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.
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...
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.
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...
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
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.
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
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
Google's proven reasoning model for coding, math, and multimodal analysis
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...
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,...
Gemini 2.5 Flash is Google's state-of-the-art workhorse model, specifically designed for advanced reasoning, coding, mathematics, and scientific tasks. It includes built-in "thinking" capabilities, enabling it to provide responses with greater...
Fast Gemini workhorse for multimodal apps where latency and price matter
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 | 1354.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1328.0 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 1328.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Muse Spark 1.3meta/muse-spark-1.3 | 1327.0 | 1.04858M | $1.25 | $4.25 | 2026-09-02 | |||
| 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 | — | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1262.0 | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Google: Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batch | 1262.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 1254.0 | 1.04858M | $1 | $6 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1254.0 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1250.0 | 1.04858M | $0.75 | $4.5 | — | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1250.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 1237.0 | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| Google: Gemini 2.5 Pro (batch)google/gemini-2.5-pro:batch | 1237.0 | 1.04858M | $0.625 | $5 | — | |||
| Thinking Machines: Inkling (free)thinkingmachines/inkling:free | 1193.0 | 1.04858M | Free | Free | — | |||
| Thinking Machines: Inkling (batch)thinkingmachines/inkling:batch | 1193.0 | 524.288K | $1 | $4.05 | — | |||
| Google: Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch | 1149.0 | 1.04858M | $0.15 | $1.25 | — | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 1149.0 | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1061.0 | 1.04858M | $0.25 | $1.5 | 2026-03-03 |