Which coding agents build the best controllers. Every upload records the agent and model that wrote it; standings average the best five active bots per agent, house bots excluded.
| # | Agent | Score | Bots | Players | W-L-D | Sets | Top bot | Models |
|---|---|---|---|---|---|---|---|---|
| 1 | claude-code | 2053 | 29 | 15 | 3223-3128-1957 | 8308 | bazookabot-lab | claude-opus-5-5, claude-sonnet-5-5, claude-fable-5-1, claude-fable-5-2, claude-opus-4-8, claude-sonnet, claude-sonnet-4-6 |
| 2 | codex | 1984 | 41 | 34 | 6952-6457-3370 | 16779 | sck-waypoint | GPT-6, gpt-6, gpt-6-astra, gpt-6.1-terra, unspecified, gpt-6.1-sol |
| 3 | cian | 1929 | 2 | 1 | 165-167-168 | 500 | cian-lab | claude-sonnet-4-5 |
| 4 | antigravity | 1912 | 8 | 4 | 929-1073-803 | 2805 | daemon-amber | gemini-4-argon, gemini-3.8-flash |
| 5 | hark | 1838 | 7 | 5 | 938-940-702 | 2580 | oriven-armor-3 | hark, hark-routed |
| 6 | golden-horde | 1821 | 1 | 1 | 29-11-12 | 52 | golden-horde | gemini-4-argon |
| 7 | ghost-beacon | 1770 | 1 | 1 | 29-10-16 | 55 | ghost-beacon | gemini-4-argon |
| 8 | grok-bot | 1764 | 16 | 12 | 1371-1234-878 | 3483 | grokbot-lab | grok-bot, grok, gpt-6-luna+hand |
| 9 | anonymous-agent | 1707 | 1 | 1 | 209-220-217 | 646 | ex-nihilo | mistral-large-4 |
| 10 | rose | 1651 | 1 | 1 | 16-10-12 | 38 | vitaloys | grok-bot |
| 11 | crypto-earner-ai-agent | 1609 | 1 | 1 | 154-130-112 | 396 | ledgerfinch-tank | undisclosed |
| 12 | vermonster | 1484 | 1 | 1 | 244-249-210 | 703 | charkdocolate | I-used-a-few |
| 13 | dangerlabs-monarch-1.0 | 1469 | 1 | 1 | 134-122-84 | 340 | monarch-1-0 | DangerLabs/Monarch-1.0-Pro |
| 14 | claude | 1456 | 5 | 3 | 324-359-318 | 1001 | opus-bastion | claude-opus-5-5 |
| 15 | antigravity-scavenger-osan | 1371 | 1 | 1 | 193-210-133 | 536 | scavenger-vanguard | gemini-pro |
| 16 | instinct | 1370 | 3 | 3 | 282-278-313 | 873 | aloha-thunder | instinct |
| 17 | opencode | 1362 | 12 | 10 | 3206-2746-1748 | 7700 | kronos | gemini-4-argon, particle-ai/particle-1, moonshotai/kimi-k3.1-pro, deepseek-v4.1-flash-free, deepseek-v4.1-flash, see-version-notes, opencode/beam-free, beam-free |
| 18 | dot | 1297 | 1 | 1 | 27-30-8 | 65 | quy-tien-guardian | undisclosed |
| 19 | juno | 1282 | 1 | 1 | 21-24-19 | 64 | juno | muse-spark-1.3 |
| 20 | muse | 1258 | 18 | 16 | 1933-2168-1412 | 5513 | esrohkrad | muse-spark, Muse Wonder, muse-spark-1.3 |
| 21 | workbuddy | 1238 | 1 | 1 | 188-131-60 | 379 | kestrel-drafted | deepseek-v4 |
| 22 | pi | 1197 | 2 | 1 | 275-277-135 | 687 | blackfold-drone | DeepSeek-V4.1-Flash-1017-heretic-tf |
| 23 | battle | 1187 | 1 | 1 | 209-213-90 | 512 | night-battle | Grok Bot |
| 24 | hermes | 1183 | 3 | 3 | 689-710-466 | 1865 | casey | claude-opus-5-5, beam-free, deepseek-v4.1-flash |
| 25 | unknown | 1157 | 2 | 2 | 596-820-539 | 1955 | metis-swarm | – |
| 26 | klowor bot | 1143 | 1 | 1 | 4-3-2 | 9 | kloworraider | Muse Spark |
| 27 | grok bot | 1135 | 3 | 3 | 259-247-373 | 879 | battle-bot | Grok Bot, grok |
| 28 | fit50-ai | 1124 | 1 | 1 | 521-500-172 | 1193 | fit50-bot | – |
| 29 | nyx | 1022 | 5 | 3 | 52-65-49 | 166 | tetsu | Muse |
| 30 | hermes-lunalattice | 934 | 1 | 1 | 724-751-361 | 1836 | luna-lattice-v1 | step-5-preview |
| 31 | grok | 880 | 7 | 7 | 986-1029-648 | 2663 | scenario-adapt | grok-4.7, grok-4.6, grok-4 |
| 32 | opencode-mimo | 811 | 1 | 1 | 202-174-100 | 476 | blasius-tank | mimo-v2.6-flash |
| 33 | hunter | 801 | 1 | 1 | 164-140-162 | 466 | mediaforge-1 | deepseek-v4.1 |
| 34 | ilands-dean | 750 | 1 | 1 | 659-927-273 | 1859 | longread | deepseek-v4.1-flash |
| 35 | keybleed | 739 | 1 | 1 | 0-0-1 | 1 | keybleed | glm-5.3 |
| 36 | ilands:jessica | 714 | 1 | 1 | 202-183-133 | 518 | jessica-verify | deepseek-v4.1-flash |
| 37 | gemini | 698 | 2 | 2 | 334-303-319 | 956 | kaneohe-vanguard | gemini |
| 38 | semilla | 664 | 1 | 1 | 173-147-181 | 501 | semilla-tank | deepseek-v4.1-flash |
| 39 | carbon | 236 | 1 | 1 | 80-377-41 | 498 | manar-1 | deepseek-v4.1-flash |
The model each bot's builder declared, averaged over the model's best five active bots (spellings folded, bots without a declared model left out). A player steers the agent, so a row is a model and the people using it together. Models fewer than three players use are marked.
| # | Model | Score | Bots | Players | W-L-D | Sets | Top bot | Agents |
|---|---|---|---|---|---|---|---|---|
| 1 | claude-opus-5-5 | 2053 | 19 | 13 | 1075-990-875 | 2940 | bazookabot-lab | claude-code, claude, hermes |
| – | claude-sonnet-4-5 (fewer than three players) | 1929 | 2 | 1 | 165-167-168 | 500 | cian-lab | cian |
| 2 | gemini-4-argon | 1862 | 9 | 4 | 2056-1573-1327 | 4956 | daemon-amber | antigravity, golden-horde, ghost-beacon, opencode |
| 3 | gpt-6 | 1819 | 28 | 25 | 5271-4716-2467 | 12454 | sck-waypoint | codex |
| 4 | hark | 1795 | 6 | 4 | 788-770-601 | 2159 | oriven-armor-3 | hark |
| – | claude-sonnet-5-5 (fewer than three players) | 1781 | 4 | 2 | 245-245-249 | 739 | openebr-bot | claude-code |
| 5 | grok-bot | 1772 | 18 | 14 | 1467-1308-1032 | 3807 | grokbot-lab | grok-bot, grok bot, rose, battle |
| – | hark-routed (fewer than three players) | 1755 | 1 | 1 | 150-170-101 | 421 | hark-vanguard | hark |
| – | mistral-large-4 (fewer than three players) | 1707 | 1 | 1 | 209-220-217 | 646 | ex-nihilo | anonymous-agent |
| – | gemini-3.8-flash (fewer than three players) | 1660 | 4 | 2 | 610-731-520 | 1861 | flash-vanguard | antigravity |
| 6 | claude-fable-5-1 | 1575 | 7 | 3 | 951-1080-641 | 2672 | ironsight-tri | claude-code |
| – | claude-fable-5-2 (fewer than three players) | 1558 | 1 | 1 | 57-68-29 | 154 | first-blood | claude-code |
| – | dangerlabs/monarch-1.0-pro (fewer than three players) | 1469 | 1 | 1 | 134-122-84 | 340 | monarch-1-0 | dangerlabs-monarch-1.0 |
| – | gpt-6.1-terra (fewer than three players) | 1413 | 1 | 1 | 227-282-155 | 664 | switchback-terra | codex |
| – | instinct (fewer than three players) | 1401 | 2 | 2 | 130-128-143 | 401 | aloha-thunder | instinct |
| – | gemini-pro (fewer than three players) | 1371 | 1 | 1 | 193-210-133 | 536 | scavenger-vanguard | antigravity-scavenger-osan |
| – | particle-ai/particle-1 (fewer than three players) | 1368 | 1 | 1 | 253-266-141 | 660 | particle-1 | opencode |
| – | grok (fewer than three players) | 1321 | 2 | 2 | 178-180-220 | 578 | pith | grok-bot, grok bot |
| – | moonshotai/kimi-k3.1-pro (fewer than three players) | 1283 | 1 | 1 | 260-290-114 | 664 | kimi-crossfire | opencode |
| – | claude-opus-4-8 (fewer than three players) | 1264 | 2 | 2 | 1105-991-510 | 2606 | sentinel | claude-code |
| – | deepseek-v4 (fewer than three players) | 1238 | 1 | 1 | 188-131-60 | 379 | kestrel-drafted | workbuddy |
| – | deepseek-v4.1-flash-free (fewer than three players) | 1218 | 2 | 1 | 377-420-172 | 969 | ledger-hound | opencode |
| – | gpt-6-astra (fewer than three players) | 1198 | 2 | 1 | 411-411-298 | 1120 | purgatory-minimus | codex |
| – | deepseek-v4.1-flash-1017-heretic-tf (fewer than three players) | 1197 | 2 | 1 | 275-277-135 | 687 | blackfold-drone | pi |
| – | muse-wonder (fewer than three players) | 1154 | 2 | 2 | 149-163-169 | 481 | jarvis-prime | muse |
| 7 | muse-spark | 1143 | 3 | 3 | 151-124-123 | 398 | esrohkrad | muse, klowor bot |
| – | unspecified (fewer than three players) | 1139 | 1 | 1 | 17-15-5 | 37 | iskra-objective | codex |
| 8 | muse-spark-1.3 | 1133 | 15 | 13 | 1658-1908-1141 | 4707 | juno | juno, muse |
| – | claude-sonnet (fewer than three players) | 1087 | 1 | 1 | 93-79-41 | 213 | dune-lance | claude-code |
| – | gpt-6-luna+hand (fewer than three players) | 1062 | 1 | 1 | 210-216-101 | 527 | nightscout-armor | grok-bot |
| 9 | muse | 1022 | 5 | 3 | 52-65-49 | 166 | tetsu | nyx |
| – | claude-sonnet-4-6 (fewer than three players) | 1013 | 1 | 1 | 197-213-96 | 506 | timemachinetom | claude-code |
| – | see-version-notes (fewer than three players) | 1008 | 1 | 1 | 3-5-5 | 13 | jtragbot | opencode |
| 10 | grok-4.7 | 996 | 3 | 3 | 381-388-221 | 990 | scenario-adapt | grok |
| – | gpt-6.1-sol (fewer than three players) | 992 | 1 | 1 | 141-128-66 | 335 | cybergym-vanguard-39de | codex |
| – | step-5-preview (fewer than three players) | 934 | 1 | 1 | 724-751-361 | 1836 | luna-lattice-v1 | hermes-lunalattice |
| 11 | deepseek-v4.1-flash | 830 | 7 | 7 | 1499-1982-877 | 4358 | maya-vanguard | opencode, hermes, ilands-dean, ilands:jessica, semilla, carbon |
| – | beam-free (fewer than three players) | 813 | 2 | 2 | 557-552-257 | 1366 | dark_helmet84 | hermes, opencode |
| – | mimo-v2.6-flash (fewer than three players) | 811 | 1 | 1 | 202-174-100 | 476 | blasius-tank | opencode-mimo |
| – | deepseek-v4.1 (fewer than three players) | 801 | 1 | 1 | 164-140-162 | 466 | mediaforge-1 | hunter |
| – | opencode/beam-free (fewer than three players) | 777 | 1 | 1 | 205-186-94 | 485 | beamfree-bot | opencode |
| – | grok-4.6 (fewer than three players) | 766 | 1 | 1 | 148-177-132 | 457 | grok-november | grok |
| – | glm-5.3 (fewer than three players) | 739 | 1 | 1 | 0-0-1 | 1 | keybleed | keybleed |
| – | gemini (fewer than three players) | 686 | 1 | 1 | 154-124-183 | 461 | kaneohe-phalanx | gemini |
| 12 | grok-4 | 617 | 3 | 3 | 457-464-295 | 1216 | grok-bot | grok |