AutomationBench 1.0.6 2.6% zapier.com for Kimi K2.6 on AutomationBench 1.0.6 (opens in a new tab) Archived copy (opens in a new tab) Task pass rate Reported October 7, 2026 Benchmark leaderboard Zapier Independent Zapier AutomationBench Team Record for Kimi K2.6 on AutomationBench 1.0.6 BabyVision Original Reported as: thinking 39.8% huggingface.co for Kimi K2.6 (thinking) on BabyVision Original (opens in a new tab) Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on BabyVision Original BrowseComp Reported as: thinking 83.2% huggingface.co for Kimi K2.6 (thinking) on BrowseComp BrowseComp (opens in a new tab) BrowseComp Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on BrowseComp BrowseComp Chartography October 2026 leaderboard Reported as: Thinking on 12.2% surgehq.ai for Kimi K2.6 (Thinking on) on Chartography October 2026 leaderboard (opens in a new tab) Archived copy (opens in a new tab) Chartography Pass@1 Reported October 7, 2026 Benchmark leaderboard Surge AI Independent Record for Kimi K2.6 on Chartography October 2026 leaderboard CharXiv Reasoning — No tools Reported as: thinking Configuration: No tools 80.4% huggingface.co for Kimi K2.6 (thinking) on CharXiv Reasoning — No tools (opens in a new tab) CharXiv Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on CharXiv Reasoning — No tools CharXiv Reasoning — Python enabled Reported as: thinking Configuration: With Python 86.7% huggingface.co for Kimi K2.6 (thinking) on CharXiv Reasoning — Python enabled (opens in a new tab) CharXiv Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on CharXiv Reasoning — Python enabled Finance Agent Benchmark 2 — October 2026 evaluation 44.9% vals.ai for Kimi K2.6 on Finance Agent Benchmark 2 — October 2026 evaluation (opens in a new tab) Archived copy (opens in a new tab) Finance Agent Accuracy Reported October 6, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Finance Agent Benchmark 2 — October 2026 evaluation GPQA Diamond Reported as: thinking 90.5% huggingface.co for Kimi K2.6 (thinking) on Graduate-Level Google-Proof Q&A Diamond (opens in a new tab) GPQA Diamond Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on Graduate-Level Google-Proof Q&A Diamond GPQA Diamond — Epoch AI harness Configuration: Epoch AI harness 90.8% epoch.ai for Kimi K2.6 on Graduate-Level Google-Proof Q&A Diamond — Epoch AI harness (opens in a new tab) Archived copy (opens in a new tab) GPQA Diamond Accuracy Reported October 7, 2026 Evaluated May 1, 2026 at 5:25 PM UTC Benchmark leaderboard Epoch AI Independent Record for Kimi K2.6 on Graduate-Level Google-Proof Q&A Diamond — Epoch AI harness GPQA Diamond — Vals AI harness Configuration: Vals AI harness: mean of zero-shot and few-shot CoT 89.1% vals.ai for Kimi K2.6 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness (opens in a new tab) Archived copy (opens in a new tab) GPQA Diamond Accuracy Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness HLAB October 2026 evaluation 1.7% vals.ai for Kimi K2.6 on Harvey's Legal Agent Benchmark October 2026 evaluation (opens in a new tab) Archived copy (opens in a new tab) HLAB Task Pass Rate Reported October 6, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Harvey's Legal Agent Benchmark October 2026 evaluation Humanity's Last Exam Full set — No tools Reported as: thinking Configuration: No tools 34.7% huggingface.co for Kimi K2.6 (thinking) on Humanity's Last Exam Full set — No tools (opens in a new tab) Humanity's Last Exam Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on Humanity's Last Exam Full set — No tools Humanity's Last Exam Full set — With tools Reported as: thinking Configuration: With tools 54.0% huggingface.co for Kimi K2.6 (thinking) on Humanity's Last Exam Full set — With tools (opens in a new tab) Humanity's Last Exam Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on Humanity's Last Exam Full set — With tools MATH-Vision Original Reported as: thinking 87.4% huggingface.co for Kimi K2.6 (thinking) on MATH-Vision Original (opens in a new tab) Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on MATH-Vision Original MMLU-Pro Original — Vals AI harness Configuration: Vals AI harness 87.6% vals.ai for Kimi K2.6 on MMLU-Pro Original — Vals AI harness (opens in a new tab) Archived copy (opens in a new tab) Accuracy Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on MMLU-Pro Original — Vals AI harness MMMU-Pro No tools Reported as: thinking Configuration: No tools 79.4% huggingface.co for Kimi K2.6 (thinking) on MMMU-Pro No tools (opens in a new tab) MMMU-Pro accuracy Setting: Not stated Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on MMMU-Pro No tools MMMU-Pro Vals AI harness Configuration: Vals AI harness 86.3% vals.ai for Kimi K2.6 on MMMU-Pro Vals AI harness (opens in a new tab) Archived copy (opens in a new tab) MMMU-Pro accuracy Setting: Standard (4 options) Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on MMMU-Pro Vals AI harness MMMU-Pro With Python Reported as: thinking Configuration: With Python 80.1% huggingface.co for Kimi K2.6 (thinking) on MMMU-Pro With Python (opens in a new tab) MMMU-Pro accuracy Setting: Not stated Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on MMMU-Pro With Python OSWorld Verified Reported as: thinking 73.1% huggingface.co for Kimi K2.6 (thinking) on OSWorld Verified (opens in a new tab) OSWorld-Verified success rate Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on OSWorld Verified Riemann-bench October 2026 leaderboard Reported as: Thinking on 7.2% surgehq.ai for Kimi K2.6 (Thinking on) on Riemann-bench October 2026 leaderboard (opens in a new tab) Archived copy (opens in a new tab) Riemann-bench Pass@1 Reported October 7, 2026 Benchmark leaderboard Surge AI Independent Record for Kimi K2.6 on Riemann-bench October 2026 leaderboard SciCode Original Reported as: thinking 52.2% huggingface.co for Kimi K2.6 (thinking) on SciCode Original (opens in a new tab) Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on SciCode Original SimpleQA Verified Original — Epoch AI harness Configuration: Epoch AI harness 34.9% epoch.ai for Kimi K2.6 on SimpleQA Verified Original — Epoch AI harness (opens in a new tab) Archived copy (opens in a new tab) Accuracy Reported October 7, 2026 Evaluated August 10, 2026 at 9:35 PM UTC Benchmark leaderboard Epoch AI Independent Record for Kimi K2.6 on SimpleQA Verified Original — Epoch AI harness SWE-bench Multilingual Reported as: thinking 76.7% huggingface.co for Kimi K2.6 (thinking) on SWE-bench Multilingual (opens in a new tab) Resolved Tasks Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on SWE-bench Multilingual SWE-bench Verified Reported as: thinking 80.2% huggingface.co for Kimi K2.6 (thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on SWE-bench Verified SWE-bench Verified — Epoch AI harness Configuration: Epoch AI harness 76.7% epoch.ai for Kimi K2.6 on SWE-bench Verified — Epoch AI harness (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported October 7, 2026 Evaluated May 8, 2026 at 10:21 AM UTC Benchmark leaderboard Epoch AI Independent Record for Kimi K2.6 on SWE-bench Verified — Epoch AI harness SWE-bench Verified — Vals AI mini-swe-agent Configuration: mini-swe-agent harness 76.2% vals.ai for Kimi K2.6 on SWE-bench Verified — Vals AI mini-swe-agent (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported September 1, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on SWE-bench Verified — Vals AI mini-swe-agent SWE-bench Pro Public Reported as: thinking 58.6% huggingface.co for Kimi K2.6 (thinking) on SWE-bench Pro Public (opens in a new tab) Public tasks resolved Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on SWE-bench Pro Public Terminal-Bench 2.0 Reported as: thinking 66.7% huggingface.co for Kimi K2.6 (thinking) on Terminal-Bench 2.0 (opens in a new tab) Terminal-Bench Accuracy Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on Terminal-Bench 2.0 Terminal-Bench 2.0 — Vals AI Terminus 2 Configuration: Terminus-2 harness 57.3% vals.ai for Kimi K2.6 on Terminal-Bench 2.0 — Vals AI Terminus 2 (opens in a new tab) Archived copy (opens in a new tab) Terminal-Bench Accuracy Reported June 4, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Terminal-Bench 2.0 — Vals AI Terminus 2 Terminal-Bench 2.1 — Vals AI Terminus 2 Configuration: Terminus-2 harness 53.6% vals.ai for Kimi K2.6 on Terminal-Bench 2.1 — Vals AI Terminus 2 (opens in a new tab) Archived copy (opens in a new tab) Terminal-Bench Accuracy Reported September 28, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Terminal-Bench 2.1 — Vals AI Terminus 2 Toolathlon Original Reported as: thinking 50.0% huggingface.co for Kimi K2.6 (thinking) on Toolathlon Original (opens in a new tab) Tasks completed Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on Toolathlon Original Toolathlon Verified 58.0% toolathlon.xyz for Kimi K2.6 on Toolathlon Verified (opens in a new tab) Archived copy (opens in a new tab) Tasks completed Reported July 15, 2026 Benchmark leaderboard Toolathlon Independent Toolathlon Authors Record for Kimi K2.6 on Toolathlon Verified Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation Configuration: OpenHands harness 37.9% vals.ai for Kimi K2.6 on Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation (opens in a new tab) Archived copy (opens in a new tab) Vibe Code Bench Score Reported October 6, 2026 Benchmark leaderboard Vals AI Independent Record for Kimi K2.6 on Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation