# Muse Spark 1.2 Contributor vs Kimi K3.1 Pro - AI Model Comparison

- Page: https://opencode.ai/data/compare/meta/muse-spark-1-2-contributor/moonshotai/kimi-k3-1-pro
- Updated: 2026-10-27T13:48:41.000Z

|  | Muse Spark 1.2 Contributor | Kimi K3.1 Pro |
| --- | --- | --- |
| Lab | Meta | Moonshot |
| Context window | 1M | 1M |
| Max output | 131K | 131K |
| Input modalities | text, image, video, pdf, audio | text, image, video |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Open weights | No | No |
| Release date | 2026-08-05 | 2026-10-23 |
| Input price per 1M tokens | $0.10 | $2.00 |
| Output price per 1M tokens | $0.20 | $10.00 |
| Cached input price per 1M tokens | $0.0020 | $0.20 |
| OpenCode tokens: past 2 months | 18T | 107B |
| Share of all tokens | 1.5% | 0.0% |
| Rank by tokens last week | #27 | #24 |
| Unique users | 218K | 18K |
| Weekly retention | 67.7% | - |

Model pages: [Muse Spark 1.2 Contributor](https://opencode.ai/data/meta/muse-spark-1-2-contributor.md), [Kimi K3.1 Pro](https://opencode.ai/data/moonshotai/kimi-k3-1-pro.md)

## Methodology

- Updates: Aggregated every hour. Days and weeks use UTC.
- Tokens: Input, output, reasoning, and cached tokens for each request.
- Users and sessions: Approximate counts of distinct users and OpenCode sessions.
- Cost: Session cost is the average cost per OpenCode session. Token prices are list prices from the OpenCode model catalog.
- Retention: The share of a model's users in one week who use it again the next week.
- Citation: Cite OpenCode Data (opencode.ai/data) with the update time shown at the top of the page.