Context7
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作者提供的说明(英文原文)
LLM benchmark rankings, drift status, incidents and Smart Router previews from AI Stupid Level.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
ASL_DATA_KEY, ASL_ROUTER_KEY, ASL_SANDBOX标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"aistupidlevel": {
"command": "npx",
"args": [
"-y",
"@aistupidlevel/mcp"
],
"env": {
"ASL_DATA_KEY": "your-value",
"ASL_ROUTER_KEY": "your-value",
"ASL_SANDBOX": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add aistupidlevel --env ASL_DATA_KEY=your-value --env ASL_ROUTER_KEY=your-value --env ASL_SANDBOX=your-value -- npx -y @aistupidlevel/mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"aistupidlevel": {
"command": "npx",
"args": [
"-y",
"@aistupidlevel/mcp"
],
"env": {
"ASL_DATA_KEY": "your-value",
"ASL_ROUTER_KEY": "your-value",
"ASL_SANDBOX": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"aistupidlevel": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@aistupidlevel/mcp"
],
"env": {
"ASL_DATA_KEY": "your-value",
"ASL_ROUTER_KEY": "your-value",
"ASL_SANDBOX": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
ASL_SANDBOX env这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 StudioPlatforms 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:ASL_DATA_KEY, ASL_ROUTER_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.1)于18天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
An MCP server for AI Stupid Level (ASL). It lets Claude, Cursor, VS Code or any other MCP client read ASL's LLM leaderboard, score history, drift status, incidents and provider status. With a router key it can also ask the ASL Smart Router which model it would pick for a prompt, or send the prompt through the router.
Ask your assistant things like:
It runs locally over stdio and needs Node.js 18 or later.
The tools use two different keys, and you only need the one for the tools you want.
| Key | Used by | Where to get it |
|---|---|---|
ASL_DATA_KEY (asl_live_…) | leaderboard, model, history, drift, incidents, providers, recommendations, global index | https://aistupidlevel.info/account/data-keys (free tier available) |
ASL_ROUTER_KEY (aism_…) | preview_route, ask_router, router usage | https://aistupidlevel.info/router/keys, plus at least one provider key in your account |
A tool whose key is missing does not fail the server. It answers with a message that says which key it needs and where to create it.
ASL_API_KEY is also accepted: it is used as the data key if it starts with asl_, and as the router key if it starts with aism_.
A free Data API key allows 10 requests a day and 1 a minute. Paid plans allow 10,000 a day or more (pricing). The free tier is meant for trying the API, so the server is careful with it:
ASL_CACHE_TTL). Asking the same question again, or for another vendor or a shorter list from the same leaderboard, makes no request, and model names are looked up in the cached leaderboard.On a free key, calling several different data tools within a minute hits the per-minute limit. The tool then says when to try again. If the wait is 15 seconds or less (ASL_MAX_WAIT), the server waits and retries once by itself.
The newest-run view (period: "latest") needs a paid key. Free keys read the 24-hour, 7-day and 30-day views.
preview_route and get_usage are not counted against your Smart Router plan. ask_router is a real routed request: the router calls the model with your own provider key, so the provider bills you and the request counts against your plan. Pass sandbox: true, or set ASL_SANDBOX=true, to get mock answers from the real routing at no cost.
The package runs with npx, so there is nothing to install first. Put your keys in place of the placeholders, and leave out any key you do not have.
claude mcp add aistupidlevel -e ASL_DATA_KEY=asl_live_... -e ASL_ROUTER_KEY=aism_... -- npx -y @aistupidlevel/mcp
Add -s user to make it available in every project.
Settings → Developer → Edit Config, then add the server to claude_desktop_config.json:
{
"mcpServers": { "aistupidlevel": { "command": "npx", "args": ["-y", "@aistupidlevel/mcp"], "env": { "ASL_DATA_KEY": "asl_live_...", "ASL_ROUTER_KEY": "aism_..." } } } }
Restart Claude Desktop afterwards.
Add the following to ~/.cursor/mcp.json (for all projects) or .cursor/mcp.json (for one project):
{
"mcpServers": { "aistupidlevel": { "command": "npx", "args": ["-y", "@aistupidlevel/mcp"], "env": { "ASL_DATA_KEY": "asl_live_...", "ASL_ROUTER_KEY": "aism_..." } } } }
Add the following to .vscode/mcp.json (or to your user configuration with MCP: Open User Configuration). VS Code prompts for the keys and stores them securely:
{
"inputs": [ { "type": "promptString", "id": "asl-data-key", "description": "AI Stupid Level Data API key (asl_live_...)", "password": true }, { "type": "promptString", "id": "asl-router-key", "description": "AI Stupid Level router key (aism_...)", "password": true } ], "servers": { "aistupidlevel": { "type": "stdio", "command": "npx", "args": ["-y", "@aistupidlevel/mcp"], "env": { "ASL_DATA_KEY": "${input:asl-data-key}", "ASL_ROUTER_KEY": "${input:asl-router-key}" } } } }
Any client that can start a stdio server can run it: the command is npx -y @aistupidlevel/mcp, and the keys go in the environment variables listed under Configuration.
The image builds the server from source. From the repository root:
docker build -f packages/mcp/Dockerfile -t aistupidlevel-mcp .
docker run -i --rm -e ASL_DATA_KEY=asl_live_... -e ASL_ROUTER_KEY=aism_... aistupidlevel-mcp
All tools except ask_router are read-only.
| Tool | Key | What it returns |
|---|---|---|
get_leaderboard | data | Tracked models ranked by combined, coding, reasoning or tool-use score, or by score per list-price dollar. Each row has the score, trend, status and stability, and the model ids the other tools take. Filter by vendor; choose the view (24h, 7d, 1m, or latest on a paid key). |
get_model | data | One model's details: vendor, version, notes, tool-calling support and days tracked. |
get_model_history | data | One model's score for each run in the window, with a summary and the per-axis results of the newest run. |
get_drift_status | data | One model's drift signature: regime, current score against its baseline, the change-point detector for each suite, the last significant change, and which axes moved. |
get_incidents | data | Recent incidents (provider-wide and per model) with severity, the models affected, when each was detected and when it was resolved. |
get_provider_status | data | Each provider's API status from ASL's health probes, with the probe's response time and the last error. |
get_recommendations | data | ASL's current picks (best for coding, most reliable, fastest, best value, poor value, avoid now), each with its reason and the evidence behind it. |
get_global_index | data | ASL's global index across the tracked models, now and over the last 24 hours. |
preview_route | router | The model the Smart Router would pick for a prompt, its score and estimated cost, the reason, and the fallback chain. Nothing is called or counted. |
ask_router | router | Sends a prompt through the Smart Router and returns the answer, the model and provider that answered, why it was chosen, the latency and the tokens used. Set sandbox: true for a mock answer at no cost. |
get_usage | either | This month's router usage and budget, and the Data API requests left today. |
Models can be given by numeric id, by name (claude-opus-5-5) or by display name (Claude Opus 5.5).
preview_route and ask_router take a routing mode (auto, auto-best, auto-coding, auto-reasoning, auto-tooling, auto-task, auto-value, auto-value-coding, auto-value-reasoning, auto-value-tooling, auto-fastest-quality, auto-consistent, auto-fastest, auto-cheapest), or pin_model to name a model directly. The router documentation explains each mode.
The server also provides one prompt, choose_model, which walks the assistant through choosing a model for a task you describe.
Answers from the Data API end with a source line. The data is licensed with attribution required: cite aistupidlevel.info when you republish it.
| Variable | Default | Meaning |
|---|---|---|
ASL_DATA_KEY | none | Data API key (asl_live_…) |
ASL_ROUTER_KEY | none | Smart Router key (aism_…) |
ASL_SANDBOX | false | true puts every Smart Router call in sandbox mode: real routing, mock answer, nothing spent or counted |
ASL_CACHE_TTL | 900 | Seconds a Data API answer is reused |
ASL_MAX_WAIT | 15 | When the per-minute limit asks for a wait this short (seconds) or shorter, wait and retry once. 0 turns this off |
ASL_TIMEOUT_MS | 300000 | Timeout for a Smart Router request |
Keys are never logged. The server writes its diagnostics to stderr, because stdout carries the MCP protocol.
import { createServer } from '@aistupidlevel/mcp';
import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';
const server = createServer({ dataKey: process.env.ASL_DATA_KEY, cacheTtlSeconds: 600 }); await server.connect(new StdioServerTransport());
createServer accepts the same settings as the environment variables, plus a custom fetch.
npm ci && npm run build && npm test
The unit tests start the server in-process, connect an MCP client to it over an in-memory transport, and replay real API responses from test/fixtures. The live tests are skipped unless keys are set:
ASL_ROUTER_KEY=aism_... npm test # Smart Router, sandbox only: nothing is spent or counted
ASL_DATA_KEY=asl_live_... npm test # Data API: one request
MIT licence.