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.
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
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.
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...
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...
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...
Inkling Small is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 12B active parameters out of 276B total. It is positioned as the smaller, more efficient member of...
Inkling Small is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 12B active parameters out of 276B total. It is positioned as the smaller, more efficient member of...
Multimodal MoE reasoning model (276B total, 12B active) for text, image, and audio
Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio
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,...
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,...
Open MiMo model for multimodal coding agents and long-context automation
Fast Gemini model balancing multimodal reasoning, tool use, and cost
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.
Reasoning-first Gemini preview for agentic coding and complex problem solving
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...
Gemini 2.5 Pro is Google’s state-of-the-art AI model designed for advanced reasoning, coding, mathematics, and scientific tasks. It employs “thinking” capabilities, enabling it to reason through responses with enhanced accuracy...
Google's proven reasoning model for coding, math, and multimodal analysis
Low-latency Gemini model for high-volume multimodal and agent workloads
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Muse Spark 1.2meta/muse-spark-1.2 | 44.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Google: Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batch | 41.1 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 41.1 | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 36.4 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 36.4 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 30.2 | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 30.2 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 27.3 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 27.3 | 1.04858M | $0.75 | $4.5 | — | |||
| Thinking Machines: Inkling Small (free)thinkingmachines/inkling-small:free | 25.0 | 1.04858M | Free | Free | — | |||
| Thinking Machines: Inkling Small (batch)thinkingmachines/inkling-small:batch | 25.0 | 524.288K | $0.5 | $1.2 | — | |||
| Inkling Smallthinkingmachines/inkling-small | 25.0 | 1.04858M | $0.45 | $1.2 | 2026-07-30 | |||
| Inklingthinkingmachines/inkling | 24.3 | 1.04858M | $1.87 | $4.68 | 2026-07-15 | |||
| Thinking Machines: Inkling (free)thinkingmachines/inkling:free | 24.3 | 1.04858M | Free | Free | — | |||
| Thinking Machines: Inkling (batch)thinkingmachines/inkling:batch | 24.3 | 524.288K | $1 | $4.05 | — | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 17.4 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | 15.9 | 1.04858M | $0.3 | $2.5 | 2026-07-21 | |||
| Google: Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch | 15.9 | 1.04858M | $0.15 | $1.25 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 10.3 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 10.3 | 1.04858M | $1 | $6 | — | |||
| Google: Gemini 2.5 Pro (batch)google/gemini-2.5-pro:batch | 3.5 | 1.04858M | $0.625 | $5 | — | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 3.5 | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 3.2 | 1.04858M | $0.25 | $1.5 | 2026-03-03 |