Kimi K3.1 Pro
Kimi K3.1 Pro: Moonshot's newest open model and the first of the K3.1 series, post-trained from Kimi K3 and served from the official Kimi-K3.1-Pro open weights.
- Price per 1M tokens
- $2.00 in$10.00 out
- $0.20 cache read
- Context
- 1M
- 128K max output
- Vision
- Tool calling
- Reasoning optional, default max
How it ranks
Against every model we serve, best first. Starred scores are reported by the publisher on its model card; the rest are independent measurements. About the scores
- DeepSeek V4.1 Flash45
- GLM 5.345
- Kimi K344
Not published: Kimi K3.1 Pro.
- DeepSeek V4.1 Flash77%* reported by the publisher
- GLM 5.369%
- Kimi K368.5%
Not published: Kimi K3.1 Pro.
- DeepSeek V4.1 Flash90.6%* reported by the publisher† measured before the 1017 update
- Kimi K385%
- GLM 5.383.9%
† DeepSeek V4.1 Flash: measured on its previous weights, before the 1017 update. No 2.1 score yet for 1017; on Terminal-Bench 4.0 the update took it from 26.8% to 33.8% (Artificial Analysis).
Not published: Kimi K3.1 Pro.
Pricing
- Input
- $2.00 per 1M tokens
- Output
- $10.00 per 1M tokens
- Cache read
- $0.20 per 1M tokens
Specs
- Context window
- 1M tokens
- Max output
- 128K tokens
- Vision
- Yes
- Tool calling
- Yes
- Reasoning
- Adjustable (none, low, high, max)
- Default effort
- max
- Weights
- On Hugging Face
- In production since
- November 6, 2026
Quickstart
Pick your tool; the command already carries this model's id. More tools (Pi, Copilot, Zed, omp) in the setup guides.
OpenCode
Built inLaunch OpenCode on this model with the umans CLI. Umans AI is also built into OpenCode: run /connect and pick it.
curl -fsSL https://api.code.umans.ai/cli/install.sh | bash # once
umans opencode --model umans-kimi-k3.1-proOr consider
- DeepSeek V4.1 Flash$0.15 in · $0.60 out per 1MBest for fast agentic coding at a low price.DeepSWE 77%* reported by the publisher
- GLM 5.3$1.40 in · $4.40 out per 1MBest for complex, long-horizon coding.DeepSWE 69%
- Kimi K3$3.00 in · $15.00 out per 1MSwitch to Kimi K3.1 Pro before it retires.DeepSWE 68.5%