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.
Multimodal Kimi model with 1M context and toggleable max-effort thinking for long-horizon agent work
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...
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...
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.
Strongest Claude Opus model for coding, agents, and professional work
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...
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.
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
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...
Fast Gemini model balancing multimodal reasoning, tool use, and cost
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...
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-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...
Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.
Open MiMo model for multimodal coding agents and long-context automation
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...
Fast Gemini model balancing multimodal reasoning, tool use, and cost
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...
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,...
Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio
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
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...
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...
Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...
| 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 | |||
| Kimi K3moonshotai/kimi-k3 | 1354.0 | 1.04858M | $3 | $15 | 2026-07-16 | |||
| MoonshotAI: Kimi K3 (batch)moonshotai/kimi-k3:batch | 1354.0 | 1.04858M | $3 | $15 | — | |||
| Anthropic: Claude Fable 5.1 (batch)anthropic/claude-fable-5.1:batch | 1322.0 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Fable 5.1anthropic/claude-fable-5.1 | 1322.0 | 1M | $10 | $50 | — | |||
| Muse Spark 1.2meta/muse-spark-1.2 | 1322.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Claude Opus 5anthropic/claude-opus-5 | 1320.0 | 1M | $5 | $25 | 2026-07-24 | |||
| Claude Opus 5 (batch)anthropic/claude-opus-5:batch | 1320.0 | 1M | $2.5 | $12.5 | — | |||
| 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 3.7 Flashgoogle/gemini-3.7-flash | 1315.0 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1315.0 | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 1312.0 | 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 | |||
| 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 4.7 (batch)anthropic/claude-opus-4.7:batch | 1307.0 | 1M | $2.5 | $12.5 | — | |||
| Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7 | 1307.0 | 1M | $5 | $25 | — | |||
| 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 4.6anthropic/claude-sonnet-4.6 | 1297.0 | 1M | $3 | $15 | — | |||
| Anthropic: Claude Sonnet 4.6 (batch)anthropic/claude-sonnet-4.6:batch | 1297.0 | 1M | $1.5 | $7.5 | — | |||
| 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 Plusqwen/qwen3.7-plus | 1282.0 | 1M | $0.32 | $1.28 | — | |||
| Muse Spark 1.1meta/muse-spark-1.1 | 1282.0 | 1.04858M | $1.25 | $4.25 | 2026-04-08 | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 1279.0 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1275.0 | 1.04858M | $0.75 | $4.5 | — | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1275.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| 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 | — | |||
| 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 | — | |||
| Inklingthinkingmachines/inkling | 1226.0 | 1.04858M | $1.87 | $4.68 | 2026-07-15 | |||
| 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 | |||
| SpaceXAI: Grok 4.3x-ai/grok-4.3 | 1206.0 | 1M | $1.25 | $2.5 | — | |||
| SpaceXAI: Grok 4.3 (batch)x-ai/grok-4.3:batch | 1206.0 | 1M | $1 | $2 | — | |||
| Anthropic: Claude Sonnet 4.5 (batch)anthropic/claude-sonnet-4.5:batch | 1202.0 | 1M | $1.5 | $7.5 | — |