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.
Strongest Claude Opus model for coding, agents, and professional work
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
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
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
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
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.
Small GPT-5 for responsive agents, coding help, and everyday automation
Coding-optimized GPT model for repository edits, reviews, and agentic software work
Tiny GPT-5 lane for routing, extraction, classification, and bulk jobs
Low-latency Gemini model for high-volume multimodal and agent workloads
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
Omni-era GPT for multimodal chat, practical coding, and general assistants
| 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 | |||
| Claude Opus 5anthropic/claude-opus-5 | 1308.0 | 1M | $5 | $25 | 2026-07-24 | |||
| 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 | |||
| 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 | |||
| 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 | |||
| 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 | |||
| 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 | |||
| GPT-5 Miniopenai/gpt-5-mini | 1125.0 | 400K | $0.25 | $2 | 2025-08-07 | |||
| 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 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1081.0 | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| 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-4oopenai/gpt-4o | 831.0 | 128K | $2.5 | $10 | 2024-05-13 |