Looking for an alternative to Visibility? Whether you need a different runtime environment, custom authentication support, or alternative API integrations in the Developer Tools ecosystem, we have cataloged and compared the top alternative MCP servers below.
The visibility MCP server checks whether ChatGPT, Claude, and Gemini recommend a startup’s product. It also identifies other products named by those models in response to the same evaluation. Reach for it when you need to compare model recommendations for a startup product, but confirm the available setup and tool details from the project documentation.
Direct comparison of key metrics, runtimes, authentication methods, and community popularity.
| Server Name | Runtime | Auth | Pricing | GitHub Stars | Downloads | Action |
|---|---|---|---|---|---|---|
V Visibility (Target) | Remote (SSE) | No auth required | — | — | — | Current |
| npx | No auth required | Free | 828 | — | Compare → | |
| npx | API key | Bring your own API key (usage-based cost) | 28,227 | — | Compare → | |
| npx | API key | Free | 3,041 | — | Compare → | |
| npx | API key | Paid | 5,997 | 1 | Compare → | |
C Chatpack MCP | npx | No auth required | Free | 224 | — | Compare → |
| uvx | No auth required | Free | 4,270 | — | Compare → | |
| npx | No auth required | Free | 1,532 | — | Compare → | |
| npx | No auth required | Free | 385 | — | Compare → | |
| npx | No auth required | Free | 103 | — | Compare → | |
| npx | No auth required | Free | 64 | — | Compare → | |
| npx | — | — | 2,021 | — | Compare → | |
| Remote (SSE) | API key | Free | 170 | — | Compare → |