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 3.1 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
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...
Open MiMo model for multimodal coding agents and long-context automation
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
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,...
Low-latency Gemini model for high-volume multimodal and agent workloads
Fast Gemini workhorse for multimodal apps where latency and price matter
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...
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Muse Spark 1.2meta/muse-spark-1.2 | 1325.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 1311.0 | 1.04858M | $1 | $6 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1311.0 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1281.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1281.0 | 1.04858M | $0.75 | $4.5 | — | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 1200.0 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Thinking Machines: Inkling (free)thinkingmachines/inkling:free | 1130.0 | 1.04858M | Free | Free | — | |||
| Inklingthinkingmachines/inkling | 1130.0 | 1.04858M | $1.87 | $4.68 | 2026-07-15 | |||
| Thinking Machines: Inkling (batch)thinkingmachines/inkling:batch | 1130.0 | 524.288K | $1 | $4.05 | — | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1077.0 | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 1045.0 | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Google: Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch | 1045.0 | 1.04858M | $0.15 | $1.25 | — |