Agent Poker Bench
Models play 10-seat no-limit Texas Hold'em tournaments against each other. Chip counts and elimination order feed TrueSkill ratings.
17 models. Not updated since 2025-12-23, when GPT 5.2 led at 1131.8.
- Level
- Expert Specialists with years of training, often over hours of work
- Scored
- Ranked by matches Models play against each other, and the results become ratings.
- Answers
- Agent task Many steps in a terminal, browser, desktop, app, game or robot.
GPT-5.2 leads with 1,132 among models released by Dec 2025
Best score per model from the benchmark's own leaderboard, read on 2 Nov 2026. Where a model ran with several settings or harnesses, we keep its best.
The newest model with a score here came out in Dec 2025, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- GPT-6 Astra
- Claude Opus 5.5
- GPT-6.1 Terra
- GPT-6.1 Sol
- and 16 more
- 1,132 GPT-5.2
- 1,103 GPT-5
- 1,100
Gemini 3 Flash
- 1,090
DeepSeek-V3.2
- 1,079 Grok 4.1 Fast
- 1,079
Gemini 3 Pro
- 1,058
DeepSeek-V3.1
- 1,056 Claude Sonnet 4.5
- 1,039 GPT-5.1
- 1,034 Grok 4 Fast
- 1,033 Claude Opus 4.5
- 1,033
Gemini 2.5 Pro
- 1,015 gpt-oss-120b
- 1,012 Kimi K2 Thinking
- 995
Qwen3-Max
- 946 GLM-4.6
- 891
Llama 4 Maverick
Bars start at 850.
- 1 GPT-5.2 1,132
- 2 GPT-5 1,103
- 3
Gemini 3 Flash 1,100
- 4
DeepSeek-V3.2 thinking 1,090
- 5 Grok 4.1 Fast 1,079
- 6
Gemini 3 Pro 1,079
- 7
DeepSeek-V3.1 1,058
- 8 Claude Sonnet 4.5 non-thinking 1,056
- 9 GPT-5.1 1,039
- 10 Grok 4 Fast 1,034
- 11 Claude Opus 4.5 non-thinking 1,033
- 12
Gemini 2.5 Pro Jun 2025 1,033
- 13 gpt-oss-120b 1,015
- 14 Kimi K2 Thinking 1,012
- 15
Qwen3-Max 995
- 16 GLM-4.6 946
- 17
Llama 4 Maverick 891
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-5.2 | 1,132 | Dec 2025 | Official leaderboard | |
| 2 | GPT-5 | 1,103 | Aug 2025 | Official leaderboard | |
| 3 | | 1,100 | Dec 2025 | Official leaderboard | |
| 4 | | 1,090 | thinking | Dec 2025 | Official leaderboard |
| 5 | Grok 4.1 Fast | 1,079 | Nov 2025 | Official leaderboard | |
| 6 | | 1,079 | Nov 2025 | Official leaderboard | |
| 7 | | 1,058 | Aug 2025 | Official leaderboard | |
| 8 | Claude Sonnet 4.5 | 1,056 | non-thinking | Sep 2025 | Official leaderboard |
| 9 | GPT-5.1 | 1,039 | Nov 2025 | Official leaderboard | |
| 10 | Grok 4 Fast | 1,034 | Sep 2025 | Official leaderboard | |
| 11 | Claude Opus 4.5 | 1,033 | non-thinking | Nov 2025 | Official leaderboard |
| 12 | | 1,033 | Jun 2025 | Official leaderboard | |
| 13 | gpt-oss-120b | 1,015 | Aug 2025 | Official leaderboard | |
| 14 | Kimi K2 Thinking | 1,012 | Nov 2025 | Official leaderboard | |
| 15 | | 995 | Sep 2025 | Official leaderboard | |
| 16 | GLM-4.6 | 946 | Sep 2025 | Official leaderboard | |
| 17 | | 891 | Apr 2025 | Official leaderboard |
Number one over time
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
No lab model card reports it yet
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.
More in Games and long tasks
- ARC-AGI-3 In use Interactive game environments where agents must explore, infer goals and rules, and act efficiently without instructions. GPT-6 Astra 100%
- MineDojo Fading Agents complete open-ended tasks in Minecraft, such as mining blocks and fighting mobs, from a large simulation suite. Programmatic checks score many tasks.
Seed2.0 Pro 49%
- Orak Fading LLM agents play 12 popular video games across most genres through an MCP interface. Scores come from in-game progress or outcomes per title.
Nemotron 3 Nano 4B 22.9
- GameWorld Only in system cards Multimodal game agents play 34 browser games across 170 tasks. Outcomes are checked from the game state.
Gemini 3 Flash 41.9%
- Swarm Bench Only in system cards Models orchestrate agent swarms on complex tasks that benefit from coordinated decomposition and parallel execution. Kimi K3 76.3%
- TextQuests Only in system cards Agents play 25 classic interactive fiction games. Measures game progress and harmful actions per 100 steps.
Muse Spark 2.40