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Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. GPT-5.1 Codex (Mini)OpenAIRemove
  2. Muse Spark 1.3MetaRemove
gpt-5.1-codex-mini vs muse-spark-1.3
AttributeGPT-5.1 Codex (Mini)gpt-5.1-codex-miniMuse Spark 1.3muse-spark-1.3
Pricing
Input$0.125 / 1M$1.25 / 1M
Output$1.00 / 1M$4.25 / 1M
Cache Write (5m)$0.125 / 1M$1.25 / 1M
Cache Write (1h)$0.125 / 1M$1.25 / 1M
Cache Read$0.125 / 1M$1.25 / 1M
Web Search$0 / 1M$0 / 1M
Context
Max context400K1M
Max outputN/AN/A
Capabilities
VisionYesYes
Function CallingYesYes
JSON ModeYesYes
StreamingYesYes
Catalogue
ProviderOpenAIMeta
Categorychatchat
Charge typePay As You GoPay As You Go
Released
Description
SummaryGPT-5.1 Codex is a coding-focused version of GPT-5.1 designed for both interactive development and long autonomous engineering tasks. It can build projects, add features, debug, refactor, and review code with higher steerability and cleaner outputs than GPT-5.1. It integrates with developer tools (CLI, IDEs, GitHub, cloud), supports adjustable reasoning effort, handles images/screenshots for UI work, and uses tools for search and environment setup — making it purpose-built for agentic coding workflows.Muse Spark 1.3 is Meta's multimodal reasoning model designed for long-running agentic, multi-agent, and coding workflows. It maintains context and information across extended tasks, enabling reliable execution in complex, multi-step environments. The model is optimized to resolve conflicting information, seek clarification or confirmation when necessary, and execute concisely, making it well suited for autonomous agents, collaborative multi-agent systems, and long-horizon software engineering workflows.