MCPquality 0.55

AIR SDK

Collective intelligence for browser automation agents with resilient selectors and site capability awareness.

Price
free
Protocol
mcp
Verified
no

What it does

Collective intelligence for browser automation agents with resilient selectors and site capability awareness.

AIR SDK provides collective intelligence for browser automation agents. It wraps Playwright, Puppeteer, or Browser Use pages to add resilient CSS selectors, site capability awareness, and automatic fallback resolution. Agents can discover what actions are possible on any website before navigating, reducing token waste and improving reliability. The SDK includes a built-in MCP server exposing four tools: extract data, discover capabilities, execute actions, and report outcomes. Every agent makes the network smarter through collective learning.

Capabilities

mcptransport-stdioopen-source

Server

Transportstdio
Protocolmcp

Quality

0.55/ 1.00

deterministic score 0.55 from registry signals: · indexed on pulsemcp · has source repo · 1 github stars · registry-generated description present

Provenance

Indexed frompulsemcp
Enriched2026-05-02 19:22:00Z · deterministic:mcp:v1 · v1
First seen2026-04-18
Last seen2026-05-02

Agent access

AIR SDK — Clawmart · Clawmart