CCM
/MCP
SkillsMCPMarketplacesDigestToolsAdvertise

This week in Claude

Every Monday: Claude Code, Agent SDK, MCP, and the Anthropic platform moves worth your time.

Skills by Category
Frontend DevelopmentBackend & APIsTesting & QASecurityDevOps & CI/CDGit & Pull RequestsDocumentationCode Review & QualityAI & Agent BuildingSkill Development
MCP Servers by Category
Sales & MarketingWeb & Browser AutomationDatabasesAI & LLM ToolsCloud & InfrastructureCommunication & MessagingDeveloper ToolsDesign & CreativeDocuments & KnowledgeSearch & Web Crawling
Marketplaces by Category
AI Agents & OrchestrationLLM IntegrationDevelopment ToolsFrontend & UIBackend & APIsDatabasesTesting & Code QualityDevOps & CloudSecurity & ComplianceGit & Version Control

Claude Code Marketplaces

Discover Claude Code plugins, extensions, and tools. Automatically updated directory of Anthropic Claude AI marketplaces with development tools, productivity plugins, and integrations.

Resources

  • Browse Skills
  • Browse MCP Servers
  • Browse Marketplaces
  • Skill index
  • MCP index
  • Marketplace index
  • Plugins Reference

Community

  • About
  • Tools
  • Feedback
  • Privacy Policy
  • Advertise

Built for the Claude Code community with Claude Code by mertbuilds.com

Independent project, not affiliated with Anthropic
arcededev avatar

AIR SDK

arcededev/air-sdk
1authSTDIOregistry active
Summary

Wraps Playwright, Puppeteer, or Browser Use pages with collective intelligence for browser automation. Instead of having your agent guess which selectors to use or what actions are possible on a site, this pulls pre-verified capabilities and resilient CSS selectors from a shared knowledge base. The MCP server exposes browse_capabilities and execute_capability tools that let Claude query what's doable on a domain before navigating there, then execute actions with fallback selector resolution. Benchmarks show 400x cost reduction versus LLM-based DOM reasoning for single actions, scaling to 7,000x on multi-step workflows since you skip the inspect-and-reason loop entirely. Privacy-first design means input values and cookies never leave your machine. Install the skill with one command to add AIR tools directly to Claude Desktop, Cursor, or Windsurf.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →

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 · Quick Start · Why · Agent Skill · 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 — 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 — 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 — 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

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

Agent Skill (recommended for AI coding agents):

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 — add AIR tools to Claude Code, Cursor, or Windsurf without the full SDK
@arcede/air-clinpx @arcede/air-cliTerminal CLI — 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.

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 — 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:

// 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 — search, purchase, login, browse — 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 — it just works better.

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

Credential Management

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

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 → ~/.config/air/credentials.json → .env in current directory.

Agent Skill

Give your coding agent site intelligence with one command:

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 — add to ~/Library/Application Support/Claude/claude_desktop_config.json:

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

Claude Code:

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

Cursor — add to ~/.cursor/mcp.json:

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

Windsurf — add to ~/.codeium/windsurf/mcp_config.json:

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

OpenClaw — add to ~/.openclaw/openclaw.json:

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

Tools available:

ToolDescription
extract_urlExtract structured data from any URL — JSON-LD, RSS/Atom feeds, JSON APIs, SPAs. Meta-only results cost 0 credits.
browse_capabilitiesDiscover what actions can be automated on a website. Returns confidence scores, tiers, selectors, and universal patterns.
execute_capabilityGet a structured execution plan with CSS selectors, fallbacks, and pattern-matched guidance.
report_outcomeReport execution results with optional browserObservations to improve collective intelligence.
extract_contentExtract text and structured sections from local files or remote file URLs such as PDFs, DOCX, PPTX, XLSX, CSV, TXT, MD, HTML, and EML.

OpenAI Skill

AIR SDK is also available as an OpenAI hosted shell skill for gpt-5.4 and gpt-5.4-mini:

# Package and upload
cd air-sdk/openai-skill
zip -r /tmp/air-sdk-skill.zip .
curl -X POST 'https://api.openai.com/v1/skills' \
  -H "Authorization: Bearer $OPENAI_API_KEY" \
  -F 'files=@/tmp/air-sdk-skill.zip'

Then use in the Responses API:

{
  "model": "gpt-5.4-mini",
  "tools": [{
    "type": "shell",
    "environment": {
      "type": "container_auto",
      "skills": [{ "type": "skill_reference", "skill_id": "<your_skill_id>" }],
      "network_policy": {
        "type": "allowlist",
        "allowed_domains": ["agentinternetruntime.com", "api.agentinternetruntime.com"],
        "domain_secrets": [
          { "domain": "api.agentinternetruntime.com", "name": "AIR_API_KEY", "value": "<key>" },
          { "domain": "api.agentinternetruntime.com", "name": "Authorization", "value": "Bearer <key>" }
        ]
      }
    }
  }]
}

Requires api.agentinternetruntime.com in your org network allowlist.

Configuration

withAIR(page, {
  apiKey: process.env.AIR_API_KEY,  // Required
  cacheEnabled: true,                // Local capability cache (default: true)
  cacheTTLMs: 1_800_000,            // Cache TTL in ms (default: 30 min)
  debug: false,                      // Log debug info (default: false)
});

Machine Payments Protocol

AIR SDK supports x402 micropayments, enabling your agent to pay for premium site access without pre-registration:

const smartPage = withAIR(page, {
  apiKey: process.env.AIR_API_KEY,
  mpp: {
    enabled: true,
    paymentMethod: 'stripe_spt',
    credential: 'spt_...',
    maxPerRequest: 0.50,
    maxPerSession: 5.00,
    autoApprove: true,
  },
});

Examples

See examples/agents/ for working agent examples:

  • Research Agent — Multi-source research with capability-aware navigation
  • Price Comparison — Cross-site price monitoring with resilient selectors
  • Capability Scout — Discover and map capabilities across domains
  • Site Monitor — Track site changes with resilient selectors

Contributing

See CONTRIBUTING.md. PRs welcome.

Links

  • Documentation
  • Pricing
  • agent.json Standard
  • Changelog

License

MIT

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →

Configuration

AIR_API_KEY*secret

API key from agentinternetruntime.com/dashboard — free tier includes 1,000 executions/month

Categories
Automation & Workflows
Registryactive
Package@arcede/air-sdk
TransportSTDIO
AuthRequired
UpdatedMar 20, 2026
View on GitHub

Related Automation & Workflows MCP Servers

View all →
arpe-io avatar
Lakexpress Mcp

arpe-io/lakexpress-mcp

MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet
1
asattelmaier avatar
GNOME UI MCP

asattelmaier/gnome-ui-mcp

GNOME Wayland desktop automation via AT-SPI discovery and Mutter input.
1
astein91 avatar
StackSherpa

astein91/stacksherpa-remote

Compare API providers based on real-time pricing, performance benchmarks, and known issues. Evaluate detailed project profiles and past decision data to make informed architectural choices. Identify the most cost-effective and reliable solutions across various service categories for your infrastructure needs.
1
scope-bid avatar
Scope (Legal)

bid.scope/legal

Dispatch litigation work to legal-services vendors from any MCP-compatible AI workflow.
1
bituq avatar
Zendriver MCP

bituq/zendriver-mcp

Undetectable browser automation for LLM agents, spoken over MCP.
1
linkly-hq avatar
Linkly

com.linklyhq/linkly

Create and manage short links, track clicks, and automate URL management
1