Reflection Beam Preview 2026-10-05 - MCP Atlas: leaderboard
Oct5 prerelease evaluation, publisher says final red-teaming ongoing and weights forthcoming. Beam identity is date-qualified and never merged with final Oct16. Comparator exact printed model labels retained; effort/precision unreported. Public split and context-management qualifiers retained. NR cells explicitly pinned missing; a populated missing cell requires review. Metric: Score (%). Higher is better. Source: https://reflection.ai/blog/introducing-beam
Metric: Score (%). Source: reflection.ai. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.8 Max | 84.5 | #31 |
| 2 | GLM-5.3 | 84.2 | #40 |
| 3 | Kimi K3 | 82.3 | #29 |
| 4 | GLM-5.2 | 77.8 | #71 |
| 5 | Inkling | 76 | #123 |
| 6 | Nemotron 3 Ultra | 63.1 | #240 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.
Interactive version: theaggregate.ai/benchmark?slug=reflection-beam-preview-2026-10-05-mcp-atlas · How It Works · Data refreshed daily, snapshot 2026-10-17.