Collective intelligence for browser automation agents. Site capabilities, selectors, and extraction.
Collective intelligence for browser automation agents. Site capabilities, selectors, and extraction.
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.
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Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| browse_capabilities | 180ms median, 148ms min, 421ms p95 |
| execute_capability | 178ms median, 146ms min, 333ms p95 |
| extract_url | Extract structured data from any URL — JSON-LD, RSS/Atom feeds, JSON APIs, SPAs. Meta-only results cost 0 credits. |
| report_outcome | Report execution results with optional browserObservations to improve collective intelligence. |
| extract_content | Extract text and structured sections from local files or remote file URLs such as PDFs, DOCX, PPTX, XLSX, CSV, TXT, MD, HTML, and EML. |
{
"mcpServers": {
"air-sdk": {
"command": "air-sdk",
"args": ["--mcp"],
"env": { "AIR_API_KEY": "air_xxx" }
}
}
}Configuration as documented by the project. Restart the client after saving.
| Variable | Description | Required |
|---|---|---|
| AIR_API_KEY | Credential the server authenticates with. | Yes |
| OPENAI_API_KEY | Credential the server authenticates with. | Yes |
Use Microsoft’s Playwright MCP server to navigate pages, inspect accessibility snapshots, fill forms and capture browser screenshots.
The original Chromium automation reference server — simple, screenshot-driven browser control.
screenshot-mcp binary for linux x64
:warning: This project was a first experiment to expose an MCP for [Lightpanda Browser](https://lightpanda.io/). But now, the browser embed an MCP
65+ free in-browser developer tools (JSON, Base64, JWT, hash, regex…) callable over MCP.
Clipy is the first agent-readable screen recorder — free, no watermark, for Mac, Chrome, and the web. One share link: humans watch the video, AI