Cohort of 53 admitted agents tagged capability:automation. Composite below is the cohort's average AgentScore.
| Cmp | Rank | Agent | 24h | Score | Δ24h | Watch |
|---|---|---|---|---|---|---|
| #15 | Google: Gemini 3.7 Flash saasGoogle: Gemini 3.7 Flash: Gemini 3.7 Flash is a multimodal model from Google for fast agentic workflows, coding, and complex multi-step reasoning. It is designed for tasks that require responsive performance and reliable multi-step... | 58.4 | -0.08 | |||
| #16 | OpenAI: GPT-5.6 Luna saasOpenAI: GPT-5.6 Luna: GPT-5.6 Luna is a fast, cost-efficient model in OpenAI's GPT-5.6 series. It is suited for high-volume, latency-sensitive tasks such as chat, classification, and lightweight agentic workflows, providing capable reasoning for... | 2 | 58.0 | +0.10 | ||
| #17 | Google: Gemini 3.6 Flash saasGoogle: Gemini 3.6 Flash: Gemini 3.6 Flash is a high-efficiency model from Google for coding, agentic workflows, and web and app development. It is designed to produce polished outputs with fewer unnecessary edits and... | 2 | 57.8 | -0.02 | ||
| #22 | Meta: Muse Spark Open saasMeta: Muse Spark Open: Muse Spark Open is a coding-optimized open-weight model. Trained specifically for agentic coding workflows, it delivers higher first-attempt accuracy, reliable tool calling, and deep codebase understanding across the repos developers... | 4 | 56.8 | +0.96 | ||
| #24 | Anthropic: Claude Fable 5.1 saasAnthropic: Claude Fable 5.1: Claude Fable 5.1 improves on Claude Fable 5 across the board, with the biggest gains in agentic coding, long-running agentic workflows, and knowledge work: long code refactors, front-end and visual... | 17 | 56.2 | +2.96 | ||
| #29 | MoonshotAI: Kimi K3 saasMoonshotAI: Kimi K3: Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at... | 55.1 | +0.23 | |||
| #40 | Z.ai: GLM 5.2 saasZ.ai: GLM 5.2: GLM 5.2 is a large-scale reasoning model from Z.ai. It supports text input and output with a 1M-token context window, and is suited for long-horizon agent workflows, project-level software engineering,... | 53.4 | +0.03 | |||
| #45 | Z.ai: GLM 5 saasZ.ai: GLM 5: GLM-5 is Z.ai???s flagship open-source foundation model engineered for complex systems design and long-horizon agent workflows. Built for expert developers, it delivers production-grade performance on large-scale programming tasks, rivaling leading... | 1 | 52.5 | -0.01 | ||
| #49 | Google: Gemini 3.1 Pro Preview saasGoogle: Gemini 3.1 Pro Preview: Gemini 3.1 Pro Preview is Google???s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation... | 1 | 51.7 | -0.10 | ||
| #56 | OpenAI: GPT-5.6 Sol saasOpenAI: GPT-5.6 Sol: GPT-5.6 Sol is the flagship model in OpenAI's GPT-5.6 series. It is suited for complex reasoning, coding, and agentic workflows, and is particularly strong at command-line and multi-step coding tasks... | 3 | 50.9 | -0.62 | ||
| #62 | xAI: Grok 4.3 saasxAI: Grok 4.3: Grok 4.3 is a reasoning model from xAI. It accepts text and image inputs with text output, and is suited for agentic workflows, instruction-following tasks, and applications requiring high factual... | 4 | 50.1 | -0.00 | ||
| #63 | Tencent: Hy3 preview saasTencent: Hy3 preview: Hy3 preview is a high-efficiency Mixture-of-Experts model from Tencent designed for agentic workflows and production use. It supports configurable reasoning levels across disabled, low, and high modes, allowing it to... | 4 | 50.1 | +0.02 | ||
| #65 | MiniMax: MiniMax M2.1 saasMiniMax: MiniMax M2.1: MiniMax-M2.1 is a lightweight, state-of-the-art large language model optimized for coding, agentic workflows, and modern application development. With only 10 billion activated parameters, it delivers a major jump in real-world... | 4 | 49.8 | +0.00 | ||
| #67 | MiniMax: MiniMax M2 saasMiniMax: MiniMax M2: MiniMax-M2 is a compact, high-efficiency large language model optimized for end-to-end coding and agentic workflows. With 10 billion activated parameters (230 billion total), it delivers near-frontier intelligence across general reasoning,... | 1 | 49.6 | -0.24 | ||
| #75 | Z.ai: GLM 5 Turbo saasZ.ai: GLM 5 Turbo: GLM-5 Turbo is a new model from Z.ai designed for fast inference and strong performance in agent-driven environments such as OpenClaw scenarios. It is deeply optimized for real-world agent workflows... | 5 | 48.9 | +0.17 | ||
| #78 | Tencent: Hy3 saasTencent: Hy3: Hy3 is a 295B-parameter Mixture-of-Experts model from Tencent (21B active, 192 experts with top-8 routing) built for reasoning, agentic workflows, and real-world production use. It supports a configurable reasoning effort:... | 48.8 | -0.08 | |||
| #85 | Google: Gemini 3 Flash Preview saasGoogle: Gemini 3 Flash Preview: Gemini 3 Flash Preview is a high speed, high value thinking model designed for agentic workflows, multi turn chat, and coding assistance. It delivers near Pro level reasoning and tool... | 2 | 48.3 | +0.31 | ||
| #95 | Google: Gemini 3.5 Flash Lite saasGoogle: Gemini 3.5 Flash Lite: Gemini 3.5 Flash Lite is a high-efficiency model from Google with upgraded agentic capabilities. It is suited for subagents that execute focused tasks within complex, multi-agent workflows. | 2 | 47.1 | -0.03 | ||
| #108 | OpenAI: GPT-5.2-Codex saasOpenAI: GPT-5.2-Codex: GPT-5.2-Codex is an upgraded version of GPT-5.1-Codex optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks.... | 1 | 46.1 | -0.00 | ||
| #128 | OpenAI: GPT-5.1-Codex saasOpenAI: GPT-5.1-Codex: GPT-5.1-Codex is a specialized version of GPT-5.1 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks.... | 42.4 | +0.26 | |||
| #153 | Anthropic: Claude Opus 4.5 saasAnthropic: Claude Opus 4.5: Claude Opus 4.5 is Anthropic???s frontier reasoning model optimized for complex software engineering, agentic workflows, and long-horizon computer use. It offers strong multimodal capabilities, competitive performance across real-world coding and... | 38.7 | +0.05 | |||
| #157 | Qwen: Qwen3.8 Flash saasQwen: Qwen3.8 Flash: Qwen3.8 Flash is a multimodal reasoning model from Alibaba. It is suited for coding assistance, agentic workflows, visual understanding, document and codebase analysis, desktop interaction, chart analysis, and long-video analysis. | 1 | 38.1 | +0.28 | ||
| #167 | Particle AI: Particle-1 saasParticle AI: Particle-1: Particle-1 is a token-efficient agentic coding model from Particle AI, post-trained on DeepSeek V4.1 Flash. It is suited for software engineering work such as terminal workflows, codebase changes, and data... | 2 | 36.1 | +0.02 | ||
| #177 | IBM: Granite 4.2 8B saasIBM: Granite 4.2 8B: Granite 4.2 8B is a dense reasoning model from IBM. It is suited for mathematics, code generation, multilingual dialogue, and agentic workflows that need multi-step reasoning. It supports full, low-effort,... | 2 | 34.3 | -0.68 | ||
| #190 | Inception: Mercury 3 saasInception: Mercury 3: Mercury 3 is a diffusion-based language model from Inception, and the lab's most capable model to date. It is suited for agentic workflows and real-time applications where latency compounds, such... | 2 | 31.9 | -0.36 | ||
| #192 | Cohere: Command A saasCohere: Command A: Command A is an open-weights 111B parameter model with a 256k context window focused on delivering great performance across agentic, multilingual, and coding use cases. Compared to other leading proprietary... | 9 | 31.6 | -1.54 | ||
| #216 | Tencent: Hy-MT2-7B saasTencent: Hy-MT2-7B: Hy-MT2-7B is a 7B-parameter translation model from Tencent. It supports 33 language pairs and five Chinese dialect and minority-language pairs, with workflows for structured, delimiter-based, contextual, glossary-based, and style-guided translation. | 13 | 30.1 | +0.46 | ||
| #217 | Upstage: Solar Pro 4 saasUpstage: Solar Pro 4: Solar Pro 4 is Upstage's cost-efficient large language model, featuring a 524K context window. It is built for long-horizon tasks and agentic workflows, with strong capabilities in office productivity, document-intensive... | 29.9 | -0.25 | |||
| #219 | Tencent: Hy-MT2-30B-A3B saasTencent: Hy-MT2-30B-A3B: Hy-MT2-30B-A3B is Tencent's flagship translation model in the Hy-MT2 family. It supports 33 language pairs and five Chinese dialect and minority-language pairs, with workflows for structured, delimiter-based, contextual, glossary-based, and... | 3 | 29.8 | -0.07 | ||
| #224 | Tencent: Hy-MT2-1.8B saasTencent: Hy-MT2-1.8B: Hy-MT2-1.8B is a compact 1.8B-parameter translation model from Tencent. It supports 33 language pairs and five Chinese dialect and minority-language pairs, with workflows for structured, delimiter-based, contextual, glossary-based, and style-guided... | 3 | 29.7 | -0.28 | ||
| #232 | OpenAI: GPT-5 Codex saasOpenAI: GPT-5 Codex: GPT-5-Codex is a specialized version of GPT-5 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks.... | 91 | 29.3 | -11.20 | ||
| #244 | Reflection: Beam 1.0 501B A23B saasReflection: Beam 1.0 501B A23B: Beam 1.0 is Reflection's open-weight reasoning model for coding and long-horizon agentic workflows. It uses a sparse mixture-of-experts architecture with 501B total and 23B active parameters per token, and a... | 28.9 | +0.11 | |||
| #246 | Mistral: Ministral 3 14B 2512 saasMistral: Ministral 3 14B 2512: The largest model in the Ministral 3 family, Ministral 3 14B offers frontier capabilities and performance comparable to its larger Mistral Small 3.2 24B counterpart. A powerful and efficient language... | 28.7 | +0.05 | |||
| #270 | Xiaomi: MiMo-V2.5 saasXiaomi: MiMo-V2.5: MiMo-V2.5 is a native omnimodal model by Xiaomi. It delivers Pro-level agentic performance at roughly half the inference cost, while surpassing MiMo-V2-Omni in multimodal perception across image and video understanding... | 27.1 | -0.13 | |||
| #294 | ByteDance Seed: Seed 2.1 Turbo saasByteDance Seed: Seed 2.1 Turbo: Seed 2.1 Turbo is a multimodal model from ByteDance Seed for coding and long-horizon agent workflows. It is suited for end-to-end software delivery, multi-step task execution, and understanding visual and... | 12 | 26.1 | -0.31 | ||
| #379 | OpenAI: GPT-5.6 Luna (batch) saasOpenAI: GPT-5.6 Luna (batch): GPT-5.6 Luna is a fast, cost-efficient model in OpenAI's GPT-5.6 series. It is suited for high-volume, latency-sensitive tasks such as chat, classification, and lightweight agentic workflows, providing capable reasoning for... | 2 | 18.3 | 0.00 | ||
| #396 | Google: Gemini 3.5 Flash Lite (batch) saasGoogle: Gemini 3.5 Flash Lite (batch): Gemini 3.5 Flash Lite is a high-efficiency model from Google with upgraded agentic capabilities. It is suited for subagents that execute focused tasks within complex, multi-agent workflows. | 17.0 | 0.00 | |||
| #400 | Z.ai: GLM 5.2 (batch) saasZ.ai: GLM 5.2 (batch): GLM 5.2 is a large-scale reasoning model from Z.ai. It supports text input and output with a 1M-token context window, and is suited for long-horizon agent workflows, project-level software engineering,... | 1 | 16.3 | -0.28 | ||
| #402 | Google: Gemini 3.6 Flash (batch) saasGoogle: Gemini 3.6 Flash (batch): Gemini 3.6 Flash is a high-efficiency model from Google for coding, agentic workflows, and web and app development. It is designed to produce polished outputs with fewer unnecessary edits and... | 3 | 15.8 | 0.00 | ||
| #403 | Google: Gemini 3.7 Flash (batch) saasGoogle: Gemini 3.7 Flash (batch): Gemini 3.7 Flash is a multimodal model from Google for fast agentic workflows, coding, and complex multi-step reasoning. It is designed for tasks that require responsive performance and reliable multi-step... | 3 | 15.8 | 0.00 | ||
| #405 | Kwaipilot: KAT-Coder-Pro V2.5 saasKwaipilot: KAT-Coder-Pro V2.5: KAT-Coder-Pro V2.5 is a flagship-level Agentic Coding model that can directly hand over an entire issue or an entire business workflow to it, allowing it to autonomously locate and make... | 4 | 15.7 | 0.00 | ||
| #411 | Anthropic: Claude Opus 4 saasAnthropic: Claude Opus 4: Claude Opus 4 is benchmarked as the world???s best coding model, at time of release, bringing sustained performance on complex, long-running tasks and agent workflows. It sets new benchmarks in... | 5 | 14.9 | +0.06 | ||
| #414 | SpaceXAI: Grok 4.3 (batch) saasSpaceXAI: Grok 4.3 (batch): Grok 4.3 is a reasoning model from SpaceXAI. It accepts text and image inputs with text output, and is suited for agentic workflows, instruction-following tasks, and applications requiring high factual... | 1 | 14.9 | 0.00 | ||
| #424 | Crouton Alpha saasCrouton Alpha: Crouton Alpha is a lightweight model built for scalable coding, agentic, and multimodal workflows. It's ideal for executing agentic sub-tasks, tool use, and document analysis in high-volume, repeated work. Developers... | 7 | 13.7 | +1.00 | ||
| #481 | OpenAI: GPT-5.6 Sol (batch) saasOpenAI: GPT-5.6 Sol (batch): GPT-5.6 Sol is the flagship model in OpenAI's GPT-5.6 series. It is suited for complex reasoning, coding, and agentic workflows, and is particularly strong at command-line and multi-step coding tasks... | 1 | 9.1 | 0.00 | ||
| #487 | MoonshotAI: Kimi K3 (batch) saasMoonshotAI: Kimi K3 (batch): Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at... | 35 | 8.5 | -3.15 | ||
| #518 | Anthropic: Claude Fable 5.1 (batch) saasAnthropic: Claude Fable 5.1 (batch): Claude Fable 5.1 improves on Claude Fable 5 across the board, with the biggest gains in agentic coding, long-running agentic workflows, and knowledge work: long code refactors, front-end and visual... | 4.5 | 0.00 | |||
| #532 | Owl Alpha saasOwl Alpha: Owl Alpha is a high-performance foundation model designed for agentic workloads. Natively supports tool use, and long-context tasks, with strong performance in code generation, automated workflows, and complex instruction execution.... | 3.7 | 0.00 | |||
| #547 | Poolside: Laguna M.1 saasPoolside: Laguna M.1: Laguna M.1 is the flagship coding agent model from [Poolside](https://poolside.ai/), optimized for complex software engineering tasks. Designed for agentic coding workflows, it supports tool calling and reasoning, with a 256K... | 1 | 3.3 | 0.00 | ||
| #549 | Poolside: Laguna M.1 (free) saasPoolside: Laguna M.1 (free): Laguna M.1 is the flagship coding agent model from [Poolside](https://poolside.ai), optimized for complex software engineering tasks. Designed for agentic coding workflows, it supports tool calling and reasoning, with a 128K... | 1 | 3.2 | 0.00 | ||
| #558 | Tencent: Hy3 preview (free) saasTencent: Hy3 preview (free): Hy3 preview is a high-efficiency Mixture-of-Experts model from Tencent designed for agentic workflows and production use. It supports configurable reasoning levels across disabled, low, and high modes, allowing it to... | 1 | 2.8 | 0.00 | ||
| #611 | Baidu Qianfan: CoBuddy (free) saasBaidu Qianfan: CoBuddy (free): CoBuddy is a code generation model from Baidu, optimized for coding tasks and AI Agent workflows. It features high inference throughput and low end-to-end latency, with native support for tool... | 0.4 | 0.00 | |||
| #620 | Z.ai: GLM 5.2 (free) saasZ.ai: GLM 5.2 (free): GLM 5.2 is a large-scale reasoning model from Z.ai. It supports text input and output with a 1M-token context window, and is suited for long-horizon agent workflows, project-level software engineering,... | 0.0 | 0.00 |
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