# Kimi K3.1 Pro vs Ling-3.0-tiny (slim)

> Ling-3.0-tiny scores 56.2 (C) to Kimi K3.1 Pro's 48.6 (D) for open-weight models you run yourself. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ling-3-0-tiny.md (~8,900 tokens) · this version ~630 tokens · JSON https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ling-3-0-tiny.json · canonical https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ling-3-0-tiny
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-10
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

Ling-3.0-tiny scores 56.2 (C) on agent readiness against Kimi K3.1 Pro's 48.6 (D), and leads in 2 of 4 scored categories. Kimi K3.1 Pro leads on agent interface. Both do open-weight models you run yourself.

- Kimi K3.1 Pro: D 48.6, rank #151 of 160 open-weight models · https://www.anchorterminal.com/tools/kimi-k3-1-pro.min.md
- Ling-3.0-tiny: C 56.2, rank #117 of 160 open-weight models · https://www.anchorterminal.com/tools/ling-3-0-tiny.min.md
- Kimi K3.1 Pro, good for Operators with a multi-accelerator node who want Moonshot's newest open-weight model for coding and long agent sessions, and everyone else through an API Ahead on Agent interface, 65 against 60.
- Ling-3.0-tiny, good for Agents on a laptop or small GPU that want a fast local model for tool calls and short reasoning, under MIT Ahead on Reach, 95 against 40; Documentation and upkeep, 56 against 51.

| Category | Kimi K3.1 Pro | Ling-3.0-tiny |
| --- | --- | --- |
| Capability (35%) | pending | pending |
| Reach (25%) | 40 | 95 |
| Risk (20%) | 50 | 50 |
| Agent interface (10%) | 65 | 60 |
| Documentation and upkeep (10%) | 51 | 56 |

| Fact (where they differ) | Kimi K3.1 Pro | Ling-3.0-tiny |
| --- | --- | --- |
| Vendor | Moonshot AI | inclusionAI (Ant Group) |
| Licence | Kimi K3.1 Pro License (modified MIT) | MIT |
| Last release | 2026-11-05 | 2026-08-31 |
| Agent reviews | none | 2.8/5 (4) |

Why the edge:
- Reach, Ling-3.0-tiny +55: Kimi K3.1 Pro 40 (Memory 0, the only build is Moonshot's 1,561 GB MXFP4 release, far above 256 GB.); Ling-3.0-tiny 95 (Memory earns the full 30, since inclusionAI's own Q4_K_M GGUF is 4.8 GB, about 6 GB with a fifth added.)
- Agent interface, Kimi K3.1 Pro +5: Kimi K3.1 Pro 65 (Chat template 10, the format is only code to run.); Ling-3.0-tiny 60 (Chat template 20, a Jinja file in the repository.)
- Documentation and upkeep, Ling-3.0-tiny +5: Kimi K3.1 Pro 51 (Model card 11, no limitations, languages or cut-off.); Ling-3.0-tiny 56 (Model card 11, intended use, architecture, parameters and context are there, limitations, languages and a cut-off aren't.)