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.
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
Multimodal Kimi model with 1M context and toggleable max-effort thinking for long-horizon agent work
Multimodal Kimi model with 1M context and always-on reasoning for coding, 3D creation, financial research, and agentic work
Near-Astra performance for complex coding, computer use, and professional work at a lower cost.
Google's flagship reasoning model for complex software engineering, deep math and science, and long-horizon autonomous agents
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.
October 17 update of DeepSeek V4.1 Flash with improved reasoning, coding, agentic tasks, and visual understanding
Strongest Claude Opus model for coding, agents, and professional work
Stronger MiMo Pro tier for multimodal reasoning and coding-agent execution
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
Claude model for creative writing, analysis, and controlled agent workflows
Everyday Claude agent model for coding, planning, browsing, and general work
Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.
Multimodal Kimi workhorse for agent loops, coding tasks, and visual context
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Stronger MiMo Pro tier for multimodal reasoning and coding-agent execution
Open MiMo model for multimodal coding agents and long-context automation
Coding-focused Kimi model, stronger on long-horizon repo work with less overthinking
Default frontier GPT for coding, computer use, research, and knowledge work
Reasoning-first Gemini preview for agentic coding and complex problem solving
Earlier Kimi frontier model for long-context agents, coding, and multimodal work
Open MoE flagship with million-token context for coding and long agent runs
Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio
Agent-ready GPT for coding and computer-use workflows at a lower cost
Fast DeepSeek V4 lane for economical reasoning, coding, and long-context work
New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs
Newer StepFun flash model for faster agents, coding, and multimodal prompts
Reliable GPT generation for broad coding, writing, and tool-assisted product work
Sharper GPT-5 generation for coding, product work, and tool-assisted tasks
Original GPT-5 workhorse for reasoning, coding, writing, and tool workflows
Tencent Hy reasoning model for coding, instruction following, and agent tasks
Hybrid-reasoning DeepSeek model with thinking and non-thinking modes, sparse attention, and tool-use
Google's proven reasoning model for coding, math, and multimodal analysis
Coding-optimized GPT model for repository edits, reviews, and agentic software work
Codex GPT for repository edits, code review, and practical software agents
Muse Glimmer is a 30-billion-parameter open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark for always-on local agents, tool use, coding, and image understanding.
Largest Nemotron 3 model for maximum open-weight reasoning and agent accuracy
Small GPT-5 for responsive agents, coding help, and everyday automation
Fast Gemini workhorse for multimodal apps where latency and price matter
Thinking Kimi model for slower research passes, planning, and hard technical questions
Coding-optimized GPT model for repository edits, reviews, and agentic software work
Tiny GPT-5 lane for routing, extraction, classification, and bulk jobs
Long-lived GPT workhorse for coding, instruction following, and production apps
Deliberate o-series reasoner for hard math, coding, and multi-step analysis
Affordable GPT-4.1 lane for fast coding help and structured extraction
Fast o-series model for compact reasoning, coding, and tool use
Tiny GPT-4.1 option for classification, routing, and very high-volume tasks
Open GPT reasoning model for self-hosted agents and controllable deployments
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Muse Spark 1.3meta/muse-spark-1.3 | 1355.0 | 1.04858M | $1.25 | $4.25 | 2026-09-02 | |||
| Kimi K3moonshotai/kimi-k3 | 1334.0 | 1.04858M | $3 | $15 | 2026-07-16 | |||
| Kimi K3.1 Promoonshotai/kimi-k3.1-pro | 1328.0 | 1.04858M | $2 | $10 | 2026-10-23 | |||
| GPT-6.1 Solopenai/gpt-6.1-sol | 1320.0 | 1.05M | $2 | $10 | 2026-09-29 | |||
| Gemini 4 Argongoogle/gemini-4-argon | 1314.0 | 1.04858M | $2 | $10 | 2026-10-13 | |||
| Muse Spark 1.2meta/muse-spark-1.2 | 1311.0 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| DeepSeek V4.1 Flash 1017deepseek/deepseek-v4.1-flash-1017 | 1309.0 | 1M | $0.15 | $0.6 | 2026-10-17 | |||
| Claude Opus 5anthropic/claude-opus-5 | 1308.0 | 1M | $5 | $25 | 2026-07-24 | |||
| MiMo-V2.6-Proxiaomi/mimo-v2.6-pro | 1306.0 | 1.04858M | $0.435 | $0.87 | 2026-09-22 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1302.0 | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 1299.0 | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1299.0 | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Claude Fable 5anthropic/claude-fable-5 | 1294.0 | 1M | $10 | $50 | 2026-06-09 | |||
| Claude Sonnet 5anthropic/claude-sonnet-5 | 1273.0 | 1M | $2 | $10 | 2026-06-30 | |||
| Muse Spark 1.1meta/muse-spark-1.1 | 1269.0 | 1.04858M | $1.25 | $4.25 | 2026-04-08 | |||
| Kimi K2.6moonshotai/kimi-k2.6 | 1267.0 | 262.144K | $0.95 | $4 | 2026-04-20 | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1266.0 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| MiMo-V2.5-Proxiaomi/mimo-v2.5-pro | 1265.0 | 1.04858M | $0.435 | $0.87 | 2026-04-22 | |||
| MiMo-V2.5xiaomi/mimo-v2.5 | 1264.0 | 1.04858M | $0.14 | $0.28 | 2026-04-22 | |||
| Kimi K2.7 Codemoonshotai/kimi-k2.7-code | 1262.0 | 262.144K | $0.95 | $4 | 2026-06-12 | |||
| GPT-5.5openai/gpt-5.5 | 1255.0 | 1.05M | $5 | $30 | 2026-04-23 | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1251.0 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Kimi K2.5moonshotai/kimi-k2.5 | 1248.0 | 262.144K | $0.375 | $2 | 2026-01-27 | |||
| DeepSeek V4 Prodeepseek/deepseek-v4-pro | 1234.0 | 1M | $0.66 | $1.98 | 2026-04-24 | |||
| Inklingthinkingmachines/inkling | 1223.0 | 1.04858M | $1.87 | $4.68 | 2026-07-15 | |||
| GPT-5.4openai/gpt-5.4 | 1218.0 | 1.05M | $2.5 | $15 | 2026-03-05 | |||
| DeepSeek V4 Flashdeepseek/deepseek-v4-flash | 1206.0 | 1M | $0.15 | $0.6 | 2026-04-24 | |||
| Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | 1196.0 | 1.04858M | $0.5 | $3 | 2025-12-17 | |||
| Step 3.7 Flashstepfun/step-3.7-flash | 1195.0 | 256K | $0.202 | $1.211 | 2026-05-29 | |||
| GPT-5.2openai/gpt-5.2 | 1193.0 | 400K | $1.75 | $14 | 2025-12-11 | |||
| GPT-5.1openai/gpt-5.1 | 1185.0 | 400K | $1.25 | $10 | 2025-11-13 | |||
| GPT-5openai/gpt-5 | 1184.0 | 400K | $1.25 | $10 | 2025-08-07 | |||
| Hy3tencent/hy3 | 1180.0 | 256K | $0.066 | $0.26 | 2026-07-06 | |||
| DeepSeek V3.2deepseek/deepseek-v3.2 | 1173.0 | 128K | $0.209 | $0.31 | 2025-12-01 | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 1165.0 | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| GPT-5.3 Codexopenai/gpt-5.3-codex | 1161.0 | 400K | $1.75 | $14 | 2026-02-05 | |||
| GPT-5.1 Codexopenai/gpt-5.1-codex | 1160.0 | 400K | $1.07 | $8.5 | 2025-11-13 | |||
| Muse Glimmer 30Bmeta/muse-glimmer-30b | 1147.0 | 131.072K | $0.2 | $0.8 | 2026-08-10 | |||
| Nemotron 3 Ultra 550B A55Bnvidia/nemotron-3-ultra-550b-a55b | 1144.0 | 1M | $0.1 | $0.1 | 2026-06-04 | |||
| GPT-5 Miniopenai/gpt-5-mini | 1125.0 | 400K | $0.25 | $2 | 2025-08-07 | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 1113.0 | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Kimi K2 Thinkingmoonshotai/kimi-k2-thinking | 1113.0 | 262.144K | $0.4 | $2.5 | 2025-11-06 | |||
| GPT-5.1 Codex miniopenai/gpt-5.1-codex-mini | 1109.0 | 400K | $0.22 | $1.8 | 2025-11-13 | |||
| GPT-5 Nanoopenai/gpt-5-nano | 1101.0 | 400K | $0.05 | $0.4 | 2025-08-07 | |||
| GPT-4.1openai/gpt-4.1 | 1037.0 | 1.04758M | $2 | $8 | 2025-04-14 | |||
| o3openai/o3 | 1036.0 | 200K | $2 | $8 | 2025-04-16 | |||
| GPT-4.1 miniopenai/gpt-4.1-mini | 997.0 | 1.04758M | $0.4 | $1.6 | 2025-04-14 | |||
| o4-miniopenai/o4-mini | 985.0 | 200K | $1.1 | $4.4 | 2025-04-16 | |||
| GPT-4.1 nanoopenai/gpt-4.1-nano | 971.0 | 1.04758M | $0.1 | $0.4 | 2025-04-14 | |||
| GPT OSS 120Bopenai/gpt-oss-120b | 966.0 | 131.072K | $0.03 | $0.17 | 2025-08-05 |