Head to head
TokenLab MCP Server vs Semiotic
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
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TokenLab MCP server: 31 default and 80 full-profile tools for models, media, tasks, and files.
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Verified React chart generation: select, validate, repair, render, and inspect charts through MCP.
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (83 and 82 out of 100). Semiotic is hosted and callable through the gateway; TokenLab MCP Server runs on your own machine. Semiotic has noticeably more public adoption.
| TokenLab MCP Server | Semiotic | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | B83/100 | B82/100 |
| Adoption | Growing | Widely used |
| GitHub stars | 0 | 2.7k |
| Downloads / week | 581 | 5.8k |
| Runs where | Your machine (local) | Hosted (remote) |
| Gateway-ready | No | Yes |
| Tools | — | 5 |
| Write actions | — | 1 |
| Price per call | Free | Free |
| Licence | MIT | Apache-2.0 |
| Last release | 2026-09-16 | 2026-09-19 |
| Category | Everything else | Everything else |