MiniMax M2.7

MiniMax M2.7 is a non-reasoning model from MiniMax. 30 benchmarks count toward its score, in 6 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.52.9 ±4.5
CoverageShare of the index weight with results.85%
SpeedOutput tokens per second.56/s
Input / 1MUS dollars per 1M input tokens.$0.3
Output / 1MUS dollars per 1M output tokens.$1.2
ContextMaximum tokens in one request.205K
EloLMArena rating and rank.1405 (#138)

The index is a score out of 100. The ± range shows how much it can change.

69,169 votes. Elo shows what people prefer. It does not change the score.

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
51.5
CodingCode writing and repair.
53.5
ReasoningLogic problems and puzzles.
51.0
MultimodalTasks with images and text.
N/A
KnowledgeFacts and expert knowledge.
53.1
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
65.9
MathMath problems.
56.2

Results

30 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result as a score out of 100.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
AIMEMath91.0%56.216 Apr 2026Vals AI
Artificial Analysis GPQA DiamondKnowledge87.4%58.1Artificial Analysis
GPQA DiamondKnowledge87.0%58.6David Rein et al.
GPQA DiamondKnowledge86.6%58.21 Sept 2026Vals AI
τ²-Bench Tool-Agent-User EvaluationAgentic84.8%59.7Victor Barres et al.
MMLU-Pro first-party comparison snapshotKnowledge80.8%47.8Arcee AI
MMLU ProKnowledge80.4%47.21 Sept 2026Vals AI
AIME25 first-party comparison snapshotMath80.0%Arcee AI
LiveCodeBenchCoding79.9%57.01 Sept 2026Vals AI
Artificial Analysis Long Context ReasoningReasoning78.3%62.4Artificial Analysis
Artificial Analysis IFBenchInstruction75.7%65.9Artificial Analysis
SWE-bench Verified (mini-swe-agent-v2)Coding75.4%58.0Arcee AI
SWE-benchCoding73.8%56.71 Sept 2026Vals AI
React Native EvalsCoding71.4%47.6Callstack
MLE-Bench LiteAgentic66.6%MiniMax
MM-ClawBenchAgentic62.7%MiniMax
SWE-bench ProCoding56.2%58.3Xiang Deng et al.
VIBE-ProCoding55.6%MiniMax
Multi-SWE BenchCoding52.7%MiniMax
Artificial Analysis Coding IndexCoding52.6%56.0Artificial Analysis
SWE-RebenchCoding51.9%Nebius
Artificial Analysis SciCodeCoding50.1%62.4Artificial Analysis
Claw-EvalAgentic48.7%35.0Bowen Ye et al.
Terminal-Bench 2.1Agentic48.7%52.821 Sept 2026Vals AI
Terminal-Bench 2.0Agentic47.2%56.44 Jun 2026Vals AI
ToolathlonAgentic46.3%61.1OpenAI
Gert Labs Composite Game BenchmarkAgentic40.4%48.4Gert Labs
NL2RepoCoding39.8%56.1MiniMax
Artificial Analysis Humanity's Last ExamKnowledge29.6%56.7Artificial Analysis
Artificial Analysis Omniscience AccuracyKnowledge26.8%47.0Artificial Analysis
GDPval-AA normalizedAgentic24.9%54.7Artificial Analysis
Artificial Analysis Intelligence IndexKnowledge22.8%50.9Artificial Analysis
Artificial Analysis Agentic IndexAgentic16.8%50.9Artificial Analysis
Vibe Code Bench v1.1Coding11.9%47.1OpenHands21 Sept 2026Vals AI
APEX-Agents-AAAgentic10.6%49.5Artificial Analysis / Mercor
Code MigrationCoding8.7%50.521 Sept 2026Vals AI
IOI v1Coding4.9%42.79 Aug 2026Vals AI
Critical Physics TasksReasoning0.6%39.6Artificial Analysis
ProgramBenchCoding0.0%21 Sept 2026Vals AI
Agent Arena steerabilityAgentic-6.659.915 Sept 2026LMArena
Agent Arena task outcomeAgentic-18.047.015 Sept 2026LMArena
Agent Arena command recoveryAgentic-26.337.715 Sept 2026LMArena

30 benchmarks count, from 35 of 42 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsOpenRouter, collected directlyNo licence statedVals AI, collected directlyNo licence stated. Read from the public leaderboard and credited to Vals AILMArena, collected directlyCC BY 4.0 (lmarena-ai/leaderboard-dataset on Hugging Face)

Same level, lower price

Qwen3.8-Flash-Next66.4 · Freedots3-note Preview65.5 · FreeApodex 1.1 Mini59.1 · Free

More from MiniMax

MiniMax M356.9MiniMax M2.550.9MiniMax M2.150.0MiniMax 01UnrankedMiniMax 2.5Unranked