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.
Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.
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...
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...
Reasoning-first Gemini preview for agentic coding and complex problem solving
Fast Gemini model balancing multimodal reasoning, tool use, and cost
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...
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...
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...
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
Coding-focused Kimi model, stronger on long-horizon repo work with less overthinking
Low-latency Gemini model for high-volume multimodal and agent workloads
Earlier Kimi frontier model for long-context agents, coding, and multimodal work
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,...
Multimodal Kimi workhorse for agent loops, coding tasks, and visual context
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,...
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,...
Newer StepFun flash model for faster agents, coding, and multimodal prompts
Open MiMo model for multimodal coding agents and long-context automation
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...
GLM-5V-Turbo is Z.ai’s first native multimodal agent foundation model, built for vision-based coding and agent-driven tasks. It natively handles image, video, and text inputs, excels at long-horizon planning, complex coding,...
The Qwen3.5 native vision-language series Plus models are built on a hybrid architecture that integrates linear attention mechanisms with sparse mixture-of-experts models, achieving higher inference efficiency. In a variety of...
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Muse Spark 1.2meta/muse-spark-1.2 | 1333.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Muse Spark 1.1meta/muse-spark-1.1 | 1305.0 | 1.04858M | $1.25 | $4.25 | 2026-04-08 | |||
| Z.ai: GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batch | 1296.0 | 1.04858M | $0.075 | $0.25 | — | |||
| Z.ai: GLM 5.3 Flashz-ai/glm-5.3-flash | 1296.0 | 1.04858M | $0.15 | $0.5 | — | |||
| Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 1291.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1291.0 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 1291.0 | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 1291.0 | 1.04858M | $1 | $6 | — | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1276.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1276.0 | 1.04858M | $0.75 | $4.5 | — | |||
| Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 1252.0 | 1.04858M | $0.375 | $1.875 | — | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1252.0 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Kimi K2.7 Codemoonshotai/kimi-k2.7-code | 1226.0 | 262.144K | $0.95 | $4 | 2026-06-12 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1187.0 | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| Kimi K2.5moonshotai/kimi-k2.5 | 1187.0 | 262.144K | $0.3 | $1.9 | 2026-01 | |||
| MiniMax: MiniMax M3 (free)minimax/minimax-m3:free | 1186.0 | 1.04858M | Free | Free | — | |||
| Kimi K2.6moonshotai/kimi-k2.6 | 1186.0 | 262.144K | $0.95 | $4 | 2026-04-21 | |||
| MiniMax: MiniMax M3 (batch)minimax/minimax-m3:batch | 1184.0 | 524.288K | $0.3 | $1.2 | — | |||
| MiniMax: MiniMax M3minimax/minimax-m3 | 1184.0 | 524.288K | $0.3 | $1.2 | — | |||
| Step 3.7 Flashstepfun/step-3.7-flash | 1170.0 | 256K | $0.185 | $1.11 | 2026-05-29 | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 1164.0 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Qwen: Qwen3.6 Plusqwen/qwen3.6-plus | 1134.0 | 1M | $0.325 | $1.95 | — | |||
| Z.ai: GLM 5V Turboz-ai/glm-5v-turbo | 1131.0 | 202.752K | $1.2 | $4 | — | |||
| Qwen: Qwen3.5 Plus 2026-02-15qwen/qwen3.5-plus-02-15 | 1114.0 | 1M | $0.26 | $1.56 | — |