MiniMax M2.7
minimax/minimax-m2.7-20260318
MiniMax M2.7, offered by Minimax, processes text input and generates text output with a context length of up to 204 800 tokens. It is priced at $0.25 per million input tokens and $1 per million output tokens, supports tool usage and reasoning, and has open weights. The model was released on 2026-03-18.
- tool use
- structured outputs
- reasoning
- open-weight
At a glance
Specifications
What the API gives you
- Context window
- 205K tokens
- Max output
- 131K tokens
- Input price
- $0.30 / 1M tokens
- Output price
- $1.20 / 1M tokens
- Cache read
- $0.060 / 1M tokens
- Modalities
- text → text
- Knowledge cutoff
- —
- Released
- Mar 18, 2026
Measured evidence
Public benchmark record
- Design Arena Coding
- 1265 Elo2026-07-28
- Design Arena Coding
- 1265 Elo2026-07-27
- Design Arena Coding
- 1265 Elo2026-07-30
- Design Arena Coding
- 1265 Elo2026-07-29
- Design Arena Coding
- 1264 Elo2026-07-31
- Design Arena Coding
- 1264 Elo2026-08-02
- Design Arena Coding
- 1263 Elo2026-08-05
- Design Arena Coding
- 1264 Elo2026-08-01
- Design Arena Coding
- 1262 Elo2026-08-09
- Design Arena Coding
- 1263 Elo2026-08-03
- Design Arena Coding
- 1263 Elo2026-08-04
- Design Arena Coding
- 1259 Elo2026-08-14
- Design Arena Coding
- 1263 Elo2026-08-06
- Design Arena Coding
- 1262 Elo2026-08-10
- Design Arena Coding
- 1263 Elo2026-08-07
- Design Arena Coding
- 1254 Elo2026-08-18
- Design Arena Coding
- 1262 Elo2026-08-08
- Design Arena Coding
- 1254 Elo2026-08-15
- Design Arena Coding
- 1262 Elo2026-08-11
- Design Arena Coding
- 1261 Elo2026-08-12
- Design Arena Coding
- 1260 Elo2026-08-13
- Design Arena Coding
- 1253 Elo2026-08-19
- Design Arena Coding
- 1259 Elo2026-08-27
- Design Arena Coding
- 1259 Elo2026-08-21
- Design Arena Coding
- 1253 Elo2026-08-20
- Design Arena Coding
- 1254 Elo2026-08-16
- Design Arena Coding
- 1251 Elo2026-09-05
- Design Arena Coding
- 1254 Elo2026-08-17
- Design Arena Coding
- 1259 Elo2026-08-22
- Design Arena Coding
- 1259 Elo2026-08-23
- Design Arena Coding
- 1259 Elo2026-08-28
- Design Arena Coding
- 1259 Elo2026-08-24
- Design Arena Coding
- 1259 Elo2026-08-25
- Design Arena Coding
- 1259 Elo2026-08-26
- Design Arena Coding
- 1251 Elo2026-09-06
- Design Arena Coding
- 1259 Elo2026-08-29
- Design Arena Coding
- 1258 Elo2026-08-30
- Design Arena Coding
- 1258 Elo2026-08-31
- Design Arena Coding
- 1258 Elo2026-09-01
- Design Arena Coding
- 1257 Elo2026-09-02
- Design Arena Coding
- 1255 Elo2026-09-03
- Design Arena Coding
- 1254 Elo2026-09-04
- Design Arena UI
- 1246 Elo2026-07-28
- Design Arena UI
- 1247 Elo2026-07-27
- Design Arena UI
- 1247 Elo2026-07-30
- Design Arena UI
- 1247 Elo2026-07-29
- Design Arena UI
- 1247 Elo2026-07-31
- Design Arena UI
- 1246 Elo2026-08-02
- Design Arena UI
- 1246 Elo2026-08-01
- Design Arena UI
- 1247 Elo2026-08-05
- Design Arena UI
- 1244 Elo2026-08-09
- Design Arena UI
- 1246 Elo2026-08-03
- Design Arena UI
- 1246 Elo2026-08-04
- Design Arena UI
- 1242 Elo2026-08-14
- Design Arena UI
- 1247 Elo2026-08-06
- Design Arena UI
- 1246 Elo2026-08-07
- Design Arena UI
- 1244 Elo2026-08-10
- Design Arena UI
- 1244 Elo2026-08-08
- Design Arena UI
- 1239 Elo2026-08-18
- Design Arena UI
- 1244 Elo2026-08-11
- Design Arena UI
- 1240 Elo2026-08-15
- Design Arena UI
- 1244 Elo2026-08-12
- Design Arena UI
- 1245 Elo2026-08-13
- Design Arena UI
- 1239 Elo2026-08-19
- Design Arena UI
- 1240 Elo2026-08-16
- Design Arena UI
- 1239 Elo2026-08-20
- Design Arena UI
- 1236 Elo2026-08-27
- Design Arena UI
- 1239 Elo2026-08-17
- Design Arena UI
- 1233 Elo2026-09-05
- Design Arena UI
- 1237 Elo2026-08-21
- Design Arena UI
- 1237 Elo2026-08-22
- Design Arena UI
- 1237 Elo2026-08-23
- Design Arena UI
- 1236 Elo2026-08-24
- Design Arena UI
- 1236 Elo2026-08-28
- Design Arena UI
- 1237 Elo2026-08-25
- Design Arena UI
- 1237 Elo2026-08-26
- Design Arena UI
- 1234 Elo2026-09-06
- Design Arena UI
- 1236 Elo2026-08-29
- Design Arena UI
- 1236 Elo2026-08-30
- Design Arena UI
- 1236 Elo2026-08-31
- Design Arena UI
- 1236 Elo2026-09-01
- Design Arena UI
- 1236 Elo2026-09-02
- Design Arena UI
- 1234 Elo2026-09-03
- Design Arena UI
- 1232 Elo2026-09-04
- Design Arena Website
- 1272 Elo2026-07-28
- Design Arena Website
- 1271 Elo2026-07-30
- Design Arena Website
- 1271 Elo2026-07-27
- Design Arena Website
- 1271 Elo2026-07-29
- Design Arena Website
- 1270 Elo2026-07-31
- Design Arena Website
- 1269 Elo2026-08-02
- Design Arena Website
- 1270 Elo2026-08-01
- Design Arena Website
- 1269 Elo2026-08-05
- Design Arena Website
- 1270 Elo2026-08-03
- Design Arena Website
- 1268 Elo2026-08-09
- Design Arena Website
- 1270 Elo2026-08-04
- Design Arena Website
- 1266 Elo2026-08-14
- Design Arena Website
- 1269 Elo2026-08-06
- Design Arena Website
- 1269 Elo2026-08-07
- Design Arena Website
- 1268 Elo2026-08-10
- Design Arena Website
- 1268 Elo2026-08-08
- Design Arena Website
- 1258 Elo2026-08-18
- Design Arena Website
- 1268 Elo2026-08-11
- Design Arena Website
- 1258 Elo2026-08-15
- Design Arena Website
- 1267 Elo2026-08-12
- Design Arena Website
- 1266 Elo2026-08-13
- Design Arena Website
- 1258 Elo2026-08-19
- Design Arena Website
- 1258 Elo2026-08-16
- Design Arena Website
- 1258 Elo2026-08-20
- Design Arena Website
- 1265 Elo2026-08-27
- Design Arena Website
- 1258 Elo2026-08-17
- Design Arena Website
- 1260 Elo2026-09-05
- Design Arena Website
- 1266 Elo2026-08-21
- Design Arena Website
- 1266 Elo2026-08-22
- Design Arena Website
- 1266 Elo2026-08-23
- Design Arena Website
- 1266 Elo2026-08-24
- Design Arena Website
- 1265 Elo2026-08-28
- Design Arena Website
- 1266 Elo2026-08-25
- Design Arena Website
- 1266 Elo2026-08-26
- Design Arena Website
- 1258 Elo2026-09-06
- Design Arena Website
- 1265 Elo2026-08-29
- Design Arena Website
- 1265 Elo2026-08-30
- Design Arena Website
- 1265 Elo2026-08-31
- Design Arena Website
- 1265 Elo2026-09-01
- Design Arena Website
- 1263 Elo2026-09-02
- Design Arena Website
- 1261 Elo2026-09-03
- Design Arena Website
- 1260 Elo2026-09-04
- LMArena Agent
- -11.52026-07-13
- LMArena Agent
- -11.52026-07-20
- LMArena Agent
- -11.12026-07-27
- LMArena Agent
- -12.52026-07-21
- LMArena Agent
- -11.62026-07-28
- LMArena Agent
- -11.52026-08-03
- LMArena Agent
- -112026-08-12
- LMArena Agent
- -11.62026-08-06
- LMArena Agent
- -11.12026-08-11
- LMArena Agent
- -11.22026-08-13
- LMArena Agent
- -10.22026-08-24
- LMArena Agent
- -10.32026-08-31
- LMArena Agent
- -11.72026-09-05
- LMArena Agent
- -10.22026-08-27
- LMArena Creative Writing
- 1353 Elo2026-07-21
- LMArena Creative Writing
- 1353 Elo2026-07-27
- LMArena Creative Writing
- 1353 Elo2026-07-30
- LMArena Creative Writing
- 1354 Elo2026-08-02
- LMArena Creative Writing
- 1354 Elo2026-08-03
- LMArena Creative Writing
- 1353 Elo2026-08-06
- LMArena Creative Writing
- 1352 Elo2026-08-12
- LMArena Creative Writing
- 1353 Elo2026-08-21
- LMArena Creative Writing
- 1352 Elo2026-09-02
- LMArena Creative Writing
- 1353 Elo2026-08-27
- LMArena Creative Writing
- 1352 Elo2026-09-01
- LMArena Instruction Following
- 1406 Elo2026-07-27
- LMArena Instruction Following
- 1406 Elo2026-07-21
- LMArena Instruction Following
- 1406 Elo2026-07-30
- LMArena Instruction Following
- 1406 Elo2026-08-02
- LMArena Instruction Following
- 1406 Elo2026-08-03
- LMArena Instruction Following
- 1405 Elo2026-08-06
- LMArena Instruction Following
- 1405 Elo2026-08-12
- LMArena Instruction Following
- 1404 Elo2026-08-21
- LMArena Instruction Following
- 1404 Elo2026-09-02
- LMArena Instruction Following
- 1405 Elo2026-08-27
- LMArena Instruction Following
- 1404 Elo2026-09-01
- LMArena Long Query
- 1422 Elo2026-07-21
- LMArena Long Query
- 1421 Elo2026-07-27
- LMArena Long Query
- 1421 Elo2026-07-30
- LMArena Long Query
- 1419 Elo2026-08-06
- LMArena Long Query
- 1421 Elo2026-08-02
- LMArena Long Query
- 1421 Elo2026-08-03
- LMArena Long Query
- 1419 Elo2026-08-12
- LMArena Long Query
- 1420 Elo2026-08-21
- LMArena Long Query
- 1419 Elo2026-09-02
- LMArena Long Query
- 1420 Elo2026-08-27
- LMArena Long Query
- 1419 Elo2026-09-01
- LMArena Math
- 1420 Elo2026-07-21
- LMArena Math
- 1420 Elo2026-07-27
- LMArena Math
- 1420 Elo2026-07-30
- LMArena Math
- 1420 Elo2026-08-02
- LMArena Math
- 1420 Elo2026-08-03
- LMArena Math
- 1420 Elo2026-08-06
- LMArena Math
- 1420 Elo2026-08-12
- LMArena Math
- 1420 Elo2026-08-21
- LMArena Math
- 1420 Elo2026-09-01
- LMArena Math
- 1419 Elo2026-08-27
- LMArena Text
- 1417 Elo2026-07-21
- LMArena Text
- 1417 Elo2026-07-27
- LMArena Text
- 1417 Elo2026-07-30
- LMArena Text
- 1416 Elo2026-08-10
- LMArena Text
- 1417 Elo2026-08-02
- LMArena Text
- 1416 Elo2026-08-06
- LMArena Text
- 1417 Elo2026-08-03
- LMArena Text
- 1416 Elo2026-08-21
- LMArena Text
- 1416 Elo2026-08-12
- LMArena Text
- 1416 Elo2026-09-01
- LMArena Text
- 1415 Elo2026-09-02
- LMArena Text
- 1417 Elo2026-08-27
- LMArena WebDev
- 1395 Elo2026-07-16
- LMArena WebDev
- 1397 Elo2026-07-21
- LMArena WebDev
- 1396 Elo2026-07-20
- LMArena WebDev
- 1397 Elo2026-07-27
- LMArena WebDev
- 1398 Elo2026-07-24
- LMArena WebDev
- 1398 Elo2026-07-28
- LMArena WebDev
- 1398 Elo2026-07-30
- LMArena WebDev
- 1398 Elo2026-08-01
- LMArena WebDev
- 1398 Elo2026-07-31
- LMArena WebDev
- 1398 Elo2026-08-06
- LMArena WebDev
- 1398 Elo2026-08-02
- LMArena WebDev
- 1398 Elo2026-08-12
- LMArena WebDev
- 1398 Elo2026-08-10
- LMArena WebDev
- 1397 Elo2026-08-14
- LMArena WebDev
- 1399 Elo2026-09-01
- LMArena WebDev
- 1398 Elo2026-09-05
- LMArena WebDev
- 1398 Elo2026-08-21
- LMArena WebDev
- 1399 Elo2026-08-30
- SWE-rebench‡
- 51.9% ± 0.92026-03-01tools
LMArena data licensed CC-BY-4.0. Aider (Apache-2.0) and SWE-bench (MIT) are open. Design Arena uses blind human preference. ‡ Submitted scaffold plus model result. Compare the harness and effort settings, not only the model name.
Open-weight model on Hugging Face.
Task evidence
How broad is the support?
Each status is exact to this model version and the selected task. Official release claims remain provisional.
- Best LLM for Frontend & UIEstablished evidence
90% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Business WritingProvisional evidence
70% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Marketing CopyProvisional evidence
70% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Chat & RoleplayProvisional evidence
70% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Roleplay & CharacterProvisional evidence
70% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Creative WritingProvisional evidence
60% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for WritingProvisional evidence
60% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for CodingProvisional evidence
58% of intended weighted task evidence across 3 independent sources; broader independent confirmation is still missing from Aider Polyglot or LiveBench Coding. 8 of 8 configured evaluation feeds currently have results.
- Best LLM for Debugging & Code ReviewProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Aider Polyglot or LiveBench Coding. 6 of 6 configured evaluation feeds currently have results.
- Best LLM for a General AssistantProvisional evidence
55% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Reasoning. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Logic & Problem SolvingProvisional evidence
50% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Reasoning. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Hermes AgentProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for OpenHandsProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for GooseProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for OpenClawProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Code CompletionProvisional evidence
44% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Aider Polyglot or LiveBench Coding. 4 of 4 configured evaluation feeds currently have results.
- Best LLM for Competition MathProvisional evidence
40% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Mathematics or LiveBench Reasoning. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Math & ReasoningProvisional evidence
40% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Mathematics or LiveBench Reasoning. 5 of 5 configured evaluation feeds currently have results.
- Best Local LLM for CodingProvisional evidence
40% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Aider Polyglot or LiveBench Coding. 5 of 5 configured evaluation feeds currently have results.
- Best LLM for Autonomous AgentsProvisional evidence
37% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Frontier-Bench or LiveBench Agentic Coding. 7 of 7 configured evaluation feeds currently have results.
- Best Value LLMProvisional evidence
36% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or Route reliability. 3 of 4 configured evaluation feeds currently have results.
- Best Open-Weight LLM for Self-HostingProvisional evidence
33% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or Route reliability. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for Agentic CodingProvisional evidence
32% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Design Arena Full-stack or Design Arena Web-apps. 8 of 8 configured evaluation feeds currently have results.
- Best LLM for AI AgentsProvisional evidence
32% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or LiveBench Agentic Coding. 7 of 7 configured evaluation feeds currently have results.
- Best LLM for Fast SummariesProvisional evidence
29% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or Route reliability. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for Literary TranslationProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 4 of 5 configured evaluation feeds currently have results.
- Best Cheap LLM for High VolumeProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or Route reliability. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for Everyday TranslationProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 4 of 5 configured evaluation feeds currently have results.
- Cheapest Capable LLMProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or Route reliability. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for TranslationProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LiveBench Instruction Following or LiveBench Language. 4 of 5 configured evaluation feeds currently have results.
- Best LLM for Tool & Function CallingProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or LMArena Search. 4 of 5 configured evaluation feeds currently have results.
- Best LLM for Massive ContextProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LMArena Document or LongBench v2. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for Computer & Browser UseProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or OSWorld Verified. 4 of 4 configured evaluation feeds currently have results.
- Best LLM for Document SummarizationProvisional evidence
20% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from FACTS Grounding or LiveBench Instruction Following. 4 of 6 configured evaluation feeds currently have results.
- Best LLM for SummarizationProvisional evidence
20% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from FACTS Grounding or LiveBench Instruction Following. 4 of 6 configured evaluation feeds currently have results.
- Best LLM for RAG & Long ContextProvisional evidence
18% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from FACTS Grounding or LMArena Document. 4 of 6 configured evaluation feeds currently have results.
- Best LLM for JSON & Schema OutputProvisional evidence
17% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or LiveBench Data Analysis. 4 of 5 configured evaluation feeds currently have results.
- Best LLM for Structured Data ExtractionProvisional evidence
17% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or LiveBench Data Analysis. 4 of 5 configured evaluation feeds currently have results.
- Best LLM for High-Volume ExtractionProvisional evidence
13% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LiveBench Data Analysis or Route reliability. 2 of 4 configured evaluation feeds currently have results.
- Best LLM for OCR & DocumentsProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LMArena Document or LMArena Vision. 3 of 5 configured evaluation feeds currently have results.
- Best LLM for Image UnderstandingProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LiveBench Reasoning or LMArena Vision. 3 of 4 configured evaluation feeds currently have results.
- Best LLM for Vision & DocumentsProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LMArena Document or LMArena Vision. 3 of 5 configured evaluation feeds currently have results.
- Best LLM for Grounded RAGProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from CRAG or FACTS Grounding. 2 of 5 configured evaluation feeds currently have results.
- Best LLM for Charts & DiagramsProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LMArena Document or LMArena Vision. 3 of 5 configured evaluation feeds currently have results.
- Best LLM for Document ParsingProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from LMArena Document or LMArena Vision. 3 of 5 configured evaluation feeds currently have results.
Recommendation coverage
Where this model appears
Catalog data via OpenRouter and models.dev. Last checked within the past 6 hours.