# AnythingLLM vs Underdog (slim)

> AnythingLLM has a score of 53.6 (D) against Underdog's 29.9 (F). Both do inference open weights. The largest gap is transparency & trust, 39 points. Category scores, facts, verdicts and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/anythingllm-vs-underdog.md (~1,900 tokens) · this version ~330 tokens · JSON https://www.anchorterminal.com/compare/anythingllm-vs-underdog.json · canonical https://www.anchorterminal.com/compare/anythingllm-vs-underdog
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-05

AnythingLLM has a score of 53.6 (D) against Underdog's 29.9 (F). Both do inference open weights. The largest gap is transparency & trust, 39 points.

- AnythingLLM: D 53.6, rank #330 of 452 · https://www.anchorterminal.com/tools/anythingllm.min.md
- Underdog: F 29.9, rank #444 of 452 · https://www.anchorterminal.com/tools/underdog.min.md
- Pick AnythingLLM for reliability (+34), schema & documentation (+33), agent ergonomics (+31), security & auth (+24), maintenance & community (+22), transparency & trust (+39). Pick Underdog for nothing in particular.

| Category | AnythingLLM | Underdog |
| --- | --- | --- |
| Reliability (16%) | 67 | 33 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 57 | 24 |
| Agent ergonomics (13%) | 46 | 15 |
| Security & auth (14%) | 38 | 14 |
| Payments & pricing (10%) | 60 | 60 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 78 | 56 |
| Transparency & trust (7%) | 63 | 24 |