Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog
Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

AllMCPs on GitHub (opens in a new tab)
Launched onTiny Startupstinystartups.com
Explore
  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Random discovery New
  • Submit a server
  • Pricing & Boost Boost
Learn
  • Guides hub
  • What is MCP?
  • Install guide
  • Build an MCP server
  • Deploy an MCP server
  • Security guide
  • Troubleshooting
  • MCP for SEO & AEO
  • Protocol versioning
  • Transports: stdio vs HTTP
  • State of MCP (stats)
  • Blog & updates
Tools
  • All developer tools
  • Config generator
  • Config validator
  • Config auditor
  • MCP playground
  • Token calculator
  • OpenAPI β†’ MCP
  • Badge generator
For agents
  • REST API docs
  • Trust & traffic Live
  • Remote MCP server SSE β†— (opens in a new tab)
  • llms.txt β†— (opens in a new tab)
  • Catalog JSON β†— (opens in a new tab)
Company
  • About
  • Advertise Sponsor
  • Contact
  • GitHub β†— (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZoneAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZone
Β© 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. πŸ“‚ Browser Automation
  3. AIR SDK
AIR SDK logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 11:47:44 AM

AIR SDK

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository1 GitHub StarsTotal stargazers on GitHub for the source repository (1 stars).Visit Website

Collective intelligence for browser automation agents. Site capabilities, selectors, and extraction.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "air-sdk": {
      "command": "npx",
      "args": [
        "-y",
        "@arcede/air-sdk"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing AlternativesπŸ“‚ More in Browser Automation

Documentation Overview

AIR SDK

Collective intelligence for agents. Stop your agents from guessing how to use the web. Let them know what to do. Think; hive mind. Let's make the open agent internet.

npm version downloads license docs tests typescript strict

Install Β· Quick Start Β· Why Β· Agent Skill Β· Docs


Your browser agent wastes tokens and time every time it asks an LLM what to click. AIR SDK replaces guessing with knowing. This is an early research preview.

Up to 7,000x cost reduction and 280x faster vs frontier models. One function call. Zero code changes.

Benchmarks

Measured across 8 major domains, 40 cold API calls, cache disabled. LLM baseline priced at Frontier Model ($15/$75 per M tokens). AIR SDK at Scale tier ($149/mo, 250K executions).

ScenarioLLM DOM Reasoning (Frontier Model)AIR SDK (Macro Path)Savings
1 browser action~$0.24, ~4s, ~10K tokens (2 LLM round trips to inspect DOM and act)$0.0006, 178ms, 0 tokens400x cost reduction, 22x faster
10 browser actionsUp to ~$4, ~50s, ~175K tokens (25 LLM round trips as context grows)$0.0006, 178ms, 0 tokensUp to 7,000x cost reduction, 280x faster

The more complex the workflow, the more you save. LLM costs compound β€” every action adds to the conversation context, making each subsequent round trip more expensive. AIR's macro path is always one API call, regardless of how many steps the workflow has.

Methodology & raw data

LLM baseline: Agent inspects page DOM, reasons about which elements to interact with, generates tool calls. Frontier Model pricing ($15/M input, $75/M output).

  • 1 action: ~4,000 input + 800 output tokens x 2 round trips = ~9,600 tokens, ~$0.24, ~4s reasoning time.
  • 10 actions: Context grows with each action (conversation history accumulates). Average ~6,000 input + 1,000 output tokens x 2.5 round trips per action = 25 total LLM calls, ~175,000 tokens, ~$4.13, ~50s reasoning time.
  • Sonnet 4 comparison: 5x cheaper per token β€” 1 action: ~$0.05, 10 actions: ~$0.83. Still 80–1,400x more expensive than AIR at Scale.

AIR SDK macro path: Pre-verified CSS selectors returned via API. Agent executes directly β€” no DOM inspection, no LLM reasoning. Cost = plan price / included executions.

Raw API latency (40 measurements, cache disabled):

  • browse_capabilities: 180ms median, 148ms min, 421ms p95
  • execute_capability: 178ms median, 146ms min, 333ms p95
  • Combined: 354ms median, 304ms min, 1010ms p95

Cost per action by tier:

TierPriceIncludedEffective cost
Free$01,000/mo$0
Pro$49/mo25,000/mo$0.0020
Scale$149/mo250,000/mo$0.0006

Capabilities discovered: 16 avg per domain (range: 3–39)

Last run: 2026-03-20 | Run benchmark yourself: npx tsx benchmark/run.ts

Prerequisites

  • Node.js >= 18
  • One of: Playwright, Puppeteer, or Browser Use (optional peer dependencies)

Install

Terminal
npm install @arcede/air-sdk
npx @arcede/air-sdk init   # saves key to ~/.config/air/credentials.json

Agent Skill (recommended for AI coding agents):

Terminal
npx @arcede/air-sdk install-skill   # auto-configures Claude Desktop, Claude Code, Cursor, Windsurf, OpenClaw

Free tier included. No credit card. Make the network smarter, star the repo and share it ⭐

Lightweight Alternatives

Don't need the full SDK? We publish standalone packages for common use cases:

PackageInstallUse case
@arcede/air-mcpnpx @arcede/air-mcpMCP server only β€” add AIR tools to Claude Code, Cursor, or Windsurf without the full SDK
@arcede/air-clinpx @arcede/air-cliTerminal CLI β€” extract data and query capabilities from the command line
@arcede/extractnpm i @arcede/extractTyped TypeScript client for the Extract API only
@arcede/capabilitiesnpm i @arcede/capabilitiesTyped TypeScript client for the Capability API only

Quick Start

Wrap your existing Playwright page. Nothing else changes.

server.ts
import { chromium } from 'playwright';
import { withAIR } from '@arcede/air-sdk/playwright';

const browser = await chromium.launch();
const page = await browser.newPage();
const smartPage = withAIR(page, { apiKey: process.env.AIR_API_KEY });

// Your existing code β€” now with site intelligence
await smartPage.goto('https://example.com');
await smartPage.fill('#search', 'flights to tokyo');
await smartPage.click('.search-btn');

// Know what's possible on any site before writing automation
const capabilities = await smartPage.air.listCapabilities('example.com');

Also works with Puppeteer and Browser Use:

server.ts
// Puppeteer
import { withAIR } from '@arcede/air-sdk/puppeteer';
const page = withAIR(await browser.newPage(), { apiKey: process.env.AIR_API_KEY });

// Browser Use
import { AIRPlugin } from '@arcede/air-sdk/browser-use';
const agent = Agent({ plugins: [new AIRPlugin({ apiKey: process.env.AIR_API_KEY })] });

Why

Browser automation is fragile. Selectors break. Sites change. Your agent has no idea what's possible until it's already on the page.

AIR SDK gives your agent three things:

WhatHow
Site intelligenceKnow what actions are possible on any website β€” search, purchase, login, browse β€” before your agent navigates there.
Resilient selectorsWhen a selector fails, the SDK automatically resolves fallback alternatives so your automation doesn't break.
Continuous learningThe platform gets smarter over time, improving reliability and coverage across the web.

How it works: Wrap your page with withAIR(). The SDK observes actions, resolves selectors, and preloads site capabilities. Your code doesn't change β€” it just works better.

Privacy-first: Input values, cookies, and PII are never sent. See our privacy docs β†’

Credential Management

API keys are stored at ~/.config/air/credentials.json with 0600 permissions (owner read/write only).

Terminal
npx @arcede/air-sdk init       # Save your key (opens dashboard)
npx @arcede/air-sdk whoami     # Show current key, source, and agent status
npx @arcede/air-sdk logout     # Remove key from all locations

Key resolution order: AIR_API_KEY env var β†’ ~/.config/air/credentials.json β†’ .env in current directory.

Agent Skill

Give your coding agent site intelligence with one command:

Terminal
npx @arcede/air-sdk install-skill

This auto-detects Claude Desktop, Claude Code, Cursor, Windsurf, and OpenClaw, writes the MCP server config, and injects your API key. It installs @arcede/air-sdk globally for fast agent startup (~2s instead of ~60s with npx) and writes the absolute binary path to each config to avoid npx version caching issues. Restart your agent and it instantly has new tools.

Manual setup (Claude Desktop, Claude Code, Cursor, Windsurf, OpenClaw)

Requires global install: npm install -g @arcede/air-sdk. If not installed globally, replace "command": "air-sdk" with "command": "npx" and "args": ["--mcp"] with "args": ["-y", "@arcede/air-sdk", "--mcp"].

Claude Desktop β€” add to ~/Library/Application Support/Claude/claude_desktop_config.json:

config.json
{
  "mcpServers": {
    "air-sdk": {
      "command": "air-sdk",
      "args": ["--mcp"],
      "env": { "AIR_API_KEY": "air_xxx" }
    }
  }
}

Claude Code:

Terminal
claude mcp add air-sdk -e AIR_API_KEY=your_key_here -- air-sdk --mcp

Cursor β€” add to ~/.cursor/mcp.json:

config.json
{
  "mcpServers": {
    "air-sdk": {
      "command": "air-sdk",
      "args": ["--mcp"],
      "env": { "AIR_API_KEY": "air_xxx" }
    }
  }
}

Windsurf β€” add to ~/.codeium/windsurf/mcp_config.json:

config.json
{
  "mcpServers": {
    "air-sdk": {
      "command": "air-sdk",
      "args": ["--mcp"],
      "env": { "AIR_API_KEY": "air_xxx" }
    }
  }
}

OpenClaw β€” add to ~/.openclaw/openclaw.json:

config.json
{
  "mcpServers": {
    "air-sdk": {
      "command": "air-sdk",
      "args": ["--mcp"],
      "env": { "AIR_API_KEY": "air_xxx" }
    }
  }
}

Tools available:

Read the full README β†’View source on GitHub β†’

Related MCP Servers

View all in Browser Automation View all alternatives
  • Browser Use logoBrowser Use

    Control a real Chrome browser to complete any task: fill forms, extract data, book flights.

    πŸ“‚ Browser Automation0 views
    Compare vs Browser Use β†’
  • ShotAPI logoShotAPI

    Screenshot and HTML rendering MCP server for AI agents

    πŸ“‚ Browser Automation1 views
    Compare vs ShotAPI β†’
  • Yad Agent MCP logoYad Agent MCP

    MCP wrapper for Yad, a local browser-automation companion, for coding agents.

    πŸ“‚ Browser Automation0 views
    Compare vs Yad Agent MCP β†’
  • Sceneview MCP logoSceneview MCP

    3D & AR SDK for Android, iOS, Web β€” API docs, samples, validation, and code generation.

    πŸ“‚ Browser Automation1 views
    Compare vs Sceneview MCP β†’

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

GitHub stars
1
Stargazers on the source repository.
Last commit
5mo ago
Most recent push to the default branch.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about AIR SDK

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "air-sdk": { "command": "npx", "args": ["-y","@arcede/air-sdk"] } }

AllMCPs Directory Badge

Full Badge Customizer

Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.

Badge Style:
Live Dynamic SVG PreviewAIR SDK AllMCPs Directory Badge
Markdown (GitHub README)
[![AllMCPs](https://allmcps.com/api/badge/air-sdk?style=directory)](https://allmcps.com/mcp/air-sdk)
HTML Embed
<a href="https://allmcps.com/mcp/air-sdk"><img src="https://allmcps.com/api/badge/air-sdk?style=directory" alt="AIR SDK on AllMCPs" /></a>

Technical Specs & Signals

CategoryπŸ“‚Browser Automation
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedApr 10, 2026
10/11 checks healthy over the last 45d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars1
GitHub Star CountTotal stargazers on GitHub representing community popularity (1 stars).
Last commit5mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Apr 10, 2026
36Quality signal: Fair Β· 36/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools16/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 2d ago via OSV.dev Β· @arcede/air-sdk (npm)

β˜… FeaturedMoxie Docs MCP logo

Moxie Docs MCP

MCP & Agent Skills for Automated Documentation, and codebase conventions + context

Explore Server β†’

Own this project?

This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to unlock edit access and the Official badge β€” proof is checked automatically, then reviewed by our team.

Free dofollow backlink: add your website and place the AllMCPs badge on it β€” no claim needed. We detect it automatically and keep it verified as long as the badge stays live.

Claim & get free dofollow

Share & Embed

Add our SVG badge (dark/light directory styles) or embeddable widget to your site.

Explore more

More in πŸ“‚ Browser Automation β†’Best MCP servers for Browser Automation β†’Alternatives to AIR SDK β†’Install in Claude DesktopInstall in CursorInstall in VS CodeSetup guides for all 13 MCP clients