AgentShelf vs Browser MCP
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
AgentShelf compared with Browser MCP
| Detail | 
AgentShelf | 
Browser MCP |
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| What it does | AI operations platform for building, deploying, and governing specialized business agents without code
| Let AI use your real browser
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| Stage | Not given
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| Not given
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| Pricing model | Not given
| Not given
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| Pricing | Not given
| Not given
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| Key features | - No-code agent builder
- Approved context and tools
- Usage and cost governance
- Website, workspace, and API deployment
- Shared workflow library
- AI Front Desk for websites
- Public and private workspace boundaries
| - Real browser with existing logins
- Watch and stop agents in real time
- Single tool with plain commands
- Background tabs grouped per AI app
- Supports multiple browsers and profiles
- Local only connection on 127.0.0.1
- Pairing with security code
- DevTools Protocol commands available
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| What makes it different | - Complete workspace keeps agent instructions, context, tools, and controls together instead of scattered across platforms
- Cost governance before AI spend becomes uncontrolled operating expense
- Reusable agent patterns and workflows avoid rebuilding for every use case
- Separates agent builders from operators so teams can create and control independently
- Non-developers can build and manage agents without technical expertise
| - Works in your existing browser with real logins instead of headless browsers
- Fewer tokens and API calls through single tool commands
- Complete visibility and control over agent actions
- Local-only security with no external connections
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 17 ▲ +1 (up) since last check | 46 ● no change since last check |
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| Trust Flow (Majestic) | 2 | 10 |
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| Citation Flow (Majestic) | 21 | 35 |
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| Referring domains (Majestic) | 20 | 435 |
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3 details filled in for both companies.
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