Muse Spark 1.3 is a multimodal reasoning model from Meta for long-running agentic, multi-agent, and coding workflows. It improves long-horizon agent collaboration, instruction following, and coding efficiency relative to Muse Spark 1.2.
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
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...
Muse Spark 1.2 is a coding-focused update to Muse Spark 1.1 with improvements in code generation, complex debugging, codebase understanding, and end-to-end developer workflows.
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...
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...
Claude Opus 5 is Anthropic’s flagship model for demanding reasoning, coding, and long-horizon agentic work. It is particularly strong at end-to-end software tasks, code review and bug finding, visual analysis...
Strongest Claude Opus model for coding, agents, and professional work
GLM-5.3 is a large-scale reasoning model from Z.ai, built for complex software engineering and long-horizon agent tasks. It supports text input and output with a 1M-token context window, and improves...
GLM-5.3 is a large-scale reasoning model from Z.ai, built for complex software engineering and long-horizon agent tasks. It supports text input and output with a 1M-token context window, and improves...
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
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...
Gemini 3.8 Flash is Google's most intelligent Flash model with significant gains from 3.7 Flash across software engineering, agentic tasks, and multi-step reasoning.
Fast Gemini model balancing multimodal reasoning, tool use, and cost
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...
Claude model for creative writing, analysis, and controlled agent workflows
Claude Fable 5 is a Mythos-class model from Anthropic, built for autonomous knowledge work and coding. It supports text, image, and file inputs with text output, with reasoning support and...
Opus 4.7 is the next generation of Anthropic's Opus family, built for long-running, asynchronous agents. Building on the coding and agentic strengths of Opus 4.6, it delivers stronger performance on...
Opus 4.7 is the next generation of Anthropic's Opus family, built for long-running, asynchronous agents. Building on the coding and agentic strengths of Opus 4.6, it delivers stronger performance on...
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,...
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,...
Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...
Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...
Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...
Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...
Qwen3.8 Max (0803) is the August 3, 2026 checkpoint of Qwen3.8 Max, the flagship model in Alibaba's Qwen3.8 series and the general-availability successor to the Qwen3.8 Max Preview. It is...
GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...
GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...
Everyday Claude agent model for coding, planning, browsing, and general work
Sonnet 5 is Anthropic's most capable Sonnet-class model, with frontier performance across coding, agents, and professional work. It supports adaptive thinking with selectable reasoning effort levels (low, medium, high, max,...
Qwen3.7-Max is the flagship model in Alibaba's Qwen3.7 series. It supports text input and output and is designed for agent-centric workloads, with particular strengths in coding, office and productivity tasks,...
Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.
Qwen3.7-Plus is a cost-effective model in Alibaba's Qwen3.7 series. It supports text and image input with text output, building on the series' text capabilities with a comprehensive upgrade to its...
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Gemini 3.5 Flash is Google's high-efficiency multimodal model, bringing near-Pro level coding and reasoning at Flash-tier cost and speed. It is highly optimized for coding proficiency and parallel agentic execution...
MiniMax-M3 is a multimodal foundation model from MiniMax. It supports text, image, and video inputs with text output, a 1M-token context window, and is suited for long-horizon agentic work, coding,...
GPT-5.5 is OpenAI’s frontier model designed for complex professional workloads, building on GPT-5.4 with stronger reasoning, higher reliability, and improved token efficiency on hard tasks. It features a 1M+ token...
Default frontier GPT for coding, computer use, research, and knowledge work
Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...
Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...
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...
Reasoning-first Gemini preview for agentic coding and complex problem solving
Qwen 3.6 Plus builds on a hybrid architecture that combines efficient linear attention with sparse mixture-of-experts routing, enabling strong scalability and high-performance inference. Compared to the 3.5 series, it delivers...
DeepSeek V4 Flash 0731 is a sparse mixture-of-experts model from DeepSeek, with 13B active parameters out of 284B total. This re-post-trained revision is suited for coding, reasoning, and agent workflows....
Grok 4.20 is a reasoning model from SpaceXAI with industry-leading speed and agentic tool calling capabilities. It combines the lowest hallucination rate on the market with strict prompt adherance, delivering...
Agent-ready GPT for coding and computer-use workflows at a lower cost
GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for...
Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems,...
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...
New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Muse Spark 1.3meta/muse-spark-1.3 | 1359.0 | 1.04858M | $1.25 | $4.25 | 2026-09-02 | |||
| MoonshotAI: Kimi K3 (batch)moonshotai/kimi-k3:batch | 1354.0 | 1.04858M | $3 | $15 | — | |||
| Muse Spark 1.2meta/muse-spark-1.2 | 1322.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Anthropic: Claude Fable 5.1anthropic/claude-fable-5.1 | 1322.0 | 1M | $10 | $50 | — | |||
| Anthropic: Claude Fable 5.1 (batch)anthropic/claude-fable-5.1:batch | 1322.0 | 1M | $5 | $25 | — | |||
| Claude Opus 5 (batch)anthropic/claude-opus-5:batch | 1320.0 | 1M | $2.5 | $12.5 | — | |||
| Claude Opus 5anthropic/claude-opus-5 | 1320.0 | 1M | $5 | $25 | 2026-07-24 | |||
| Z.ai: GLM 5.3z-ai/glm-5.3 | 1319.0 | 1.04858M | $1.4 | $4.4 | — | |||
| Z.ai: GLM 5.3 (batch)z-ai/glm-5.3:batch | 1319.0 | 1.04858M | $0.7 | $2.2 | — | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1315.0 | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1315.0 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 1315.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Google: Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batch | 1315.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 1312.0 | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 1312.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Claude Fable 5anthropic/claude-fable-5 | 1310.0 | 1M | $10 | $50 | 2026-06-09 | |||
| Anthropic: Claude Fable 5 (batch)anthropic/claude-fable-5:batch | 1310.0 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7 | 1307.0 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Opus 4.7 (batch)anthropic/claude-opus-4.7:batch | 1307.0 | 1M | $2.5 | $12.5 | — | |||
| Z.ai: GLM 5.2 (batch)z-ai/glm-5.2:batch | 1307.0 | 1.04858M | $0.7 | $2.2 | — | |||
| Z.ai: GLM 5.2z-ai/glm-5.2 | 1307.0 | 1M | $0.966 | $3.036 | — | |||
| Anthropic: Claude Opus 4.6 (batch)anthropic/claude-opus-4.6:batch | 1304.0 | 1M | $2.5 | $12.5 | — | |||
| Anthropic: Claude Opus 4.6anthropic/claude-opus-4.6 | 1304.0 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Sonnet 4.6 (batch)anthropic/claude-sonnet-4.6:batch | 1297.0 | 1M | $1.5 | $7.5 | — | |||
| Anthropic: Claude Sonnet 4.6anthropic/claude-sonnet-4.6 | 1297.0 | 1M | $3 | $15 | — | |||
| Qwen: Qwen3.8 Max (0803)qwen/qwen3.8-max | 1295.0 | 1M | $2 | $6 | — | |||
| Z.ai: GLM 5.3 Flashz-ai/glm-5.3-flash | 1291.0 | 1.04858M | $0.15 | $0.5 | — | |||
| Z.ai: GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batch | 1291.0 | 1.04858M | $0.075 | $0.25 | — | |||
| Claude Sonnet 5anthropic/claude-sonnet-5 | 1289.0 | 1M | $2 | $10 | 2026-06-30 | |||
| Anthropic: Claude Sonnet 5 (batch)anthropic/claude-sonnet-5:batch | 1289.0 | 1M | $1 | $5 | — | |||
| Qwen: Qwen3.7 Maxqwen/qwen3.7-max | 1285.0 | 1M | $1.475 | $4.425 | — | |||
| Muse Spark 1.1meta/muse-spark-1.1 | 1282.0 | 1.04858M | $1.25 | $4.25 | 2026-04-08 | |||
| Qwen: Qwen3.7 Plusqwen/qwen3.7-plus | 1282.0 | 1M | $0.32 | $1.28 | — | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1275.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1275.0 | 1.04858M | $0.75 | $4.5 | — | |||
| MiniMax: MiniMax M3 (free)minimax/minimax-m3:free | 1274.0 | 1.04858M | Free | Free | — | |||
| OpenAI: GPT-5.5 (batch)openai/gpt-5.5:batch | 1269.0 | 1.05M | $2.5 | $15 | — | |||
| GPT-5.5openai/gpt-5.5 | 1269.0 | 1.05M | $5 | $30 | 2026-04-23 | |||
| Anthropic: Claude Opus 4.8anthropic/claude-opus-4.8 | 1267.0 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Opus 4.8 (batch)anthropic/claude-opus-4.8:batch | 1267.0 | 1M | $2.5 | $12.5 | — | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 1265.0 | 1.04858M | $1 | $6 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1265.0 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Qwen: Qwen3.6 Plusqwen/qwen3.6-plus | 1253.0 | 1M | $0.325 | $1.95 | — | |||
| DeepSeek: DeepSeek V4 Flash 0731 (batch)deepseek/deepseek-v4-flash-0731:batch | 1251.0 | 1.04858M | $0.11 | $0.33 | — | |||
| SpaceXAI: Grok 4.20x-ai/grok-4.20 | 1242.0 | 2M | $1.25 | $2.5 | — | |||
| GPT-5.4openai/gpt-5.4 | 1232.0 | 1.05M | $2.5 | $15 | 2026-03-05 | |||
| OpenAI: GPT-5.4 (batch)openai/gpt-5.4:batch | 1232.0 | 1.05M | $1.25 | $7.5 | — | |||
| Thinking Machines: Inkling (free)thinkingmachines/inkling:free | 1226.0 | 1.04858M | Free | Free | — | |||
| Google: Gemini 3 Flash Preview (batch)google/gemini-3-flash-preview:batch | 1208.0 | 1.04858M | $0.25 | $1.5 | — | |||
| Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | 1208.0 | 1.04858M | $0.5 | $3 | 2025-12-17 |