Muse Spark Open is an 816B total / 42B active open-weight multimodal reasoning model from Meta for coding and long-horizon agentic work, with 1M-token context.
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
Google's flagship reasoning model for complex software engineering, deep math and science, and long-horizon autonomous agents
Muse Wonder Full is the most capable model in Meta's Muse Wonder series, built for long-running professional agents and ultra-long-horizon software engineering. It shares Muse Wonder's Active Memory and Active Focus capabilities and generally scores higher on Meta's agentic and coding evaluations.
Muse Wonder is a frontier multimodal reasoning model from Meta for personal and professional agents, long-horizon coding, and computer use. It combines Active Memory, which carries relevant context across conversations, with Active Focus, which keeps it working through blockers toward a goal.
MiMo Flash model for multimodal coding agents and long-context automation
Stronger MiMo Pro tier for multimodal reasoning and coding-agent execution
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
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.
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
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.
Multimodal MoE reasoning model (276B total, 12B active) for text, image, and audio
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Open MiMo model for multimodal coding agents and long-context automation
Low-latency Gemini model for high-volume multimodal and agent workloads
Reasoning-first Gemini preview for agentic coding and complex problem solving
New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs
Preview Gemini flagship for complex reasoning, coding, and rich multimodal prompts
Lean Gemini 2.5 lane for cheap multimodal traffic and quick agents
Fast Gemini workhorse for multimodal apps where latency and price matter
Google's proven reasoning model for coding, math, and multimodal analysis
NVIDIA Nemotron™ 3 Nano Omni is a 30B-A3B open multimodal model designed to function as a perception and context sub-agent in enterprise agent systems. It accepts text, image, video, and...
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...
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.
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 3.1 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 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...
Gemini 2.5 Flash-Lite is a lightweight reasoning model in the Gemini 2.5 family, optimized for ultra-low latency and cost efficiency. It offers improved throughput, faster token generation, and better performance...
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...
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,...
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...
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...
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 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.
Muse Wonder is a frontier reasoning model from Meta, designed for complex personal and professional agentic tasks. It accepts text, images, video, audio, and PDF documents and returns text, with...
Gemini 4 Argon is Google's flagship reasoning model, built for complex software engineering, deep mathematical and scientific problem solving, and autonomous multi-step agents. Google trained it to keep context across...
| Model | Creator | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|
| Muse Spark Openmeta/muse-spark-open | 1.04858M | $1.25 | $4.25 | 2026-10-15 | |||
| Gemini 4 Argongoogle/gemini-4-argon | 1.04858M | $2 | $10 | 2026-10-13 | |||
| Muse Wonder Fullmeta/muse-wonder-full | 1.04858M | — | — | 2026-10-12 | |||
| Muse Wondermeta/muse-wonder-1.0 | 1.04858M | $4 | $20 | 2026-10-12 | |||
| MiMo-V2.6-Flashxiaomi/mimo-v2.6-flash | 1.04858M | $0.14 | $0.28 | 2026-09-22 | |||
| MiMo-V2.6-Proxiaomi/mimo-v2.6-pro | 1.04858M | $0.435 | $0.87 | 2026-09-22 | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Muse Spark 1.3meta/muse-spark-1.3 | 1.04858M | $1.25 | $4.25 | 2026-09-02 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Muse Spark 1.2meta/muse-spark-1.2 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Inkling Smallthinkingmachines/inkling-small | 1.04858M | $0.3 | $1.2 | 2026-07-30 | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | 1.04858M | $0.3 | $2.5 | 2026-07-21 | |||
| Inklingthinkingmachines/inkling | 1.04858M | $1.87 | $4.68 | 2026-07-15 | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | 1.04858M | $0.5 | $3 | 2025-12-17 | |||
| Gemini 3 Pro Previewgoogle/gemini-3-pro-preview | 1.04858M | $0.57 | $3.43 | 2025-11-18 | |||
| Gemini 2.5 Flash-Litegoogle/gemini-2.5-flash-lite | 1.04858M | $0.1 | $0.4 | 2025-06-17 | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| NVIDIA: Nemotron 3 Nano Omni (free)nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | 256K | Free | Free | — | |||
| Google: Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batch | 1.04858M | $0.375 | $1.875 | — | |||
| Google: Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch | 1.04858M | $0.15 | $1.25 | — | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 1.04858M | $0.75 | $4.5 | — | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 1.04858M | $1 | $6 | — | |||
| Google: Gemini 3 Flash Preview (batch)google/gemini-3-flash-preview:batch | 1.04858M | $0.25 | $1.5 | — | |||
| Google: Gemini 2.5 Flash Lite (batch)google/gemini-2.5-flash-lite:batch | 1.04858M | $0.05 | $0.2 | — | |||
| Google: Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch | 1.04858M | $0.15 | $1.25 | — | |||
| Google: Gemini 2.5 Pro (batch)google/gemini-2.5-pro:batch | 1.04858M | $0.625 | $5 | — | |||
| Thinking Machines: Inkling (batch)thinkingmachines/inkling:batch | 524.288K | $1 | $4.05 | — | |||
| Google: Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batch | 1.04858M | $0.375 | $1.875 | — | |||
| Thinking Machines: Inkling Small (batch)thinkingmachines/inkling-small:batch | 524.288K | $0.5 | $1.2 | — | |||
| Thinking Machines: Inkling Small (free)thinkingmachines/inkling-small:free | 1.04858M | Free | Free | — | |||
| Thinking Machines: Inkling (free)thinkingmachines/inkling:free | 1.04858M | Free | Free | — | |||
| Google: Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batch | 1.04858M | $0.375 | $1.875 | — | |||
| Meta: Muse Wondermeta/muse-wonder | 1.04858M | $4 | $20 | — | |||
| Google: Gemini 4 Argon (batch)google/gemini-4-argon:batch | 1.04858M | $1 | $5 | — |