Claude Fable 5.1 vs Kimi K2.6
Updated October 21, 2026. 95 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Claude Fable 5.1 for coding: it scores 89.1 on the Vibe Coding Index against 44.2 for Kimi K2.6.
Pick Kimi K2.6 when output tokens cost 14.7x less, or when what matters is Vending-Bench 2 or SAGE (Vals AI), where it leads.
- Shared results
- 95
- Claude Fable 5.1 only
- 29
- Kimi K2.6 only
- 14
- Like-for-like categories
- 8 of 9
Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.
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, four public coding benchmarks
Claude Fable 5.1
Claude Fable 5.1 scores 89.1 against 44.2.
2 and 1 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Fable 5.1
Claude Fable 5.1 leads, 53.4 against 27.0.
Same board, both measured
Agentic work
AA Agentic Index
Claude Fable 5.1
Claude Fable 5.1 leads, 57.9 against 20.5.
Same board, both measured
Reasoning
GPQA Diamond
Claude Fable 5.1
Claude Fable 5.1 leads, 93.4% against 89.1%.
Same board, both measured
Knowledge
MMLU Pro
Claude Fable 5.1
Claude Fable 5.1 leads, 92.4% against 87.6%.
Same board, both measured
Web design
Design Arena: websites
Claude Fable 5.1
Claude Fable 5.1 leads, 1313 against 1269.
Same board, both measured
Long documents
Listed context window
Claude Fable 5.1
Claude Fable 5.1 takes 1M tokens against 262K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Kimi K2.6
Claude Fable 5.1 $0.035, Kimi K2.6 $0.0024 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Kimi K2.6 has the number, $0.35.
Directional only
At a glance
- Coding index
- Claude Fable 5.1 89.1 from 2 benchmarks, Kimi K2.6 44.2 from 1 benchmark.
- Widest category
- Math, 33.8 points apart on average over 6 shared benchmarks.
- Widest single gap
- ProofBench: Claude Fable 5.1 100.0% against Kimi K2.6 16.0%, 84.0 points apart on a 0 to 100 scale.
- Output price
- Claude Fable 5.1 $50.00 against Kimi K2.6 $3.41 per million output tokens, 14.7x apart.
- Context window
- Claude Fable 5.1 takes 1M tokens, Kimi K2.6 262K.
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 Fable 5.1 | Bars | Kimi K2.6 | Ties |
|---|---|---|---|---|
| Coding | 15 | 0 | ||
| Intelligence | 2 | 0 | ||
| Agentic work | 11 | 1 | ||
| Reasoning | 12 | 0 | ||
| Math | 6 | 0 | ||
| Knowledge | 10 | 0 | ||
| Web design | 8 | 0 | ||
| General | 29 | 1 | ||
| All shared boards | 93 | 2 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index150
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| LiveBench coding | 97.7% | Not measured | Only Claude Fable 5.1 measured |
| LMArena WebDev | 1743 | 1509 | Claude Fable 5.1 |
| AA Coding Index | 81.6 | 61.8 | Claude Fable 5.1 |
| LiveCodeBench (Vals AI) | 90.5% | 86.8% | Claude Fable 5.1 |
| SWE-bench Verified (Vals AI) | Not measured | 76.2% | Only Kimi K2.6 measured |
| Terminal-Bench 4 (Vals AI) | 58.1% | Not measured | Only Claude Fable 5.1 measured |
| Vibe Code Bench (Vals AI) | 90.3% | 37.9% | Claude Fable 5.1 |
| Code migration (Vals AI) | 54.6% | 27.8% | Claude Fable 5.1 |
| ProgramBench (Vals AI) | 7.0% | 0.0% | Claude Fable 5.1 |
| IOI (Vals AI) | 90.8% | Not measured | Only Claude Fable 5.1 measured |
| Terminal-Bench 2.1 (Vals AI) | 85.0% | 53.6% | Claude Fable 5.1 |
| SWE-bench Multimodal (Vals AI) | 61.3% | Not measured | Only Claude Fable 5.1 measured |
| Vibe Code Bench 1-100 (Vals AI) | 28.0% | Not measured | Only Claude Fable 5.1 measured |
| SkillsBench (Vals AI) | 61.5% | Not measured | Only Claude Fable 5.1 measured |
| CyberBench (Vals AI) | 70.4% | Not measured | Only Claude Fable 5.1 measured |
| SciCode | 63.1% | 51.5% | Claude Fable 5.1 |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 43.9% | Only Kimi K2.6 measured |
| FrontierCode | 50.9% | Not measured | Only Claude Fable 5.1 measured |
| FrontierSWE | 56.3% | Not measured | Only Claude Fable 5.1 measured |
| GSO-Bench | 88.2% | Not measured | Only Claude Fable 5.1 measured |
| WeirdML | 92.9% | 55.9% | Claude Fable 5.1 |
| MirrorCode | 73.3% | Not measured | Only Claude Fable 5.1 measured |
| ALE-Bench | 2143.2 | 1092.7 | Claude Fable 5.1 |
| LMArena Text: coding | 1532 | 1489 | Claude Fable 5.1 |
| LMArena Text: software and IT | 1530 | 1484 | Claude Fable 5.1 |
| LMArena WebDev: React | 1792 | 1505 | Claude Fable 5.1 |
| LMArena WebDev: HTML | 1684 | 1485 | Claude Fable 5.1 |
| LMArena WebDev: from an image | 1722 | 1521 | Claude Fable 5.1 |
| Neither model has a result on the other 10 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| AA Intelligence Index | 53.4 | 27.0 | Claude Fable 5.1 |
| Epoch Capabilities Index | 166.5 | 150.9 | Claude Fable 5.1 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index111
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| AA Agentic Index | 57.9 | 20.5 | Claude Fable 5.1 |
| Design Arena: agents building web apps | 1318 | 1268 | Claude Fable 5.1 |
| Design Arena: agents building full-stack apps | 1326 | 1155 | Claude Fable 5.1 |
| Design Arena: agents building mobile apps | 1267 | 1156 | Claude Fable 5.1 |
| Design Arena: agents building Android apps | Not measured | 1166 | Only Kimi K2.6 measured |
| Design Arena: agents building Godot games | 1327 | 1120 | Claude Fable 5.1 |
| Design Arena: agents building games | Not measured | 1141 | Only Kimi K2.6 measured |
| Design Arena: HTML slides | Not measured | 1184 | Only Kimi K2.6 measured |
| Design Arena: PowerPoint slides | 1328 | 1128 | Claude Fable 5.1 |
| Design Arena: spreadsheets | 1374 | 1276 | Claude Fable 5.1 |
| LiveBench research | 82.0% | Not measured | Only Claude Fable 5.1 measured |
| LiveBench browser | 100.0% | Not measured | Only Claude Fable 5.1 measured |
| LiveBench long agentic | 80.8% | Not measured | Only Claude Fable 5.1 measured |
| SREBench (Vals AI) | 22.9% | Not measured | Only Claude Fable 5.1 measured |
| Finance Agent (Vals AI) | 58.9% | 44.9% | Claude Fable 5.1 |
| Tax Agent Bench (Vals AI) | 49.2% | 12.4% | Claude Fable 5.1 |
| Legal Research Bench (Vals AI) | 55.3% | 15.9% | Claude Fable 5.1 |
| Excel Modeling Benchmark (Vals AI) | 76.7% | 57.9% | Claude Fable 5.1 |
| Terminal-Bench-Science (Vals AI) | 40.0% | Not measured | Only Claude Fable 5.1 measured |
| Time Horizon Index (Vals AI) | 63.3% | Not measured | Only Claude Fable 5.1 measured |
| CUA-bench (Vals AI) | 13.2% | Not measured | Only Claude Fable 5.1 measured |
| Robo-bench (Vals AI) | 5.8% | Not measured | Only Claude Fable 5.1 measured |
| τ²-Bench Telecom | Not measured | 95.9% | Only Kimi K2.6 measured |
| APEX-Agents | 68.6% | Not measured | Only Claude Fable 5.1 measured |
| Remote Labor Index | 17.9% | Not measured | Only Claude Fable 5.1 measured |
| OSWorld 2.0 | Not measured | 4.6% | Only Kimi K2.6 measured |
| SpireClimb | 2.0% | Not measured | Only Claude Fable 5.1 measured |
| Vending-Bench 2 | $5,422 | $6,205 | Kimi K2.6 |
| LMArena Search | 1246 | Not measured | Only Claude Fable 5.1 measured |
| Neither model has a result on the other 10 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index120
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| GPQA Diamond | 93.4% | 89.1% | Claude Fable 5.1 |
| LiveBench reasoning | 91.7% | Not measured | Only Claude Fable 5.1 measured |
| MysteryMechanism (Vals AI) | 47.8% | Not measured | Only Claude Fable 5.1 measured |
| MMMU Pro (Vals AI) | 90.6% | 86.3% | Claude Fable 5.1 |
| GPQA Diamond (Artificial Analysis run) | 93.7% | 91.1% | Claude Fable 5.1 |
| Humanity's Last Exam (Artificial Analysis run) | 59.1% | 37.5% | Claude Fable 5.1 |
| GPQA Diamond (Epoch AI run) | Not measured | 90.8% | Only Kimi K2.6 measured |
| ARC-AGI | 97.5% | Not measured | Only Claude Fable 5.1 measured |
| ARC-AGI-2 | 90.0% | Not measured | Only Claude Fable 5.1 measured |
| Chess puzzles | 48.0% | 20.0% | Claude Fable 5.1 |
| Mystery game puzzles | 58.0% | 18.0% | Claude Fable 5.1 |
| EBR-bench | 57.1% | 2.4% | Claude Fable 5.1 |
| LMArena Text: hard prompts | 1528 | 1470 | Claude Fable 5.1 |
| LMArena Text: expert | 1544 | 1491 | Claude Fable 5.1 |
| LMArena Text: hard prompts in English | 1522 | 1471 | Claude Fable 5.1 |
| LMArena Vision: diagrams | 1343 | 1298 | Claude Fable 5.1 |
| LMArena Vision: homework | 1345 | 1310 | Claude Fable 5.1 |
| Neither model has a result on the other 4 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index60
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| OTIS Mock AIME | 100.0% | 96.1% | Claude Fable 5.1 |
| FrontierMath, tiers 1 to 3 | 90.2% | 57.2% | Claude Fable 5.1 |
| FrontierMath, tier 4 | 87.8% | 25.6% | Claude Fable 5.1 |
| ProofBench | 100.0% | 16.0% | Claude Fable 5.1 |
| LMArena Text: math | 1531 | 1474 | Claude Fable 5.1 |
| LMArena Text: mathematical work | 1541 | 1480 | Claude Fable 5.1 |
| Neither model has a result on the other 7 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index100
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| MMLU Pro | 92.4% | 87.6% | Claude Fable 5.1 |
| LegalBench (Vals AI) | 88.5% | 84.7% | Claude Fable 5.1 |
| CaseLaw (Vals AI) | Not measured | 61.2% | Only Kimi K2.6 measured |
| CorpFin (Vals AI) | Not measured | 66.7% | Only Kimi K2.6 measured |
| TaxEval (Vals AI) | 76.0% | 74.7% | Claude Fable 5.1 |
| MortgageTax (Vals AI) | 70.8% | 65.8% | Claude Fable 5.1 |
| MedCode (Vals AI) | 53.5% | 40.1% | Claude Fable 5.1 |
| SimpleQA Verified | 70.8% | 34.9% | Claude Fable 5.1 |
| LMArena Text: science | 1532 | 1468 | Claude Fable 5.1 |
| LMArena Text: medicine and healthcare | 1531 | 1457 | Claude Fable 5.1 |
| LMArena Text: legal and government | 1514 | 1462 | Claude Fable 5.1 |
| LMArena Text: business and finance | 1493 | 1445 | Claude Fable 5.1 |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| Design Arena: websites | 1313 | 1269 | Claude Fable 5.1 |
| Design Arena: UI components | 1338 | 1266 | Claude Fable 5.1 |
| Design Arena: game dev | 1382 | 1251 | Claude Fable 5.1 |
| Design Arena: data viz | 1344 | 1249 | Claude Fable 5.1 |
| Design Arena: 3D | 1393 | 1268 | Claude Fable 5.1 |
| Design Arena: all code categories | 1336 | 1272 | Claude Fable 5.1 |
| Design Arena: SVG | 1301 | 1181 | Claude Fable 5.1 |
| Design Arena: ASCII art | 1324 | 1164 | Claude Fable 5.1 |
| LiveBench design | 83.4% | Not measured | Only Claude Fable 5.1 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index291
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | Leader |
|---|---|---|---|
| LiveBench data analysis | 80.3% | Not measured | Only Claude Fable 5.1 measured |
| Public Benefits Bench (Vals AI) | 74.9% | 56.6% | Claude Fable 5.1 |
| SAGE (Vals AI) | 48.5% | 50.2% | Kimi K2.6 |
| MedScribe (Vals AI) | 91.3% | 78.2% | Claude Fable 5.1 |
| Vals Multimodal Index | Not measured | 56.4% | Only Kimi K2.6 measured |
| IFBench | Not measured | 76.0% | Only Kimi K2.6 measured |
| Long context reasoning (AA-LCR) | 85.3% | 81.0% | Claude Fable 5.1 |
| DTBench | 97.6% | 90.9% | Claude Fable 5.1 |
| LMCA | 65.5% | 37.3% | Claude Fable 5.1 |
| Furniture assembly | 70.0% | 21.7% | Claude Fable 5.1 |
| ExploitBench | Not measured | 18.4% | Only Kimi K2.6 measured |
| LMArena Text | 1512 | 1455 | Claude Fable 5.1 |
| LMArena Text: instruction following | 1518 | 1451 | Claude Fable 5.1 |
| LMArena Text: creative writing | 1509 | 1434 | Claude Fable 5.1 |
| LMArena Vision | 1319 | 1282 | Claude Fable 5.1 |
| LMArena Text: English | 1506 | 1460 | Claude Fable 5.1 |
| LMArena Text: non-English | 1508 | 1446 | Claude Fable 5.1 |
| LMArena Text: Chinese | 1584 | 1520 | Claude Fable 5.1 |
| LMArena Text: German | 1499 | 1451 | Claude Fable 5.1 |
| LMArena Text: Japanese | 1562 | 1443 | Claude Fable 5.1 |
| LMArena Text: Korean | 1517 | 1427 | Claude Fable 5.1 |
| LMArena Text: French | 1523 | 1471 | Claude Fable 5.1 |
| LMArena Text: Spanish | 1520 | 1464 | Claude Fable 5.1 |
| LMArena Text: Russian | 1520 | 1446 | Claude Fable 5.1 |
| LMArena Text: Polish | 1525 | 1438 | Claude Fable 5.1 |
| LMArena Text: multi-turn | 1493 | 1453 | Claude Fable 5.1 |
| LMArena Text: longer queries | 1524 | 1468 | Claude Fable 5.1 |
| LMArena Text: writing and language | 1510 | 1439 | Claude Fable 5.1 |
| LMArena Text: entertainment and media | 1497 | 1428 | Claude Fable 5.1 |
| LMArena Vision: English | 1313 | 1287 | Claude Fable 5.1 |
| LMArena Vision: Chinese | 1391 | 1346 | Claude Fable 5.1 |
| LMArena Vision: reading text | 1327 | 1291 | Claude Fable 5.1 |
| LMArena Vision: humor | 1318 | 1280 | Claude Fable 5.1 |
| LMArena Vision: creative writing | 1330 | 1273 | Claude Fable 5.1 |
| LMArena Document | Not measured | 1451 | Only Kimi K2.6 measured |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Fable 5.1 | Kimi K2.6 | 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
Kimi K2.6 costs less
Repository review
50K input + 3K output tokens
Kimi K2.6 costs less
Agent loop
200K input + 10K output tokens
Kimi K2.6 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 Fable 5.1 | MoonshotAI Kimi K2.6 |
|---|---|---|
| Maker | Anthropic | Moonshot AI |
| Weights | No public weights listed | Open weights |
| Released | September 1, 2026 | April 20, 2026 |
| Context window | 1M | 262K |
| Input $/Mtok | $10.00 | $0.65 |
| Output $/Mtok | $50.00 | $3.41 |
| Coding index | 89.1 | 44.2 |
| Independent measurements behind it | 2 | 1 |
| Cost per solved task | Not computable | $0.35 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Fable 5.1 better than Kimi K2.6 for coding?
Pick Claude Fable 5.1 for coding: it scores 89.1 on the Vibe Coding Index against 44.2 for Kimi K2.6. Pick Kimi K2.6 when output tokens cost 14.7x less, or when what matters is Vending-Bench 2 or SAGE (Vals AI), where it leads.
Which is cheaper, Claude Fable 5.1 or Kimi K2.6?
Claude Fable 5.1 costs $10.00 per million input tokens and $50.00 per million output tokens; Kimi K2.6 costs $0.65 and $3.41. Cost per solved task is known for Kimi K2.6 only.
Which has the bigger context window, Claude Fable 5.1 or Kimi K2.6?
Claude Fable 5.1, with 1M tokens against 262K.
How many benchmarks is the Claude Fable 5.1 vs Kimi K2.6 comparison based on?
95 benchmarks have a result for both models as of October 21, 2026. Claude Fable 5.1's coding index rests on 2 independent benchmarks and Kimi K2.6's on 1. Where only one model has a result, the page says so instead of naming a winner.