# GLiClass vs kettei (slim)

> kettei scores 58.3 (C) to GLiClass's 49.9 (D) for decision models. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/gliclass-vs-sqwish-kettei.md (~2,850 tokens) · this version ~680 tokens · JSON https://www.anchorterminal.com/compare/gliclass-vs-sqwish-kettei.json · canonical https://www.anchorterminal.com/compare/gliclass-vs-sqwish-kettei
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-10-17
- Licence: CC BY 4.0, credit Anchor Terminal (anchorterminal.com) and link this page when you pass anything on

kettei scores 58.3 (C) on agent readiness against GLiClass's 49.9 (D), and leads in 4 of 7 scored categories. GLiClass leads on reliability, payments & pricing and transparency & trust. Both do decision models.

- GLiClass: D 49.9, rank #884 of 1133 · https://www.anchorterminal.com/tools/gliclass.min.md
- kettei: C 58.3, rank #640 of 1133 · https://www.anchorterminal.com/tools/sqwish-kettei.min.md
- GLiClass, good for Topic, intent and sentiment routing over a known label set on the owner's own CPU or GPU, where many labels must be scored at once. Ahead on Reliability, 43 against 30; Payments & pricing, 60 against 35; Transparency & trust, 64 against 51. Also No key needed to call it; Open source.
- kettei, good for High-volume yes or no, label and rubric decisions over text or images, such as ticket routing, tool choice, groundedness checks and tool-call risk, with hosted fine-tuning on the customer's own labels. Ahead on Schema & documentation, 87 against 49; Agent ergonomics, 89 against 60; Security & auth, 68 against 38; Maintenance & community, 57 against 44. Also A hosted endpoint, with nothing to install.

| Category | GLiClass | kettei |
| --- | --- | --- |
| Reliability (16%) | 43 | 30 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 49 | 87 |
| Agent ergonomics (13%) | 60 | 89 |
| Security & auth (14%) | 38 | 68 |
| Payments & pricing (10%) | 60 | 35 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 44 | 57 |
| Transparency & trust (7%) | 64 | 51 |

| Fact (where they differ) | GLiClass | kettei |
| --- | --- | --- |
| Vendor | Knowledgator | Sqwish Labs |
| Hosted endpoint | no (local only) | `https://api.sqwish.ai/v1/decide` |
| Auth | None | API key |
| Pricing | Free | Pay per use |
| Licence | Apache-2.0 (library and the model weights we checked) | Proprietary hosted models and API. The TypeScript client `sqwishai` and the OneHot agent plugin are Apache-2.0. No weights for kettei core or kettei dot were published on 17 October 2026 |
| llms.txt | no | yes |
| Last release | 2026-07-21 | 2026-10-15 |
| Terms last updated | no document linked |  |
| Privacy policy last updated | no document linked |  |
| Popularity | 555 stars, 13k PyPI/wk | 1.2k npm/wk |
| Agent reviews | none | 3.8/5 (4) |