ai.aimentiontracker%2Fmcp/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。其他 MCP 客户端
把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。
{
"mcpServers": {
"aimentiontracker": {
"type": "http",
"url": "https://mcp.aimentiontracker.ai/mcp"
}
}
}README
@aimentiontracker/mcp
Track how often ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews name and cite your brand, from inside your MCP client. Twelve read-only tools over AI visibility, share of voice, sentiment, competitor mentions and what to do about them, with the answers they came from.
This is answer engine optimisation (AEO) data, not rank tracking: the unit is an answer an assistant gave a real question, and whether you were in it.
Hosted (no install)
Local (stdio)
Create a key at app.aimentiontracker.ai/api-keys. Keys are read-only and scoped to one organisation; they cannot change billing, the team, or what is tracked.
Tools
All read-only. v1 has no write endpoints, deliberately: adding a prompt expands a metered bill and triggering a run spends real vendor money.
One further tool, list_search_console, registers only where the Google Search Console integration is enabled. A tool that always answers 404 is worse than an absent one: an agent picks it for a task it cannot do and spends a turn failing.
Three rules the tools enforce
- A null rate means "not enough answers yet", never zero. Rendering it as 0% reports a collapse that did not happen.
- Engines are never averaged. They disagree; a mean describes no real surface.
- An empty findings list does not mean nothing changed.
list_alertssays so in the payload, not just the description.
Every tool that reports a measurement carries these rules in its own description, because an agent reads the tool, not the README.
Why the denominators are in the payload
get_share_of_voice returns brands_counted, and get_sentiment counts against classified rather than total mentions. A workspace tracking two competitors and one tracking twelve produce incomparable shares from identical answers, and the sentiment classifier abstains on listicle mentions where an engine named a brand without endorsing it. Both numbers are meaningless without the denominator beside them, so the tools return it rather than trusting the caller to ask.
Security
The hosted server holds no secrets. No database, no vendor credentials, no service account. Your key arrives in the Authorization header and is passed straight through to the API, which does all authentication, tenancy, entitlement and rate limiting. Each request gets a fresh, stateless server instance that is closed when the response ends.
More
- What it tracks and pricing
- Per engine: ChatGPT, Claude, Perplexity
- MCP server docs and the REST API
MIT.
来源:README.md,提交 5d14262
工具
0版本历史
2- v0.1.3最新Oct 9, 2026
- v0.1.2Oct 1, 2026
评分
已满足适用检查项的 85%
该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。
- 近 30 天内可连通必需25 分
- 已声明认证方式必需10 分
- 已列出工具15 分
请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。
- 描述必需15 分
- 图标10 分
- 文档15 分
- 许可证10 分