modelgrep

Best LLMs for Tool Calling — MoonshotAI

Match · Updated August 2026

The best MoonshotAI model for tool calling is Kimi K2.6, completing 95.9% of Tau²-Bench's multi-turn tool-use tasks. Kimi K2.5 (95.9%) and Kimi K2 Thinking (93.0%) round out the top three.

95.9%τ²-Bench
44.2Intelligence
92 t/sSpeed
$0.589Input /M
262KContext
  1. 1moonshotai logo
    kimi-k2.6
    ReasoningToolsJSON+144.2 intel · $0.589/M · 92 t/s
    95.9%
    τ²-Bench
  2. 2moonshotai logo
    kimi-k2.5
    ReasoningToolsJSON+135.4 intel · $0.570/M · 49 t/s
    95.9%
    τ²-Bench
  3. 3moonshotai logo
    kimi-k2-thinking
    ReasoningToolsJSON32.7 intel · $0.600/M · 80 t/s
    93.0%
    τ²-Bench
  4. 4moonshotai logo
    kimi-k2.7-code
    ReasoningToolsJSON+141.9 intel · $0.730/M · 185 t/s
    90.1%
    τ²-Bench
  5. 5moonshotai logo
    kimi-k2-0905
    ToolsJSON23.5 intel · $0.600/M · 17 t/s
    73.4%
    τ²-Bench
  6. 6moonshotai logo
    kimi-k2
    Tools19.4 intel · $0.570/M · 27 t/s
    61.1%
    τ²-Bench
  7. 7moonshotai logo
    kimi-k3
    ReasoningToolsJSON+157.1 intel · $3.00/M · 60 t/s
    33.4%
    τ²-Bench

How this is ranked

AI models ranked by Tau²-Bench — multi-turn conversations where the model has to call the right tools, in the right order, against a real API to complete a customer task. This measures whether function calling actually works under pressure, which is a different question from whether a model supports the parameter at all.

Frequently asked

Which MoonshotAI model is best at tool calling?

The best MoonshotAI model for tool calling is Kimi K2.6, completing 95.9% of Tau²-Bench's multi-turn tool-use tasks. Kimi K2.5 (95.9%) and Kimi K2 Thinking (93.0%) round out the top three.

What's a good alternative to Kimi K2.6?

Kimi K2.5 (95.9%) is the closest alternative on this metric, followed by Kimi K2 Thinking (93.0%). See the full ranking above for the tradeoffs.

How many MoonshotAI models are there?

modelgrep tracks 7 MoonshotAI models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Kimi K3. 7 of them qualify for this ranking.

More MoonshotAI rankings

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