Claude Opus 4.7 vs MiMo-V2.6-Flash
Claude Opus 4.7 leads MiMo-V2.6-Flash on coding, 67.5 to 54.7 on the Vibe Coding Index, and MiMo-V2.6-Flash costs 89.3x less per output token ($0.28 vs $25.00 per million). Updated October 22, 2026; 53 benchmarks have a result for both.
Claude Opus 4.7 or MiMo-V2.6-Flash: which to pick
Pick Claude Opus 4.7 for coding: it scores 67.5 on the Vibe Coding Index against 54.7 for MiMo-V2.6-Flash.
Pick MiMo-V2.6-Flash for output tokens 89.3x cheaper ($0.28 vs $25.00 per million) and a larger context window (1.05M against 1M tokens).
- Shared results
- 53
- Claude Opus 4.7 only
- 50
- MiMo-V2.6-Flash only
- 13
- Like-for-like categories
- 7 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
Claude Opus 4.7
Claude Opus 4.7 scores 67.5 against 54.7.
4 and 3 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Opus 4.7
Claude Opus 4.7 leads, 40.7 against 37.9.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Claude Opus 4.7 has a AA Agentic Index result, 38.6.
Directional only
Reasoning
GPQA Diamond
No call
Only Claude Opus 4.7 has a GPQA Diamond result, 90.2%.
Directional only
Math
AIME
No call
Only Claude Opus 4.7 has a AIME result, 96.3%.
Directional only
Knowledge
MMLU Pro
No call
Only Claude Opus 4.7 has a MMLU Pro result, 89.9%.
Directional only
General
Vals Index
No call
Only MiMo-V2.6-Flash has a Vals Index result, 54.8%.
Directional only
Long documents
Listed context window
MiMo-V2.6-Flash
MiMo-V2.6-Flash takes 1.05M tokens against 1M.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
MiMo-V2.6-Flash
Claude Opus 4.7 $0.018, MiMo-V2.6-Flash $0.0003 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Claude Opus 4.7 has the number, $2.95.
Directional only
At a glance
- Coding index
- Claude Opus 4.7 67.5 from 4 benchmarks, MiMo-V2.6-Flash 54.7 from 3 benchmarks.
- Widest category
- Knowledge, 9.5 points apart on average over 5 shared benchmarks.
- Widest single gap
- LMArena Text: Japanese: Claude Opus 4.7 1474 against MiMo-V2.6-Flash 1359, 19.1 points apart on a 0 to 100 scale.
- Output price
- Claude Opus 4.7 $25.00 against MiMo-V2.6-Flash $0.28 per million output tokens, 89.3x apart.
- Context window
- Claude Opus 4.7 takes 1M tokens, MiMo-V2.6-Flash 1.05M.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Claude Opus 4.7 | Bars | MiMo-V2.6-Flash | Ties |
|---|---|---|---|---|
| Coding | 3 | 7 | ||
| Intelligence | 1 | 0 | ||
| Agentic work | 1 | 3 | ||
| Reasoning | 6 | 0 | ||
| Math | 2 | 1 | ||
| Knowledge | 5 | 0 | ||
| General | 23 | 1 | ||
| All shared boards | 41 | 12 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index37
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| LMArena WebDev | 1558 | 1634 | MiMo-V2.6-Flash |
| AA Coding Index | 73.6 | Not measured | Only Claude Opus 4.7 measured |
| LiveCodeBench (Vals AI) | 85.1% | Not measured | Only Claude Opus 4.7 measured |
| SWE-bench Verified (Vals AI) | 82.0% | Not measured | Only Claude Opus 4.7 measured |
| Terminal-Bench 4 (Vals AI) | Not measured | 24.2% | Only MiMo-V2.6-Flash measured |
| Vibe Code Bench (Vals AI) | 71.0% | 79.0% | MiMo-V2.6-Flash |
| Code migration (Vals AI) | 43.9% | 40.9% | Claude Opus 4.7 |
| ProgramBench (Vals AI) | 0.0% | 0.5% | MiMo-V2.6-Flash |
| IOI (Vals AI) | Not measured | 47.7% | Only MiMo-V2.6-Flash measured |
| Terminal-Bench 2.1 (Vals AI) | 68.5% | 76.4% | MiMo-V2.6-Flash |
| CyberBench (Vals AI) | Not measured | 75.4% | Only MiMo-V2.6-Flash measured |
| SciCode | Not measured | 51.3% | Only MiMo-V2.6-Flash measured |
| Terminal-Bench Hard (Artificial Analysis run) | 54.5% | Not measured | Only Claude Opus 4.7 measured |
| Terminal-Bench | 80.2% | Not measured | Only Claude Opus 4.7 measured |
| FrontierCode | 38.5% | Not measured | Only Claude Opus 4.7 measured |
| GSO-Bench | 44.1% | Not measured | Only Claude Opus 4.7 measured |
| WeirdML | 76.4% | Not measured | Only Claude Opus 4.7 measured |
| MirrorCode | 31.1% | Not measured | Only Claude Opus 4.7 measured |
| ALE-Bench | Not measured | 1244.2 | Only MiMo-V2.6-Flash measured |
| LMArena Text: coding | 1519 | 1499 | Claude Opus 4.7 |
| LMArena Text: software and IT | 1516 | 1497 | Claude Opus 4.7 |
| LMArena WebDev: React | 1560 | 1648 | MiMo-V2.6-Flash |
| LMArena WebDev: HTML | 1554 | 1641 | MiMo-V2.6-Flash |
| LMArena WebDev: from an image | 1577 | 1596 | MiMo-V2.6-Flash |
| Neither model has a result on the other 15 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| AA Intelligence Index | 40.7 | 37.9 | Claude Opus 4.7 |
| Epoch Capabilities Index | 156.8 | Not measured | Only Claude Opus 4.7 measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index13
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| AA Agentic Index | 38.6 | Not measured | Only Claude Opus 4.7 measured |
| SREBench (Vals AI) | Not measured | 4.2% | Only MiMo-V2.6-Flash measured |
| Finance Agent (Vals AI) | 51.5% | 56.3% | MiMo-V2.6-Flash |
| Tax Agent Bench (Vals AI) | 23.7% | 28.5% | MiMo-V2.6-Flash |
| Legal Research Bench (Vals AI) | 38.5% | 38.0% | Claude Opus 4.7 |
| Harvey's Legal Agent Benchmark (Vals AI) | Not measured | 13.3% | Only MiMo-V2.6-Flash measured |
| Excel Modeling Benchmark (Vals AI) | 63.7% | 65.5% | MiMo-V2.6-Flash |
| BioMysteryBench (Vals AI) | Not measured | 69.3% | Only MiMo-V2.6-Flash measured |
| Terminal-Bench-Science (Vals AI) | Not measured | 4.3% | Only MiMo-V2.6-Flash measured |
| Vals Science Index | Not measured | 31.7% | Only MiMo-V2.6-Flash measured |
| τ²-Bench Telecom | 88.6% | Not measured | Only Claude Opus 4.7 measured |
| APEX-Agents | 49.2% | Not measured | Only Claude Opus 4.7 measured |
| OSWorld 2.0 | 18.2% | Not measured | Only Claude Opus 4.7 measured |
| PostTrainBench | 28.6% | Not measured | Only Claude Opus 4.7 measured |
| Vending-Bench 2 | $10,937 | Not measured | Only Claude Opus 4.7 measured |
| LMArena Search | 1230 | Not measured | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 25 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index60
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| GPQA Diamond | 90.2% | Not measured | Only Claude Opus 4.7 measured |
| MysteryMechanism (Vals AI) | Not measured | 21.6% | Only MiMo-V2.6-Flash measured |
| MMMU Pro (Vals AI) | 85.5% | Not measured | Only Claude Opus 4.7 measured |
| GPQA Diamond (Artificial Analysis run) | 91.4% | Not measured | Only Claude Opus 4.7 measured |
| Humanity's Last Exam (Artificial Analysis run) | 42.3% | 35.1% | Claude Opus 4.7 |
| GPQA Diamond (Epoch AI run) | 90.2% | Not measured | Only Claude Opus 4.7 measured |
| ARC-AGI | 93.5% | Not measured | Only Claude Opus 4.7 measured |
| ARC-AGI-2 | 75.8% | Not measured | Only Claude Opus 4.7 measured |
| SimpleBench | 61.7% | Not measured | Only Claude Opus 4.7 measured |
| Chess puzzles | 41.0% | Not measured | Only Claude Opus 4.7 measured |
| Mystery game puzzles | 28.0% | Not measured | Only Claude Opus 4.7 measured |
| EBR-bench | 19.0% | Not measured | Only Claude Opus 4.7 measured |
| LMArena Text: hard prompts | 1506 | 1475 | Claude Opus 4.7 |
| LMArena Text: expert | 1521 | 1496 | Claude Opus 4.7 |
| LMArena Text: hard prompts in English | 1508 | 1493 | Claude Opus 4.7 |
| LMArena Vision: diagrams | 1336 | 1276 | Claude Opus 4.7 |
| LMArena Vision: homework | 1337 | 1283 | Claude Opus 4.7 |
| Kagi LLM Benchmark | 80.7% | Not measured | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 4 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index21
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| AIME | 96.3% | Not measured | Only Claude Opus 4.7 measured |
| OTIS Mock AIME | 97.8% | Not measured | Only Claude Opus 4.7 measured |
| FrontierMath, tiers 1 to 3 | 70.2% | Not measured | Only Claude Opus 4.7 measured |
| FrontierMath, tier 4 | 31.7% | Not measured | Only Claude Opus 4.7 measured |
| ProofBench | 54.0% | 63.0% | MiMo-V2.6-Flash |
| LMArena Text: math | 1498 | 1476 | Claude Opus 4.7 |
| LMArena Text: mathematical work | 1509 | 1478 | Claude Opus 4.7 |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index50
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| MMLU Pro | 89.9% | Not measured | Only Claude Opus 4.7 measured |
| LegalBench (Vals AI) | 85.3% | Not measured | Only Claude Opus 4.7 measured |
| CaseLaw (Vals AI) | 68.4% | Not measured | Only Claude Opus 4.7 measured |
| CorpFin (Vals AI) | 66.1% | Not measured | Only Claude Opus 4.7 measured |
| TaxEval (Vals AI) | 75.3% | Not measured | Only Claude Opus 4.7 measured |
| MortgageTax (Vals AI) | 70.3% | Not measured | Only Claude Opus 4.7 measured |
| MedCode (Vals AI) | 54.9% | 41.1% | Claude Opus 4.7 |
| SimpleQA Verified | 51.7% | Not measured | Only Claude Opus 4.7 measured |
| LMArena Text: science | 1508 | 1462 | Claude Opus 4.7 |
| LMArena Text: medicine and healthcare | 1495 | 1439 | Claude Opus 4.7 |
| LMArena Text: legal and government | 1504 | 1441 | Claude Opus 4.7 |
| LMArena Text: business and finance | 1490 | 1454 | Claude Opus 4.7 |
| FACTS Benchmark Suite | 45.5% | Not measured | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 5 boards here | |||
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| Neither model has a result on 9 boards here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index231
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| Vals Index | Not measured | 54.8% | Only MiMo-V2.6-Flash measured |
| Public Benefits Bench (Vals AI) | Not measured | 67.6% | Only MiMo-V2.6-Flash measured |
| SAGE (Vals AI) | 56.1% | 43.5% | Claude Opus 4.7 |
| MedScribe (Vals AI) | 83.0% | 85.3% | MiMo-V2.6-Flash |
| Vals Multimodal Index | 67.4% | Not measured | Only Claude Opus 4.7 measured |
| IFBench | 58.6% | Not measured | Only Claude Opus 4.7 measured |
| Long context reasoning (AA-LCR) | 78.7% | 74.3% | Claude Opus 4.7 |
| DTBench | 94.7% | Not measured | Only Claude Opus 4.7 measured |
| LMCA | 52.2% | Not measured | Only Claude Opus 4.7 measured |
| Furniture assembly | 33.3% | Not measured | Only Claude Opus 4.7 measured |
| ExploitBench | 26.5% | Not measured | Only Claude Opus 4.7 measured |
| LMArena Text | 1490 | 1453 | Claude Opus 4.7 |
| LMArena Text: instruction following | 1498 | 1452 | Claude Opus 4.7 |
| LMArena Text: creative writing | 1486 | 1403 | Claude Opus 4.7 |
| LMArena Vision | 1317 | 1256 | Claude Opus 4.7 |
| LMArena Text: English | 1496 | 1476 | Claude Opus 4.7 |
| LMArena Text: non-English | 1480 | 1431 | Claude Opus 4.7 |
| LMArena Text: Chinese | 1531 | 1509 | Claude Opus 4.7 |
| LMArena Text: German | 1495 | 1458 | Claude Opus 4.7 |
| LMArena Text: Japanese | 1474 | 1359 | Claude Opus 4.7 |
| LMArena Text: Korean | 1464 | 1425 | Claude Opus 4.7 |
| LMArena Text: French | 1503 | 1480 | Claude Opus 4.7 |
| LMArena Text: Spanish | 1494 | 1453 | Claude Opus 4.7 |
| LMArena Text: Russian | 1494 | 1409 | Claude Opus 4.7 |
| LMArena Text: Polish | 1489 | 1455 | Claude Opus 4.7 |
| LMArena Text: multi-turn | 1505 | 1447 | Claude Opus 4.7 |
| LMArena Text: longer queries | 1505 | 1459 | Claude Opus 4.7 |
| LMArena Text: writing and language | 1492 | 1424 | Claude Opus 4.7 |
| LMArena Text: entertainment and media | 1474 | 1415 | Claude Opus 4.7 |
| LMArena Vision: English | 1322 | 1269 | Claude Opus 4.7 |
| LMArena Vision: Chinese | 1371 | Not measured | Only Claude Opus 4.7 measured |
| LMArena Vision: reading text | 1327 | 1270 | Claude Opus 4.7 |
| LMArena Vision: humor | 1309 | Not measured | Only Claude Opus 4.7 measured |
| LMArena Vision: recognizing things | 1278 | Not measured | Only Claude Opus 4.7 measured |
| LMArena Vision: creative writing | 1326 | 1231 | Claude Opus 4.7 |
| LMArena Document | 1495 | Not measured | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 10 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Opus 4.7 | MiMo-V2.6-Flash | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
MiMo-V2.6-Flash costs less
Repository review
50K input + 3K output tokens
MiMo-V2.6-Flash costs less
Agent loop
200K input + 10K output tokens
MiMo-V2.6-Flash costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Anthropic Claude Opus 4.7 | Xiaomi MiMo-V2.6-Flash |
|---|---|---|
| Maker | Anthropic | Xiaomi |
| Weights | No public weights listed | Open weights |
| Released | April 16, 2026 | September 21, 2026 |
| Context window | 1M | 1.05M |
| Input $/Mtok | $5.00 | $0.14 |
| Output $/Mtok | $25.00 | $0.28 |
| Coding index | 67.5 | 54.7 |
| Independent measurements behind it | 4 | 3 |
| Cost per solved task | $2.95 | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Opus 4.7 better than MiMo-V2.6-Flash for coding?
Pick Claude Opus 4.7 for coding: it scores 67.5 on the Vibe Coding Index against 54.7 for MiMo-V2.6-Flash. Pick MiMo-V2.6-Flash for output tokens 89.3x cheaper ($0.28 vs $25.00 per million) and a larger context window (1.05M against 1M tokens).
Which is cheaper, Claude Opus 4.7 or MiMo-V2.6-Flash?
Claude Opus 4.7 costs $5.00 per million input tokens and $25.00 per million output tokens; MiMo-V2.6-Flash costs $0.14 and $0.28. Cost per solved task is known for Claude Opus 4.7 only.
Which has the bigger context window, Claude Opus 4.7 or MiMo-V2.6-Flash?
MiMo-V2.6-Flash, with 1.05M tokens against 1M.
How many benchmarks is the Claude Opus 4.7 vs MiMo-V2.6-Flash comparison based on?
53 benchmarks have a result for both models as of October 22, 2026. Claude Opus 4.7's coding index rests on 4 independent benchmarks and MiMo-V2.6-Flash's on 3. Where only one model has a result, the page says so instead of naming a winner.