AutomationBench 1.0.6 Effort: High 0.5% zapier.com for MiniMax M2.7 (high) 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 MiniMax M2.7 on AutomationBench 1.0.6 BrowseComp 130-question subset — Mercor web research agent Effort: High Configuration: Mercor web research agent, 100 steps, 3 hours 38.3% mercor.com for MiniMax M2.7 (high) on BrowseComp 130-question subset — Mercor web research agent (opens in a new tab) Archived copy (opens in a new tab) BrowseComp Accuracy Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on BrowseComp 130-question subset — Mercor web research agent DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps Effort: High Configuration: Mercor mini-swe-agent, 500 steps, 2 hours 0.0% mercor.com for MiniMax M2.7 (high) on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps (opens in a new tab) Archived copy (opens in a new tab) DeepSWE Pass@1 Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps Finance Agent Benchmark 2 — October 2026 evaluation 27.9% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Finance Agent Benchmark 2 — October 2026 evaluation GPQA Diamond — Mercor single-shot Effort: High Configuration: Mercor single-shot agent 86.0% mercor.com for MiniMax M2.7 (high) on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot (opens in a new tab) Archived copy (opens in a new tab) GPQA Diamond Accuracy Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot GPQA Diamond — Vals AI harness Configuration: Vals AI harness: mean of zero-shot and few-shot CoT 86.6% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness HLAB October 2026 evaluation 0.0% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Harvey's Legal Agent Benchmark October 2026 evaluation Humanity's Last Exam Text only — Mercor single-shot Effort: High Configuration: Mercor single-shot agent 27.1% mercor.com for MiniMax M2.7 (high) on Humanity's Last Exam Text only — Mercor single-shot (opens in a new tab) Archived copy (opens in a new tab) Humanity's Last Exam Accuracy Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on Humanity's Last Exam Text only — Mercor single-shot MMLU-Pro Original — Mercor single-shot Effort: High Configuration: Mercor single-shot agent 79.6% mercor.com for MiniMax M2.7 (high) on MMLU-Pro Original — Mercor single-shot (opens in a new tab) Archived copy (opens in a new tab) Accuracy Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on MMLU-Pro Original — Mercor single-shot MMLU-Pro Original — Vals AI harness Configuration: Vals AI harness 80.4% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on MMLU-Pro Original — Vals AI harness SWE-bench Multilingual 76.5% minimax.io for MiniMax M2.7 on SWE-bench Multilingual (opens in a new tab) Resolved Tasks Reported March 18, 2026 Launch post MiniMax Self-reported Record for MiniMax M2.7 on SWE-bench Multilingual SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps Effort: High Configuration: Mercor mini-swe-agent, 1000 steps, 3 hours 60.8% mercor.com for MiniMax M2.7 (high) on SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps SWE-bench Verified — Mercor mini-swe-agent, 1000 steps Effort: High Configuration: Mercor mini-swe-agent, 1000 steps, 3 hours 75.3% mercor.com for MiniMax M2.7 (high) on SWE-bench Verified — Mercor mini-swe-agent, 1000 steps (opens in a new tab) Archived copy (opens in a new tab) Resolved Tasks Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on SWE-bench Verified — Mercor mini-swe-agent, 1000 steps SWE-bench Verified — Vals AI mini-swe-agent Configuration: mini-swe-agent harness 73.8% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on SWE-bench Verified — Vals AI mini-swe-agent SWE-bench Pro Public 56.2% minimax.io for MiniMax M2.7 on SWE-bench Pro Public (opens in a new tab) Public tasks resolved Reported March 18, 2026 Launch post MiniMax Self-reported Record for MiniMax M2.7 on SWE-bench Pro Public Terminal-Bench 2.0 57.0% minimax.io for MiniMax M2.7 on Terminal-Bench 2.0 (opens in a new tab) Terminal-Bench Accuracy Reported March 18, 2026 Launch post MiniMax Self-reported Record for MiniMax M2.7 on Terminal-Bench 2.0 Terminal-Bench 2.0 — Vals AI Terminus 2 Configuration: Terminus-2 harness 47.2% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Terminal-Bench 2.0 — Vals AI Terminus 2 Terminal-Bench 2.1 — Mercor Terminus 2 Effort: High Configuration: Mercor Terminus 2, 1000 steps, 3 hours 54.3% mercor.com for MiniMax M2.7 (high) on Terminal-Bench 2.1 — Mercor Terminus 2 (opens in a new tab) Archived copy (opens in a new tab) Terminal-Bench Accuracy Reported October 7, 2026 Benchmark leaderboard Mercor Independent Record for MiniMax M2.7 on Terminal-Bench 2.1 — Mercor Terminus 2 Terminal-Bench 2.1 — Vals AI Terminus 2 Configuration: Terminus-2 harness 48.7% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Terminal-Bench 2.1 — Vals AI Terminus 2 Toolathlon Verified 47.5% toolathlon.xyz for MiniMax M2.7 on Toolathlon Verified (opens in a new tab) Archived copy (opens in a new tab) Tasks completed Reported July 30, 2026 Benchmark leaderboard Toolathlon Independent Toolathlon Authors Record for MiniMax M2.7 on Toolathlon Verified Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation Configuration: OpenHands harness 11.9% vals.ai for MiniMax M2.7 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 MiniMax M2.7 on Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation