MCP tool orchestration
I risultati vengono confrontati solo all'interno dello stesso gruppo, così un modello testato in un modo non viene mai messo in classifica contro un modello testato in un altro.
Coordinate MCP tools to complete a task
I gruppi di classifica usano scale diverse. Confronta le configurazioni solo all'interno dello stesso gruppo; EvalRank non appiattisce mai sistemi diversi in un'unica classifica.
Consenso tra i benchmark
Una classifica dei modelli sui benchmark ammessi per questo argomento, con lo stesso peso che si dà alle decisioni. Ogni punteggio è la quota del miglior risultato ottenuta dal modello.
| Posizione | Modello | Quota del migliore | Benchmark |
|---|---|---|---|
| 1 | GPT-6 Sol | 100.0% | 1 |
| 2 | GPT-5.6 Sol | 97.2% | 2 |
| 3 | Claude Sonnet 5.5 | 94.9% | 1 |
| 4 | Claude Haiku 5.5 | 74.0% | 1 |
| 5 | Claude Sonnet 5 | 70.2% | 1 |
| 6 | Claude Sonnet 4.6 | 64.2% | 2 |
| 7 | claude-haiku-4-5 | 34.8% | 2 |
Sistema di agenti · Agentico
Esplorativo - non è ancora un vincitore in classificarg-mcp-tool-orchestration-agent-system-agentic-agent-system-v1Evidenze dell'explorer
AutomationBench
Le fonti divergono; mostrate separatamente, mai mediate. Osservato il ; valido fino al .
| Posizione | Configurazione | Capacità | Incertezza | Famiglie |
|---|---|---|---|---|
| 1 | Gemini 4 Carbon (High) automationbench:Gemini 4 Carbon (High)config_e84fd0f5e59e3b8b964a542fe8b56ecab0908e9f39f2d70113f5958cfa087e47 | 100% | Sconosciuto | 1 |
| 2 | Gemini 4 Carbon (Medium) automationbench:Gemini 4 Carbon (Medium)config_a2c8a23afe15a50ed53869a323929661fea1b94adf65bc273c11b4020ed5df2a | 98% | Sconosciuto | 1 |
| 3 | Gemini 4 Argon (High) automationbench:Gemini 4 Argon (High)config_5d2ea9047d28198e8f9d59299190aa9c7aa87d2bd564c2115aa0707b1f5d5876 | 95% | Sconosciuto | 1 |
| 4 | Gemini 4 Argon (Medium) automationbench:Gemini 4 Argon (Medium)config_75cc09df9b6c3d3d3e18e6383c21bc35c08dd06ca09b77f568d02e92dfd2182d | 93% | Sconosciuto | 1 |
| 5 | Claude Sonnet 5.5 (default fallbacks, Max) automationbench:Claude Sonnet 5.5 (default fallbacks, Max)config_24df20a13eb0b425ca163f80c22071b19068661c34ded9d3b9e5705968516640 | 83% | Sconosciuto | 1 |
| 6 | Claude Opus 5.5 (default fallbacks, Max) automationbench:Claude Opus 5.5 (default fallbacks, Max)config_7d573508be54b283cb5b9da147bca47fbbe0b1999ac7fb96b2188a220b9e089d | 79% | Sconosciuto | 1 |
| 7 | GPT-6 Astra (Max) automationbench:GPT-6 Astra (Max)config_a111367f67b8b5bd55e3f1ba436f00f5ad0576721d4f7d1e6c4143e11c591bb5 | 77% | Sconosciuto | 1 |
| 8 | GPT-6 Astra (XHigh) automationbench:GPT-6 Astra (XHigh)config_1f8e8f6eec27fbfec971a587be15a5f5ff62ee7697d7d822c2958b926c2ff34e | 72% | Sconosciuto | 1 |
| 9 | GPT-6 Astra (High) automationbench:GPT-6 Astra (High)config_790ab0f3fbf9884524df53588326d812de8d04023ac15a466f32581d4e65192c | 69% | Sconosciuto | 1 |
| 10 | Claude Sonnet 5.5 (default fallbacks, XHigh) automationbench:Claude Sonnet 5.5 (default fallbacks, XHigh)config_38411a32bd75fcf1e407e91922f08b0fce52b9b484b9245cc728060bdae2438d | 68% | Sconosciuto | 1 |
| 11 | Claude Opus 5.5 (default fallbacks, XHigh) automationbench:Claude Opus 5.5 (default fallbacks, XHigh)config_d156e9fba8f9e0c88442fbdd4c718e9be1cf24a73d7dae582bf97215d95028f5 | 66% | Sconosciuto | 1 |
| 12 | GPT-6 Astra (Medium) automationbench:GPT-6 Astra (Medium)config_926a2bc702bb0bb28519705811f091560eb26aa4a9bb8be86ff75cac1d16a489 | 63% | Sconosciuto | 1 |
| 13 | GPT-6 Sol (XHigh) automationbench:GPT-6 Sol (XHigh)config_bcd7cba856ee883231d52bd67acbc695263f9d9b6d30f84eaeace38956512f45 | 62% | Sconosciuto | 1 |
| 14 | Claude Opus 5.5 (default fallbacks, High) automationbench:Claude Opus 5.5 (default fallbacks, High)config_0ebb36576624ae257dc2e45c695763430113c68d0d679619c79e9a4354157e8e | 61% | Sconosciuto | 1 |
| 15 | GPT-6 Sol (Max) automationbench:GPT-6 Sol (Max)config_0ae6fc70172dbbe05e35a00fc5dd331f291406d91e47eea51030184315c38fb2 | 59% | Sconosciuto | 1 |
| 16 | Gemini 4 Carbon (Low) automationbench:Gemini 4 Carbon (Low)config_0022478ede674058059e374503c9b6e6bcf75d2a928e33fd243a27ffd8624647 | 58% | Sconosciuto | 1 |
| 17 | GPT-6 Sol (High) automationbench:GPT-6 Sol (High)config_d91199fe2cf3c7cd2c612bd66f5f8e17b5e0d2c0f8693d73d8ca14f15c3ee3f1 | 58% | Sconosciuto | 1 |
| 18 | Gemini 3.7 Flash (High) automationbench:Gemini 3.7 Flash (High)config_c0cb9d036f2945081943c28d51317f9d58b56a8414efe3190d392ddf789049a1 | 56% | Sconosciuto | 1 |
| 19 | GPT-6 Astra (Low) automationbench:GPT-6 Astra (Low)config_bbddcff9f0e33fbae7e6300bccdbfcd194fb626b52162cb7076b546464af9d6f | 56% | Sconosciuto | 1 |
| 20 | Gemini 3.8 Flash (Medium) automationbench:Gemini 3.8 Flash (Medium)config_095b858200422ae2a40f4de8999825fc1169b7634be76069bcf1630b1c43b24c | 55% | Sconosciuto | 1 |
| 21 | Gemini 3.8 Flash (High) automationbench:Gemini 3.8 Flash (High)config_6fb0bae145783ee3b353b0ca54772a85f9a0286483bbeb389733f86938808322 | 55% | Sconosciuto | 1 |
| 22 | Claude Opus 5.5 (default fallbacks, Medium) automationbench:Claude Opus 5.5 (default fallbacks, Medium)config_80d1f934366a7bb43b583184ba8e185bc373d803668d1a190a1eedf251603a85 | 55% | Sconosciuto | 1 |
| 23 | Claude Sonnet 5.5 (default fallbacks, High) automationbench:Claude Sonnet 5.5 (default fallbacks, High)config_d63c3d216dfc81713b0aad7a4df86eecf61dac1a3b70f7d6533ee2c968b88775 | 55% | Sconosciuto | 1 |
| 24 | GPT-5.6 Sol (Max) automationbench:GPT-5.6 Sol (Max)config_940a9985646aa2382eb4b6250e00321dbd4848b72f450cb4f78d19d7dbb641ec | 53% | Sconosciuto | 1 |
| 25 | Claude Opus 5 (Max) automationbench:Claude Opus 5 (Max)config_6c30ed4edc61c38064a7dfb3e0367ca8c4cdb51598fe51220192c028246cc3f7 | 50% | Sconosciuto | 1 |
| 26 | GPT-6 Sol (Medium) automationbench:GPT-6 Sol (Medium)config_8991690c485ea7dcfea93958c8eba8f59139a26a7986edbf7874bce3350c00e2 | 50% | Sconosciuto | 1 |
| 27 | GPT-5.6 Sol (XHigh) automationbench:GPT-5.6 Sol (XHigh)config_6914105bab6b84c5f7857a2daf10cece7fcb4d8dddd505c553f87f034e308fc7 | 49% | Sconosciuto | 1 |
| 28 | Claude Opus 5 (XHigh) automationbench:Claude Opus 5 (XHigh)config_379a60c5001bd6e347dcb9bba5e3b43039bb97f4873a41c6a9cef13654870ccf | 47% | Sconosciuto | 1 |
| 29 | GPT-6 Astra (None) automationbench:GPT-6 Astra (None)config_e0b5ab861bbb87d5302dfdcbf53d1cdbd54665212c0848975a0be745fc54e14e | 47% | Sconosciuto | 1 |
| 30 | GPT-5.6 Sol (High) automationbench:GPT-5.6 Sol (High)config_48d7667275573b7f84817bffb5ec6ec29dacc0cab92c3c5221335df4c4bb778e | 46% | Sconosciuto | 1 |
| 31 | Claude Opus 5.5 (default fallbacks, Low) automationbench:Claude Opus 5.5 (default fallbacks, Low)config_800d2388f620e5a5f20eef6c3d8634c88201853f5fad8a2fad124433dd44f85d | 45% | Sconosciuto | 1 |
| 32 | Claude Opus 5 (Medium) automationbench:Claude Opus 5 (Medium)config_38af236b2377faa1da2903ec87e4e8f14bcf8b96ff6dd9f2fffacf69b30e9c01 | 44% | Sconosciuto | 1 |
| 33 | GPT-5.6 Terra (Max) automationbench:GPT-5.6 Terra (Max)config_66ab823f13f439e05e8d8001792d1c4c28d3ec56bfe2dd9d3bf63dd1407d2cfd | 44% | Sconosciuto | 1 |
| 34 | Claude Sonnet 5.5 (default fallbacks, Medium) automationbench:Claude Sonnet 5.5 (default fallbacks, Medium)config_3560eaf095efa2d9a30365236cec46651041d20016cbf77cf4616c66f6b134ba | 43% | Sconosciuto | 1 |
| 35 | Kimi K3 automationbench:Kimi K3config_7fe334a4ba41ed28eb6687619f824748ebd7d4cbe9e99cbbc796d00233f7ff2b | 42% | Sconosciuto | 1 |
| 36 | Claude Fable 5.1 (Max) automationbench:Claude Fable 5.1 (Max)config_5a05961823ba6f70a3e2e768a7f45bfd863c22abfd6cd358f58566ed229d2c83 | 42% | Sconosciuto | 1 |
| 37 | Claude Fable 5.1 (XHigh) automationbench:Claude Fable 5.1 (XHigh)config_7f4f479be11ddadd0afd2f3cfbb3488555fed2308346fe2e0749498ba7c6cd7d | 40% | Sconosciuto | 1 |
| 38 | GPT-6 Sol (Low) automationbench:GPT-6 Sol (Low)config_1bd5e38efb3ba147b60840c08f238ca2f71746d64ea30531aa0693e53c4a938e | 39% | Sconosciuto | 1 |
| 39 | Muse Spark 1.3 (Max) automationbench:Muse Spark 1.3 (Max)config_843ac9cf1d323628644076897150b6dbb112c5dc07c08c5a953d78dba9e6df0d | 38% | Sconosciuto | 1 |
| 40 | GPT-6 Luna (Max) automationbench:GPT-6 Luna (Max)config_b76316b06957619144608fa6606d170063ba394dd5f95b0f5749ae897bca6673 | 38% | Sconosciuto | 1 |
| 41 | Claude Opus 5 (High) automationbench:Claude Opus 5 (High)config_ee7ea30c3c59725eadd7a39119f3a97212ec84a86ab3f654f8d64c73e8e2786c | 38% | Sconosciuto | 1 |
| 42 | Claude Opus 5 (Low) automationbench:Claude Opus 5 (Low)config_b4fd15298892317616ae4d34fd5dd4ab6048d96d82232bdaee2783bc4e4fba1a | 38% | Sconosciuto | 1 |
| 43 | GPT-5.6 Sol (Medium) automationbench:GPT-5.6 Sol (Medium)config_c72ba89a8964da6640cd2110b783cdfedb335585b95cd3c6b91d0deab5c8f2e8 | 36% | Sconosciuto | 1 |
| 44 | Claude Sonnet 5.5 (default fallbacks, Between tools) automationbench:Claude Sonnet 5.5 (default fallbacks, Between tools)config_dd8b98785baf8f3f1260e2caa1f113add821b2615aee2ff6c405b4865a9372ea | 34% | Sconosciuto | 1 |
| 45 | Claude Sonnet 5.5 (default fallbacks, Low) automationbench:Claude Sonnet 5.5 (default fallbacks, Low)config_035c383289bf40bf0aa358453f36f0328f095913f12bc4ad3cd1569b33571835 | 34% | Sconosciuto | 1 |
| 46 | DeepSeek V4 Flash (Max) automationbench:DeepSeek V4 Flash (Max)config_8adec4fa3f4445669babf6791fd0c8b1d13faaf33fe2e1b5ab77a8578a4b8ae1 | 34% | Sconosciuto | 1 |
| 47 | Claude Fable 5.0 (Max) automationbench:Claude Fable 5.0 (Max)config_842a0156d3bc02b07e5557c6f76d8817f36c71821facb520fbdc89c69ff7a0c8 | 32% | Sconosciuto | 1 |
| 48 | GPT-5.6 Luna (Max) automationbench:GPT-5.6 Luna (Max)config_9f407c81e3e732a87ee9966b14be9fed65ccbfd04e208da88a597efc81348ffa | 32% | Sconosciuto | 1 |
| 49 | Gemini 3.6 Flash (High) automationbench:Gemini 3.6 Flash (High)config_edbc6630272a0a2a0d726c090798ce08f4aefc75f0768687904fe6d52bae8ef1 | 32% | Sconosciuto | 1 |
| 50 | Claude Opus 4.8 (XHigh) automationbench:Claude Opus 4.8 (XHigh)config_57a659c9e83d821868dab27ab0c159c57b5c97fb718ac66d09d1c5fd5f6f6f87 | 31% | Sconosciuto | 1 |
| 51 | GPT-5.5 (XHigh) automationbench:GPT-5.5 (XHigh)config_a44921f0a694e40f05bbaf53e494a883740be650b703bdeb2e6d88247204cc91 | 31% | Sconosciuto | 1 |
| 52 | Claude Opus 4.8 (Max) automationbench:Claude Opus 4.8 (Max)config_6fc288bc8171bcb11a4d115a1236362d6f2c1cace393b9455376b1a7446a6bd0 | 31% | Sconosciuto | 1 |
| 53 | Gemini 3.6 Flash (Medium) automationbench:Gemini 3.6 Flash (Medium)config_9883ff967e78a4bc23fc63fa7515b224b645585ffa07f0adb4793b3e321de2a0 | 31% | Sconosciuto | 1 |
| 54 | Claude Fable 5.0 (High) automationbench:Claude Fable 5.0 (High)config_1e09d3f93509113695dc72682b6d4bd1a220ac6f8973c216ab0268c5ac6e85d3 | 30% | Sconosciuto | 1 |
| 55 | Claude Opus 4.8 (High) automationbench:Claude Opus 4.8 (High)config_7af054dd8b90178d41fa5ba45ac6b85a7bd9843dcaecf1792dae961b753dc779 | 30% | Sconosciuto | 1 |
| 56 | Gemini 3.6 Flash (Low) automationbench:Gemini 3.6 Flash (Low)config_96db8eff7c7487fa8b3edcc5a5b6749f8a26631031b5987c4fab2f292049e971 | 29% | Sconosciuto | 1 |
| 57 | Claude Fable 5.0 (XHigh) automationbench:Claude Fable 5.0 (XHigh)config_9e1bb3935c837e86f05fbcdb05fbce0a02636a323176f9ee7dd106488e279d29 | 28% | Sconosciuto | 1 |
| 58 | GPT-5.6 Terra (XHigh) automationbench:GPT-5.6 Terra (XHigh)config_0938f8c812774ae0f3301e7e73f7da3d97672ad7ad16a0e5328e641a5a91c82c | 27% | Sconosciuto | 1 |
| 59 | GPT-6 Luna (High) automationbench:GPT-6 Luna (High)config_bca94f1f9298e81fe8ba14b154d2a09ce9a1508b6ee4861dd5df64ad82bfd7e4 | 27% | Sconosciuto | 1 |
| 60 | Claude Opus 4.8 (Medium) automationbench:Claude Opus 4.8 (Medium)config_9bc17cc37c8ee20959203a8f4947c5b3af8bc2609a8396087cdbaa58c01d45af | 26% | Sconosciuto | 1 |
| 61 | Claude Fable 5.0 (Medium) automationbench:Claude Fable 5.0 (Medium)config_016ff96a0e4331eec7742f8a9d4fd190c38091cc7b4e5bc176cd0f3d68a1b0ee | 25% | Sconosciuto | 1 |
| 62 | Claude Opus 4.8 (Low) automationbench:Claude Opus 4.8 (Low)config_1933e3ab343725efb7037ee8c4dc8cb0825f9decf507e06c6690479aeb34940f | 25% | Sconosciuto | 1 |
| 63 | Claude Opus 4.7 (Max) automationbench:Claude Opus 4.7 (Max)config_59e570755a4cf5d7fbb07f086d044c1bbf95cfa2dbf629a504a5ca5ef00d9ddf | 25% | Sconosciuto | 1 |
| 64 | Gemini 3.5 Flash (High) automationbench:Gemini 3.5 Flash (High)config_755449f4b0a662664c5dbafb0c1d0dbeb840e0293ef0ca007b51d69549ca9561 | 25% | Sconosciuto | 1 |
| 65 | GPT-5.6 Luna (XHigh) automationbench:GPT-5.6 Luna (XHigh)config_b8209af48673e711712a4e514aa2a6cfa4d0b1f8fee6c10d13dc8ac9dd117e30 | 24% | Sconosciuto | 1 |
| 66 | GPT-5.5 (High) automationbench:GPT-5.5 (High)config_8eff39f6fbfb5661ca1f0191233bafda3a85e8b642e4070bea355b251519831b | 24% | Sconosciuto | 1 |
| 67 | GPT-6 Luna (XHigh) automationbench:GPT-6 Luna (XHigh)config_e34d98131c28ce73764be376543465683a40ccd737a87830ffec3e5937ce96be | 23% | Sconosciuto | 1 |
| 68 | Claude Fable 5.0 (Low) automationbench:Claude Fable 5.0 (Low)config_538922a0f6a51bf97e124666493ed18ea7f0329ba5ad951d9cb396bcbc209790 | 23% | Sconosciuto | 1 |
| 69 | Claude Haiku 5.5 (default fallbacks, Max) automationbench:Claude Haiku 5.5 (default fallbacks, Max)config_2d730b70968a8445ec73c8964d1d773d21bfdca141a8aecd61edc914ef388709 | 22% | Sconosciuto | 1 |
| 70 | GPT-5.6 Terra (High) automationbench:GPT-5.6 Terra (High)config_683e62a9dd0be7c3ce9e8da6b7a1fcf7591ada7d4dd9e0206f7fe96677b1f9d2 | 22% | Sconosciuto | 1 |
| 71 | GPT-5.6 Sol (Low) automationbench:GPT-5.6 Sol (Low)config_98207ee200454b8ea84e956f71ecba3113d7f36d19749b06da86c646b055fc01 | 22% | Sconosciuto | 1 |
| 72 | GPT-5.4 (XHigh) automationbench:GPT-5.4 (XHigh)config_e8064f3e3a4c1e8d61ed769cf52efb0672f7816498084d140131ffa26193195a | 21% | Sconosciuto | 1 |
| 73 | Gemini 3.5 Flash (Medium) automationbench:Gemini 3.5 Flash (Medium)config_26955bb84631e73a688c108a6155adfdc11dd856fe5c262f1d36057bb7b3542a | 21% | Sconosciuto | 1 |
| 74 | Claude Sonnet 5 (Max) automationbench:Claude Sonnet 5 (Max)config_972f27eeef575bb98d84efd9cfa4a1f3d1159d8210431dc30a14b7070ff906b9 | 20% | Sconosciuto | 1 |
| 75 | Claude Haiku 5.5 (default fallbacks, High) automationbench:Claude Haiku 5.5 (default fallbacks, High)config_e7d0cc2bffe97d13bcd84dc6661c180b1b596bfb9511ead4345d21bb132d36c6 | 19% | Sconosciuto | 1 |
| 76 | GPT-5.4 (High) automationbench:GPT-5.4 (High)config_f9a4242ec20cdc9f97ad292ac4ac3ad675cbfa489dd1392154e088019786c3b3 | 19% | Sconosciuto | 1 |
| 77 | Claude Sonnet 5 (High) automationbench:Claude Sonnet 5 (High)config_20282f5cf0dbd7c112d93547824df5fcdee2cde63ea002164dd4701f113cf642 | 18% | Sconosciuto | 1 |
| 78 | Claude Haiku 5.5 (default fallbacks, XHigh) automationbench:Claude Haiku 5.5 (default fallbacks, XHigh)config_3554b3b0c77b31f9b29d994dc9b7dec9286af6e127eca2d7b9b21e74a9f60978 | 18% | Sconosciuto | 1 |
| 79 | Claude Opus 4.7 (XHigh) automationbench:Claude Opus 4.7 (XHigh)config_4358b0b845f5bdb1fc0fe74e682a7e6f8611b28ef6e9020d7cfc79b317926dc8 | 18% | Sconosciuto | 1 |
| 80 | GPT-6 Luna (Medium) automationbench:GPT-6 Luna (Medium)config_aaed56f1623126e9e0f3c9f83fe8fbf57f088abe7a8ea052159749bea11aacb9 | 18% | Sconosciuto | 1 |
| 81 | GPT-5.6 Luna (High) automationbench:GPT-5.6 Luna (High)config_6d2cc4180e12e117508f5272e4612a8a92945c4b96779a26a8f0ae0becd12c3c | 17% | Sconosciuto | 1 |
| 82 | Claude Opus 4.7 (High) automationbench:Claude Opus 4.7 (High)config_de903b17293f654071e06d06bbd68685a6b8b1daf141a1536c8828e4506ef7df | 17% | Sconosciuto | 1 |
| 83 | GPT-6 Sol (None) automationbench:GPT-6 Sol (None)config_0b6eb43d309326b5f507fb96fd383a58ccf83eb6b8d0a617de9be5081c7d0de7 | 17% | Sconosciuto | 1 |
| 84 | Gemini 3.5 Flash (Low) automationbench:Gemini 3.5 Flash (Low)config_231bbc69d64c7ecdc426b5ddca802275a979a51fc9c79074919b3122df0802c9 | 17% | Sconosciuto | 1 |
| 85 | GPT-5.5 (Medium) automationbench:GPT-5.5 (Medium)config_656eec9a117375a7a1d64d5d93991d50d899a608624f25c56a5d2c89818e4c16 | 17% | Sconosciuto | 1 |
| 86 | Gemini 3.1 Pro (preview) (High) automationbench:Gemini 3.1 Pro (preview) (High)config_cfdc83f500f5f2027e4b83edc59e0701a1c000bb9645a20874170899130e1dd7 | 16% | Sconosciuto | 1 |
| 87 | Claude Haiku 5.5 (default fallbacks, Medium) automationbench:Claude Haiku 5.5 (default fallbacks, Medium)config_9f8d37e89ebdeb515dc7d6ec7db89a53eedd3872a4414d8abda399b9f7fcc557 | 16% | Sconosciuto | 1 |
| 88 | GPT-5.6 Terra (Medium) automationbench:GPT-5.6 Terra (Medium)config_f4ab754d979d37b2482d7f87e1438f5495ac5188a8cfeb8c4d1f4fceec5bdf3a | 15% | Sconosciuto | 1 |
| 89 | GLM 5.2 (Max) automationbench:GLM 5.2 (Max)config_0c13ca0ba185e27a9f5c82afde759268a5f5e77f5594464c0103d3957d614a99 | 14% | Sconosciuto | 1 |
| 90 | Claude Sonnet 5 (XHigh) automationbench:Claude Sonnet 5 (XHigh)config_46217d1aac5ae584b99d820b707bf9a7ced9949c46d9b327d5de4da4df08aab0 | 14% | Sconosciuto | 1 |
| 91 | GPT-5.6 Terra (Low) automationbench:GPT-5.6 Terra (Low)config_617e8371d486c79f25c0e07ae993e3495c113b65fc930005ee07b38fb44deec6 | 14% | Sconosciuto | 1 |
| 92 | Gemini 3.1 Pro (preview) (Medium) automationbench:Gemini 3.1 Pro (preview) (Medium)config_c8fd43f830cbdb9b4503da89b1db1ec30caa30f3879ebae54294322105660a5b | 13% | Sconosciuto | 1 |
| 93 | Claude Opus 4.7 (Medium) automationbench:Claude Opus 4.7 (Medium)config_2800b26b583f7d5d02436aae781338e2a96e54e82429d8191e16676583b5de1a | 13% | Sconosciuto | 1 |
| 94 | GLM 5.1 (Max) automationbench:GLM 5.1 (Max)config_55964024fb11ee6532d7554782d28f013f1056dbf08ebb8c9bd447189e6cfb73 | 12% | Sconosciuto | 1 |
| 95 | Claude Haiku 5.5 (default fallbacks, Low) automationbench:Claude Haiku 5.5 (default fallbacks, Low)config_34ae6300e749bf6a300ffb78bd3ee3c48e0a47d5c09df05e1daa18a8777d97bd | 11% | Sconosciuto | 1 |
| 96 | Claude Sonnet 5 (Medium) automationbench:Claude Sonnet 5 (Medium)config_69f2227cb119fd66a3ec31face79684824168194551dc155b990cebd7ed9f33d | 11% | Sconosciuto | 1 |
| 97 | Claude Opus 4.7 (Low) automationbench:Claude Opus 4.7 (Low)config_0ace5839fcad4044d3df332bae99e48417cbbf6744e139c5c78b4e135428ccf1 | 10% | Sconosciuto | 1 |
| 98 | Claude Sonnet 4.6 (Max) automationbench:Claude Sonnet 4.6 (Max)config_b98e2fee1d3cf0c74de948a3d0d45b5b80c9f51a16a7f5d660c823a1cb292226 | 10% | Sconosciuto | 1 |
| 99 | GPT-5.4 (Medium) automationbench:GPT-5.4 (Medium)config_d1966837232621d34f8fc04ca0a4b7e80b692c23a077aa498455ead06822bd81 | 10% | Sconosciuto | 1 |
| 100 | Claude Sonnet 4.6 (High) automationbench:Claude Sonnet 4.6 (High)config_917f2ef386a3a6346baf40eb79c1e64adcd06b4922ac984800b0ce54f1171f51 | 9% | Sconosciuto | 1 |
| 101 | Minimax M3 (Max) automationbench:Minimax M3 (Max)config_0b34173771cf7e524bf382430c1f0bddec294a39a446c29f1d2838f536d6f2c9 | 9% | Sconosciuto | 1 |
| 102 | Gemini 3.1 Pro (preview) (Low) automationbench:Gemini 3.1 Pro (preview) (Low)config_9c231cb0712e622189c62e9d503de44ce2e978d4bb9970b0b1cdcaa60df629f6 | 8% | Sconosciuto | 1 |
| 103 | Qwen 3.6+ (High) automationbench:Qwen 3.6+ (High)config_ac8c95d3767eb2450487c2de81bb2dd53fee30be7c5348cdad6aaa714dd0f03d | 8% | Sconosciuto | 1 |
| 104 | GPT-5.6 Luna (Medium) automationbench:GPT-5.6 Luna (Medium)config_7a9ec1209ea915c2f075866e5c9e7e496774b0e4098e9cecadfa82fc82247085 | 8% | Sconosciuto | 1 |
| 105 | Gemini 3.5 Flash Lite (Medium) automationbench:Gemini 3.5 Flash Lite (Medium)config_5965182fe9b7ac2b4b4bb68e3a68f28e12fa95580a161dff9e32b8cbbb17b45e | 7% | Sconosciuto | 1 |
| 106 | GPT-5.6 Sol automationbench:GPT-5.6 Solconfig_0fe3df83d5405cb879e7c888d3ec219c37f8abfb1b77fac891c4d1a83bec7ef2 | 7% | Sconosciuto | 1 |
| 107 | Qwen 3.7+ automationbench:Qwen 3.7+config_b1ab5e4e13101409eda689ce8df061d2b2c0d934660398fa80ddea334e3250a2 | 7% | Sconosciuto | 1 |
| 108 | Claude Sonnet 4.6 (Medium) automationbench:Claude Sonnet 4.6 (Medium)config_60e7088d0f31383097dd602e14d9c3293c966054d0a1a86a59362b9a01100b83 | 7% | Sconosciuto | 1 |
| 109 | Claude Sonnet 5 (Low) automationbench:Claude Sonnet 5 (Low)config_d512e3d3de66475a32922dd7c1fcea8ff173d6c57fb3126d644cafbcd373d3db | 7% | Sconosciuto | 1 |
| 110 | Gemini 3.5 Flash Lite (High) automationbench:Gemini 3.5 Flash Lite (High)config_a1f5d3b72d69f9325d23335544f0cb70a1b4ef6115866fd4f4e2ebfbe10ba194 | 6% | Sconosciuto | 1 |
| 111 | Kimi K2.7 Code automationbench:Kimi K2.7 Codeconfig_ab845b1f3ab15c72ebe2f75b680321bc084498e7d4c7e7fdf618ce0d0e9df307 | 6% | Sconosciuto | 1 |
| 112 | Claude Sonnet 4.6 (Low) automationbench:Claude Sonnet 4.6 (Low)config_0ccde52aa509afd4e2350cb38a101a54b7665b73a20654c5a17a66aaa7271c05 | 5% | Sconosciuto | 1 |
| 113 | GPT-5.5 (Low) automationbench:GPT-5.5 (Low)config_24e8d53c0136d8b5629ecff77e4455c68b17328ff9f8296451a1cbd32c3bfc0b | 5% | Sconosciuto | 1 |
| 114 | Kimi K2.6 automationbench:Kimi K2.6config_f459a46c670d91cee6f393e92df639704024fd609fd9772213160ed6b2f0382b | 5% | Sconosciuto | 1 |
| 115 | GPT-5.6 Luna (Low) automationbench:GPT-5.6 Luna (Low)config_f3f80ec5f6bcba5acda6376458367925ac1495556eb56c1f3de677a3f4b14d56 | 3% | Sconosciuto | 1 |
| 116 | Gemma 4 31B (Max) automationbench:Gemma 4 31B (Max)config_76f665c645a8364c51556168df78bf0eea23138b7a2b5da4677778f80647fdd4 | 3% | Sconosciuto | 1 |
| 117 | GPT-5.4 (Low) automationbench:GPT-5.4 (Low)config_4fb251b393d11b9386f207b0f37d67759be0dcaed5ecbcbcb0b77896ba4606e5 | 3% | Sconosciuto | 1 |
| 118 | GPT-6 Luna (Low) automationbench:GPT-6 Luna (Low)config_4570dbe7a5543ef8a8248ae5c61dc2ebee528e2938861a3dab8c36e9c93250fe | 2% | Sconosciuto | 1 |
| 119 | Gemini 3.5 Flash (Minimal) automationbench:Gemini 3.5 Flash (Minimal)config_b54c11ea31d7647b3d7db5177afe3a157affea280a4d973fb311e13a5ac35fb4 | 2% | Sconosciuto | 1 |
| 120 | GPT-5.5 automationbench:GPT-5.5config_11e954943fd9ad77cabe35d72b06200fa98db7508157154de7c3785df6605897 | 2% | Sconosciuto | 1 |
| 121 | GPT-5.6 Terra automationbench:GPT-5.6 Terraconfig_cf03f5b3c4e7a90d8a90130659a125a2377620b1d4b57ce89ccd6d5b184c9c6a | 1% | Sconosciuto | 1 |
| 122 | Claude Haiku 4.5 automationbench:Claude Haiku 4.5config_99e5bf5740dd30017b10fe9e3fe1e4ea8edb3f10d66879ee9bbfa545d4f1ef14 | 1% | Sconosciuto | 1 |
| 123 | Minimax M2.7 (High) automationbench:Minimax M2.7 (High)config_bea74616b427750ea86b97daee9f4973d8894f2958d5cb66a35740ab3e41eb0c | 1% | Sconosciuto | 1 |
| 124 | GPT-6 Luna (None) automationbench:GPT-6 Luna (None)config_415054aa14c4ebcb5967ebb9c853eb09f6f5951d2b3334f17783a5d0fa7e19cc | 1% | Sconosciuto | 1 |
| 125 | GPT-5.4 automationbench:GPT-5.4config_5471863f8d76f77203a971b328349f3a41a8c9c6b3fb7f436e38250d2bcd80a0 | 0% | Sconosciuto | 1 |
| 126 | GPT-5.6 Luna automationbench:GPT-5.6 Lunaconfig_bc7a49651846ff7d1b19f8a048bc5bf5f309f59aea304331361eb342ea17a0af | 0% | Sconosciuto | 1 |
| 127 | GPT-OSS 120B (High) automationbench:GPT-OSS 120B (High)config_cfa46f246cd66e02d2b0dd618d8de1f72d1e999d10abe5661068575dfbb636a4 | 0% | Sconosciuto | 1 |
| 128 | Gemini 3.5 Flash Lite (Low) automationbench:Gemini 3.5 Flash Lite (Low)config_f9644e1833ae570913681da98d4ba6f799add0287f54495d4696bc9704bd2858 | 0% | Sconosciuto | 1 |
Evidenze dell'explorer
MCP-Atlas
Le fonti divergono; mostrate separatamente, mai mediate. Osservato il ; valido fino al .
| Posizione | Configurazione | Capacità | Incertezza | Famiglie |
|---|---|---|---|---|
| 1 | Muse Spark 1.1 mcp-atlas:Muse Spark 1.1config_865e6ef688acad27a266666361d822a7e12a1942834149471cf90eb044a5cc19 | 100% | Sconosciuto | 1 |
| 2 | claude-Fable 5.1 mcp-atlas:claude-Fable 5.1config_f328e3998ed1b45103e1649d2a56eb49ab52c4778c1c7fbb601e4a09c6aeaa84 | 98% | Sconosciuto | 1 |
| 3 | claude-opus-5 mcp-atlas:claude-opus-5 | xhighconfig_3b3da0e8d86c658bad97c185bb9a483596e0071070d7cf422d13e9cc9fe0b05a | 95% | Sconosciuto | 1 |
| 4 | Qwen3.8-2.4T-A95B mcp-atlas:Qwen3.8-2.4T-A95B | xhighconfig_1390b81eca2217ffd224a50bf934dcc42987b13c9d626c93327d94eb0f77af78 | 92% | Sconosciuto | 1 |
| 5 | GLM 5.3 mcp-atlas:GLM 5.3config_4230f907d1dac8530ad295039e60329f300e8b5c03fbdce4de791a419dedd214 | 92% | Sconosciuto | 1 |
| 6 | Gemini 3.5 Flash mcp-atlas:Gemini 3.5 Flash | highconfig_b5619ab8c5a5e56ed4fb07192538b4c60398967a98bd1e84aa003fd40b5e4701 | 91% | Sconosciuto | 1 |
| 7 | Claude Fable 5 mcp-atlas:Claude Fable 5config_0af42acc3be8b535fe45e8528a110115e3dd4285b0a8d6240ec15d79e7e0a663 | 90% | Sconosciuto | 1 |
| 8 | kimi-k3 mcp-atlas:kimi-k3 | maxconfig_6f65c5cb596ddad3df6a940b2b8290cd820b7461521faa187b025da51bb12bbc | 88% | Sconosciuto | 1 |
| 9 | Muse Spark mcp-atlas:Muse Sparkconfig_47028847b57705edc5e8485a9c561b1f1088e683eee397c8f02e5aca140727c7 | 88% | Sconosciuto | 1 |
| 10 | claude-opus-4-8 mcp-atlas:claude-opus-4-8 | maxconfig_56ece83507303ffc5a54b226e22f8386a83c748a7904b50812c53e8ad254d616 | 88% | Sconosciuto | 1 |
| 11 | gpt-5.6-sol mcp-atlas:gpt-5.6-solconfig_14e638ae9ebf6ea3d9836679b084df5917ab75b83fc026d187f1b5fc48b4a1ce | 87% | Sconosciuto | 1 |
| 12 | Inkling-small mcp-atlas:Inkling-smallconfig_f75f6d17e3c366b14091c9625505c7c70b115a94c65fc825da57566170ece92b | 81% | Sconosciuto | 1 |
| 13 | claude-opus-4-7 mcp-atlas:claude-opus-4-7 | maxconfig_05a06b37c0a4784f1186582e4860942edb8279ac8f2c9a12392cfa5971436ecf | 81% | Sconosciuto | 1 |
| 14 | gemini-3.1-pro-preview mcp-atlas:gemini-3.1-pro-preview | highconfig_d16487ba4140f90ab8e629b2bd15a10683a8a0b38a5b422addc585163fa8fc2b | 79% | Sconosciuto | 1 |
| 15 | glm-5p2 mcp-atlas:glm-5p2config_9699b17040d7a7e000ce022b080619085249b28ef899665d8db4775a89f737fc | 78% | Sconosciuto | 1 |
| 16 | claude-opus-4-6 mcp-atlas:claude-opus-4-6 | maxconfig_07f910f0cb8559b0faf9b23dcb787e5fdbc4c3f879f396903e7bd95686c37c80 | 76% | Sconosciuto | 1 |
| 17 | Inkling mcp-atlas:Inkling | xhighconfig_40527c8c703ea129249d2e9b7e67687c3ef8098f305b5caec0730ef571e53d5d | 75% | Sconosciuto | 1 |
| 18 | glm-5p1 mcp-atlas:glm-5p1config_b052e66e22d1ee4d2bad78bd6113209e193d9488c4c8167aa1d24acfb8e5813c | 74% | Sconosciuto | 1 |
| 19 | gpt-5.5 mcp-atlas:gpt-5.5 | xhighconfig_f5077b4a3b6a10c5fb4ceb2f793cfdc2cac38a5eb5a489a8a3c9aac250172ca6 | 73% | Sconosciuto | 1 |
| 20 | gpt-5.4 mcp-atlas:gpt-5.4 | xhighconfig_0f3ec8178be2beb726efa9e54d9bbe8b0ebe163b046451b1c0e618665453b129 | 63% | Sconosciuto | 1 |
| 21 | gemini-3-pro-preview mcp-atlas:gemini-3-pro-previewconfig_83f12c7c544421b5ca5d1de95594c62fae3c76cf7eccba162e4debc2541c8e64 | 63% | Sconosciuto | 1 |
| 22 | claude-opus-4-5 mcp-atlas:claude-opus-4-5 | highconfig_3554bcad8ceadb2c86d5eef891263f8fd1aa56bae525786b724d3f03c2d2c253 | 62% | Sconosciuto | 1 |
| 23 | claude-sonnet-4-6 mcp-atlas:claude-sonnet-4-6config_4b53a75c0bf72e6e78ceb7f3710a73def172cecfd1481e27fcd95a9c19efbcf9 | 61% | Sconosciuto | 1 |
| 24 | gpt-5.2 mcp-atlas:gpt-5.2 | xhighconfig_880a3ad28d5bd24cc745c1e6bf260f3d3d196263b0d8cdf285f6e5956e605818 | 57% | Sconosciuto | 1 |
| 25 | kimi-k2p5 mcp-atlas:kimi-k2p5config_fba0ee6e849a5c93b689b9d0e3b26034b06b7a2cf9ee2222d6dd7bae9ed30c23 | 51% | Sconosciuto | 1 |
| 26 | Nemotron 3 Ultra mcp-atlas:Nemotron 3 Ultra | thinkingconfig_90a7dd9d9a4e3539f3d56132efa93b8433610735bd9985371cdf6cb9d9c90879 | 48% | Sconosciuto | 1 |
| 27 | gemini-3-flash-preview mcp-atlas:gemini-3-flash-previewconfig_c55ef9457cb3ed93270f0f5fd9bde56665511b7d532751c17944fee26cfff272 | 46% | Sconosciuto | 1 |
| 28 | claude-sonnet-4-5 mcp-atlas:claude-sonnet-4-5 | thinkingconfig_6bff94df52f572fd58c975cffac1e3f415ea59f18493e9d86d141a7a4eb0b839 | 40% | Sconosciuto | 1 |
| 29 | glm-4p7 mcp-atlas:glm-4p7config_4f4efb7aa85ec2fa61d79749a4c2219af212f5fd4df9f0b743c3ac807193597b | 37% | Sconosciuto | 1 |
| 30 | gemini-3.1-flash-lite mcp-atlas:gemini-3.1-flash-lite | highconfig_42937da441ce651eb4640549352dc34c2ff35e1c9d9aa539e3fab35e9a28ad9d | 35% | Sconosciuto | 1 |
| 31 | gpt-5.4-mini mcp-atlas:gpt-5.4-mini | xhighconfig_5131da2f10f8f911dabcc4468860eda25d94ced53ea86759194bac58c9236b14 | 34% | Sconosciuto | 1 |
| 32 | gpt-5.1 mcp-atlas:gpt-5.1 | highconfig_5cc4d6801b3c13b8d9033fac9aa87f665bd0a7383b61f77e8fbb0c1de9892ed9 | 21% | Sconosciuto | 1 |
| 33 | o3-pro mcp-atlas:o3-proconfig_e8fdd869d71f2e1bc97d8ea15b2b753bc9b579a1aad2976d16370aca6735df0c | 9% | Sconosciuto | 1 |
| 34 | claude-haiku-4-5 mcp-atlas:claude-haiku-4-5config_0980c78f9c8c89f5a9484df46ff794b35518b66cbdb0a81dce709b25a7594c9d | 0% | Sconosciuto | 1 |
Evidenze dell'explorer
tau3-bench Banking Knowledge
Le fonti divergono; mostrate separatamente, mai mediate. Osservato il ; valido fino al .
| Posizione | Configurazione | Capacità | Incertezza | Famiglie |
|---|---|---|---|---|
| 1 | Qwen 3.8 Max qwen3-8-max_sierra_2026-08-04config_a26a8d10f6a1f8c55b2ae39ab85459ab0c65f1c000c357819e67050c18dcc2fc | 55% | Sconosciuto | 1 |
| 2 | Claude Opus 5 claude-opus-5_sierra_2026-08-04config_47e4a643a1c879897e35acc19a52271766e0d24716490d433f47f1250db796f5 | 49% | Sconosciuto | 1 |
| 3 | Grok 4.5 grok-4-5_sierra_2026-08-04config_f4ada0ce1a4b8539b6b16eb70ecd5937576c5612b57153c438fab65dc2644d96 | 48% | Sconosciuto | 1 |
| 4 | GPT-5.6-sol gpt-5-6-sol_sierra_2026-08-04config_a3711cbeeacfc54666ebdd477195ebcaac4642a7aaff878de8a40aa19416a568 | 47% | Sconosciuto | 1 |
| 5 | GPT-5.5 gpt-5-5_sierra_2026-05-05config_ad5041576a055588650eb979cd38244d3c92d872d052d82dafb205bfa74cad3d | 45% | Sconosciuto | 1 |
| 6 | Muse Spark 1.1 muse-spark-1-1_sierra_2026-08-04config_9e9d0ff85e658a60ac616eb6536f77d57ceb67178820283b459b21fc91e37164 | 40% | Sconosciuto | 1 |
| 7 | Claude Opus 4.7 claude-opus-4-7_sierra_2026-05-05config_442ebf6d5800bf504193b385c4554a54f85fd95ef7845c2c54708c68861e0216 | 40% | Sconosciuto | 1 |
| 8 | Claude Opus 4.8 claude-opus-4-8_sierra_2026-08-04config_53dbefe80b9536d86ae8cb24809c569e4c07be1cca283343280e6be8bb563145 | 40% | Sconosciuto | 1 |
| 9 | Claude Fable 5 claude-fable-5_sierra_2026-08-04config_7bf49a074c69d34202fcdb4efe6bd1931566fb4e29b9f6e773de585366ecc67b | 40% | Sconosciuto | 1 |
| 10 | GPT-5.4 gpt-5-4_sierra_2026-03-25config_81277ce76a2443b26ca7f3db93d65526b5c66a673148fbe228d16db598379eb7 | 39% | Sconosciuto | 1 |
| 11 | Kimi K3 kimi-k3_sierra_2026-08-04config_0ac9cb2463f2a18ab6613660534e55deb75861bf471271f6aac39d02e4fbc4f8 | 37% | Sconosciuto | 1 |
| 12 | GLM-5.2 glm-5-2_sierra_2026-08-04config_ebd02a3bcc5de5fdc15841e5214662ff73054096aefd3b9db9de3c1ced3cc679 | 37% | Sconosciuto | 1 |
| 13 | GPT-5.2 gpt-5-2_sierra_2026-02-26config_0a61de28f7e96ed842d0988f4ff17d52f778051137caca3b12c8809fab3a1e24 | 32% | Sconosciuto | 1 |
| 14 | Distyl ButtonAgent distyl-buttonagent_distyl_2026-03-25config_91e6242dafc69cf6d5b045dfa3e30dbca4c38c586b61a1ecbb28962e03b9d7c6 | 31% | Sconosciuto | 1 |
| 15 | Claude Opus 4.6 claude-opus-4-6_sierra_2026-05-05config_79e8f1ddf8bcb22e452c0322f0a78c5fbcba059bfa5acc9acce62e5702eee472 | 27% | Sconosciuto | 1 |
| 16 | Gemini 3 Flash gemini-3-flash_sierra_2026-03-02config_8095fa144e2c9e0944193c86724a27a3b80ddc5fb3d62d561fa298fa54c79701 | 27% | Sconosciuto | 1 |
| 17 | Gemini 3.1 Pro Preview gemini-3-1-pro-preview_sierra_2026-05-05config_03d738b190a028db163266b395b4eca0e0f719f7bb43bd1a6db305d10f91fe2d | 26% | Sconosciuto | 1 |
| 18 | Claude Sonnet 4.5 claude-sonnet-4-5_sierra_2026-02-26config_12ecf4a9f0ae1e2f9815530d97599aef123564d64fddecf8fd39aad2165b1a6e | 25% | Sconosciuto | 1 |
| 19 | Inkling inkling_sierra_2026-08-04config_4a49384540eefc80eaff83393407119b8902549d0f6a45bed272b60bd4ee4937 | 25% | Sconosciuto | 1 |
| 20 | Claude Opus 4.5 claude-opus-4-5_sierra_2026-02-26config_311ca40d213a79344ba2b618fe7f29fcf71ff8cbaaa8cab632499a1bf6dc01b0 | 25% | Sconosciuto | 1 |
| 21 | Grok 4.2 grok-4-2_sierra_2026-05-05config_62cd4f1736a5056e6cf24954b6e0fe45123ac500dcbe4726080840da176bc5a8 | 18% | Sconosciuto | 1 |
| 22 | Gemini 3 Pro gemini-3-pro_sierra_2026-03-02config_66ed191ca632aad42f3b0c528e2912ccef29a49ac134594c4f0209ac45e77ef7 | 18% | Sconosciuto | 1 |
| 23 | Grok 4 fast grok-4-fast_sierra_2026-05-05config_3835bdd87e33611308716fcc185637e9d15136981937b1d92c25d7ae29775927 | 16% | Sconosciuto | 1 |
| 24 | Gemini 2.5 Pro gemini-2-5-pro_sierra_2026-05-05config_5908158689798bbd956792b26fbe7a5a831a7907a7f811a7e974b7231763d00b | 14% | Sconosciuto | 1 |
| 25 | Grok 4.1 fast grok-4-1-fast_sierra_2026-05-05config_320872c79fbebdc15ccb655f4f54fd38971fc9049a5bdb2a2ce5209a2fc755ea | 13% | Sconosciuto | 1 |
| 26 | GPT-5.2 gpt-5-2-none_sierra_2026-02-26config_414bd51eab2ed44504e875d40d7cfe5b9246c80ca5bb91ca01accabf5625ea97 | 13% | Sconosciuto | 1 |
| 27 | GLM-5 glm-5-think_sierra_2026-03-02config_3f1ad20f11e4674c490744ee115c4bc0c88728936353a52de2d451677b63812f | 10% | Sconosciuto | 1 |
| 28 | Qwen3.5-397B-A17B qwen3.5-397b-a17b-think_sierra_2026-03-02config_54cb0b0fed47395e14ff29324863729b3a12e1f93ad171469ba3b588e56dd177 | 10% | Sconosciuto | 1 |
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- tau3-banking-knowledge benchmark evidence
- tau3-banking-knowledge benchmark evidence
Evidenze dell'explorer
Toolathlon
Le fonti divergono; mostrate separatamente, mai mediate. Osservato il ; valido fino al .
| Posizione | Configurazione | Capacità | Incertezza | Famiglie |
|---|---|---|---|---|
| 1 | GLM 5.3 Flash toolathlon-verified:GLM 5.3 Flash | Default | reasoning=maxconfig_a1aadfcb56405a0d0eb191f5135a9d9e2ccb7dee2c238801790214226a6a78ba | 78% | Sconosciuto | 1 |
| 2 | Kimi K3 toolathlon-verified:Kimi K3 | Default | reasoning=maxconfig_3c68f7e1a7f2486c9ff1b6472b4c236cc5336d62caaede33a34a94c8b18131ba | 77% | Sconosciuto | 1 |
| 3 | Claude Opus 4.8 toolathlon-verified:Claude Opus 4.8 | Default | reasoning=maxconfig_40bbb60a17931a21d62e2e9759806e9ee686d1024058b5e441fa991ef3511175 | 76% | Sconosciuto | 1 |
| 4 | Muse Spark 1.2 toolathlon-verified:Muse Spark 1.2 | Default | reasoning=xhighconfig_9feb5dad2c8a17db8a8a081b11fc4f030ecd8b0058bcdf81d49c2fc78dcf1f0a | 76% | Sconosciuto | 1 |
| 5 | Muse Spark 1.1 toolathlon-verified:Muse Spark 1.1 | Default | reasoning=xhighconfig_b3dd3426004e01579b0fa24d5e2d3af6a1055eea5369d7be8cb7a3bbbc76785f | 76% | Sconosciuto | 1 |
| 6 | DeepSeek V4 Pro 0813 toolathlon-verified:DeepSeek V4 Pro 0813 | Default | reasoning=maxconfig_a442fb1aa154afa78f31f9333e14fbcceeb68d81bc8ff09f12cbf0a76563a7b7 | 74% | Sconosciuto | 1 |
| 7 | GPT-5.5 toolathlon-verified:GPT-5.5 | Default | reasoning=xhighconfig_14a00cacba7d65e688a5c760163b8a5c43f157cd0ac3c74a8908ada4bf75af4a | 74% | Sconosciuto | 1 |
| 8 | Claude Sonnet 5 toolathlon-verified:Claude Sonnet 5 | Default | reasoning=maxconfig_1e92cd632b85b5cae4db98f0747a379d6971e1901e817b6c70ba668a1d4f2581 | 72% | Sconosciuto | 1 |
| 9 | DeepSeek V4 Flash 0731 toolathlon-verified:DeepSeek V4 Flash 0731 | Default | reasoning=maxconfig_088be908339ec2c5d18efb1d89f10f2a589d84061a7df91df36136544658b0fe | 71% | Sconosciuto | 1 |
| 10 | Gemini 3.5 Flash toolathlon-verified:Gemini 3.5 Flash | Default | reasoning=highconfig_7424c21364f1c26da7c03d4246703a4574f36bcf742ec051d026f1a2866292a5 | 67% | Sconosciuto | 1 |
| 11 | Gemini 3.1 Pro toolathlon-verified:Gemini 3.1 Pro | Default | reasoning=highconfig_6387719edef57bba35460d38ec2768197f35735c9d27dfbc49a4dacf8b8749c4 | 61% | Sconosciuto | 1 |
| 12 | GLM 5.2 toolathlon-verified:GLM 5.2 | Default | reasoning=maxconfig_32d1f9502ae274db028b789ff6ea67f263fbea181b3f45dd6ab9a33c40321138 | 60% | Sconosciuto | 1 |
| 13 | Kimi K2.7 Code toolathlon-verified:Kimi K2.7 Code | Defaultconfig_013440bcabc69495c6ad1bfdd9fbf082239f7167ccc9dc6f3a721aacb6144341 | 58% | Sconosciuto | 1 |
| 14 | Kimi K2.6 toolathlon-verified:Kimi K2.6 | Defaultconfig_c6aa2be8da38947cda5c3c1ab5ce5ba57e8dd5b1a105e0734ec8b3d785cf6e9a | 58% | Sconosciuto | 1 |
| 15 | Gemini 3.5 Flash-Lite toolathlon-verified:Gemini 3.5 Flash-Lite | Default | reasoning=highconfig_425f38f920acec6ada6502aa651d29309804f062d7ed03c8eed3c54fa62c02d5 | 57% | Sconosciuto | 1 |
| 16 | Hy3 toolathlon-verified:Hy3 | Default | reasoning=highconfig_446911b3349e7d3b5aad2cacc1d0b27500170fc47e6e2a36c433ae9723f807b4 | 57% | Sconosciuto | 1 |
| 17 | DeepSeek V4 Pro toolathlon-verified:DeepSeek V4 Pro | Default | reasoning=maxconfig_7527b100f7599e56734b703f9af93a6879ba5d71dd9e6ee4c136a08140172023 | 56% | Sconosciuto | 1 |
| 18 | Inkling-Small toolathlon-verified:Inkling-Small | Default | reasoning=xhighconfig_2ed2bf4206c9be5f348242ccb5526dc4a6b0195f657a6b33e34f7be422924e5d | 54% | Sconosciuto | 1 |
| 19 | DeepSeek V4 Flash toolathlon-verified:DeepSeek V4 Flash | Default | reasoning=maxconfig_f8a8eb20465f68c1be43c3ad9d4e9c2d41a80a4425f90ea4071fd5ba0355acf8 | 51% | Sconosciuto | 1 |
| 20 | MiMo V2.5 toolathlon-verified:MiMo V2.5 | Defaultconfig_5fbd46f4fa4376922f5b7517a6d938344057a9542a0428d8b0f62cef6a1b2f2d | 49% | Sconosciuto | 1 |
| 21 | MiniMax M2.7 toolathlon-verified:MiniMax M2.7 | Defaultconfig_60f8d3600b9bcb5b8877cbd43ef898f2662079d65b4a7db91dc9319f8507dee6 | 48% | Sconosciuto | 1 |
| 22 | Inkling toolathlon-verified:Inkling | Default | reasoning=xhighconfig_cb28eb8804eaba125c2e9fce39868f34be7b2e47fb2da8261a4f54b3f73d5427 | 46% | Sconosciuto | 1 |
| 23 | Qwen3.5 397B-A17B toolathlon-verified:Qwen3.5 397B-A17B | Defaultconfig_69d341d1f12b8f7988cf1cbd0f72515cb5fab5ddcb250c6ce72a038de5a66e00 | 41% | Sconosciuto | 1 |
| 24 | Nemotron 3 Ultra toolathlon-verified:Nemotron 3 Ultra | Defaultconfig_e3ea78145d4d26cc32da136c704897302f33b6b7cb7d7beba53fcc66f7be9c5e | 34% | Sconosciuto | 1 |
| 25 | Kimi K2.5 toolathlon-verified:Kimi K2.5 | Defaultconfig_8be3ad7082404c320dce37e31ba992fae9c1f78835fc94cef5b7b4e2504672a5 | 33% | Sconosciuto | 1 |
Non ci sono abbastanza evidenze indipendenti per un gruppo di testa
- La calibrazione non è stata convalidata
- La sovrapposizione delle configurazioni è sotto la soglia richiesta
- La copertura indipendente delle famiglie di benchmark è sotto la soglia richiesta