Meta Muse Wonder costs $4.00 per million input tokens and $20.00 per million output tokens, and it scores 64.5 on the Vibe Coding Index from 1 benchmark, as of October 20, 2026.
Its output price ranks 323 of 349 priced models, counting from the cheapest.
Listed on OpenRouter October 12, 2026, 8 days before our data. Results so far on 56 of 190 public boards; this page updates every day as boards publish.
Muse Wonder is a frontier reasoning model from Meta, designed for complex personal and professional agentic tasks. It accepts text, images, video, audio, and PDF documents and returns text, with...
meta/muse-wonder The tick on a coding bar is the median of every model measured on it. Outside coding, the place is this model's rank on that board. A board that never ran the model says so.
Measured in 2 of 6 categories. A place counts only the models measured on that board.
The index averages only the coding benchmarks that have a result; the others are skipped, never filled in. How it is weighted
Not measured on SWE-bench Lite, SWE-bench (full test set), SWE-bench Multimodal, SWE-bench Multilingual, AA Coding Index, LiveCodeBench (Vals AI), SWE-bench Verified (Vals AI), ProgramBench (Vals AI), Terminal-Bench 2.1 (Vals AI), SkillsBench (Vals AI), LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run), Terminal-Bench, DeepSWE, FrontierCode, FrontierSWE, GSO-Bench, WeirdML, MirrorCode, Cybench, ALE-Bench, LMArena WebDev: from an image
Not measured on AA Intelligence Index, Epoch Capabilities Index
Not measured on AA Agentic Index, Design Arena: agents building web apps, Design Arena: agents building full-stack apps, Design Arena: agents building mobile apps, Design Arena: agents building Android apps, Design Arena: agents building Godot games, Design Arena: agents building games, Design Arena: HTML slides, Design Arena: PowerPoint slides, Design Arena: spreadsheets, LiveBench research, LiveBench browser, LiveBench long agentic, SREBench (Vals AI), Time Horizon Index (Vals AI), Robo-bench (Vals AI), τ²-Bench Telecom, APEX-Agents, METR time horizons, Remote Labor Index, GDPval, OSWorld 2.0, BALROG, DeepResearch Bench, PostTrainBench, TheAgentCompany, OSWorld, SpireClimb, LMArena Search
Not measured on GPQA Diamond, LiveBench reasoning, MMMU Pro (Vals AI), GPQA Diamond (Artificial Analysis run), GPQA Diamond (Epoch AI run), ARC-AGI, ARC-AGI-2, Humanity's Last Exam, SimpleBench, Chess puzzles, Mystery game puzzles, EBR-bench, VPCT, BIG-Bench Hard, LMArena Vision: diagrams, LMArena Vision: homework
Not measured on AIME, MATH 500 (Vals AI), MGSM (Vals AI), AA Math Index, AIME 2025 (Artificial Analysis run), OTIS Mock AIME, FrontierMath, tiers 1 to 3, FrontierMath, tier 4, MATH level 5, GSM8K, LMArena Text: math
Not measured on MMLU Pro, LegalBench (Vals AI), CaseLaw (Vals AI), CorpFin (Vals AI), TaxEval (Vals AI), MortgageTax (Vals AI), MedQA (Vals AI), MedCode (Vals AI), MMLU Pro (Artificial Analysis run), SimpleQA Verified, MMLU, GeoBench, AI2 Reasoning Challenge
Not measured on Design Arena: SVG, Design Arena: ASCII art, LiveBench design
Not measured on LiveBench data analysis, SAGE (Vals AI), MedScribe (Vals AI), Vals Multimodal Index, IFBench, Fiction.LiveBench, Creative writing (Lech Mazur), CL-bench, Surface Evolver Bench, Furniture assembly, ExploitBench, HellaSwag, WinoGrande, PIQA, CL-bench Life, LMArena Vision, LMArena Text: German, LMArena Text: Japanese, LMArena Text: Korean, LMArena Text: French, LMArena Text: Spanish, LMArena Text: Polish, LMArena Vision: English, LMArena Vision: Chinese, LMArena Vision: reading text, LMArena Vision: humor, LMArena Vision: captioning, LMArena Vision: recognizing things, LMArena Vision: creative writing, LMArena Document
Not measured on Design Arena: images, Design Arena: graphic design, Design Arena: logos, LMArena Text to Image, LMArena Image Edit
Public boards shown as published (Vals AI, Artificial Analysis, Design Arena) and kept out of the coding index. Each links to its source on the benchmark page.
| Benchmark | Result | Index weight |
|---|---|---|
| Aider polyglotCoding | Not measured | 35% |
| SWE-bench VerifiedCoding | Not measured | 30% |
| SWE-bench LiteCoding | Not measured | Not in index |
| SWE-bench (full test set)Coding | Not measured | Not in index |
| SWE-bench MultimodalCoding | Not measured | Not in index |
| SWE-bench MultilingualCoding | Not measured | Not in index |
| LiveBench codingCoding | Not measured | 20% |
| LMArena WebDevCoding | 1652 | 15% |
| Vals IndexGeneral | 64.9% | Not in index |
| GPQA DiamondReasoning | Not measured | Not in index |
| AIMEMath | Not measured | Not in index |
| MMLU ProKnowledge | Not measured | Not in index |
| AA Intelligence IndexIntelligence | Not measured | Not in index |
| AA Coding IndexCoding | Not measured | Not in index |
| AA Agentic IndexAgentic work | Not measured | Not in index |
| Design Arena: websitesWeb design | 1360 | Not in index |
| Design Arena: UI componentsWeb design | 1375 | Not in index |
| Design Arena: game devWeb design | 1378 | Not in index |
| Design Arena: data vizWeb design | 1330 | Not in index |
| Design Arena: 3DWeb design | 1427 | Not in index |
| Design Arena: all code categoriesWeb design | 1369 | Not in index |
| Design Arena: SVGWeb design | Not measured | Not in index |
| Design Arena: ASCII artWeb design | Not measured | Not in index |
| Design Arena: agents building web appsAgentic work | Not measured | Not in index |
| Design Arena: agents building full-stack appsAgentic work | Not measured | Not in index |
| Design Arena: agents building mobile appsAgentic work | Not measured | Not in index |
| Design Arena: agents building Android appsAgentic work | Not measured | Not in index |
| Design Arena: agents building Godot gamesAgentic work | Not measured | Not in index |
| Design Arena: agents building gamesAgentic work | Not measured | Not in index |
| Design Arena: HTML slidesAgentic work | Not measured | Not in index |
| Design Arena: PowerPoint slidesAgentic work | Not measured | Not in index |
| Design Arena: spreadsheetsAgentic work | Not measured | Not in index |
| Design Arena: imagesImage generation | Not measured | Not in index |
| Design Arena: graphic designImage generation | Not measured | Not in index |
| Design Arena: logosImage generation | Not measured | Not in index |
| LiveBench reasoningReasoning | Not measured | Not in index |
| LiveBench data analysisGeneral | Not measured | Not in index |
| LiveBench researchAgentic work | Not measured | Not in index |
| LiveBench browserAgentic work | Not measured | Not in index |
| LiveBench long agenticAgentic work | Not measured | Not in index |
| LiveBench designWeb design | Not measured | Not in index |
| LiveCodeBench (Vals AI)Coding | Not measured | Not in index |
| SWE-bench Verified (Vals AI)Coding | Not measured | Not in index |
| Terminal-Bench 4 (Vals AI)Coding | 49.5% | Not in index |
| Vibe Code Bench (Vals AI)Coding | 83.1% | Not in index |
| Code migration (Vals AI)Coding | 62.5% | Not in index |
| ProgramBench (Vals AI)Coding | Not measured | Not in index |
| SREBench (Vals AI)Agentic work | Not measured | Not in index |
| IOI (Vals AI)Coding | 66.9% | Not in index |
| Terminal-Bench 2.1 (Vals AI)Coding | Not measured | Not in index |
| SWE-bench Multimodal (Vals AI)Coding | 45.6% | Not in index |
| Vibe Code Bench 1-100 (Vals AI)Coding | 26.6% | Not in index |
| SkillsBench (Vals AI)Coding | Not measured | Not in index |
| CyberBench (Vals AI)Coding | 80.4% | Not in index |
| Finance Agent (Vals AI)Agentic work | 56.6% | Not in index |
| Tax Agent Bench (Vals AI)Agentic work | 36.3% | Not in index |
| Legal Research Bench (Vals AI)Agentic work | 50.5% | Not in index |
| Harvey's Legal Agent Benchmark (Vals AI)Agentic work | 23.8% | Not in index |
| Excel Modeling Benchmark (Vals AI)Agentic work | 67.1% | Not in index |
| BioMysteryBench (Vals AI)Agentic work | 67.0% | Not in index |
| Terminal-Bench-Science (Vals AI)Agentic work | 22.9% | Not in index |
| Vals Science IndexAgentic work | 39.1% | Not in index |
| Time Horizon Index (Vals AI)Agentic work | Not measured | Not in index |
| CUA-bench (Vals AI)Agentic work | 7.2% | Not in index |
| Robo-bench (Vals AI)Agentic work | Not measured | Not in index |
| Public Benefits Bench (Vals AI)General | 70.2% | Not in index |
| MysteryMechanism (Vals AI)Reasoning | 27.5% | Not in index |
| MMMU Pro (Vals AI)Reasoning | Not measured | Not in index |
| MATH 500 (Vals AI)Math | Not measured | Not in index |
| MGSM (Vals AI)Math | Not measured | Not in index |
| SAGE (Vals AI)General | Not measured | Not in index |
| LegalBench (Vals AI)Knowledge | Not measured | Not in index |
| CaseLaw (Vals AI)Knowledge | Not measured | Not in index |
| CorpFin (Vals AI)Knowledge | Not measured | Not in index |
| TaxEval (Vals AI)Knowledge | Not measured | Not in index |
| MortgageTax (Vals AI)Knowledge | Not measured | Not in index |
| MedQA (Vals AI)Knowledge | Not measured | Not in index |
| MedCode (Vals AI)Knowledge | Not measured | Not in index |
| MedScribe (Vals AI)General | Not measured | Not in index |
| Vals Multimodal IndexGeneral | Not measured | Not in index |
| AA Math IndexMath | Not measured | Not in index |
| GPQA Diamond (Artificial Analysis run)Reasoning | Not measured | Not in index |
| Humanity's Last Exam (Artificial Analysis run)Reasoning | 50.1% | Not in index |
| MMLU Pro (Artificial Analysis run)Knowledge | Not measured | Not in index |
| LiveCodeBench (Artificial Analysis run)Coding | Not measured | Not in index |
| SciCodeCoding | 60.3% | Not in index |
| Terminal-Bench Hard (Artificial Analysis run)Coding | Not measured | Not in index |
| IFBenchGeneral | Not measured | Not in index |
| Long context reasoning (AA-LCR)General | 80.7% | Not in index |
| τ²-Bench TelecomAgentic work | Not measured | Not in index |
| AIME 2025 (Artificial Analysis run)Math | Not measured | Not in index |
| Terminal-BenchCoding | Not measured | Not in index |
| DeepSWECoding | Not measured | Not in index |
| FrontierCodeCoding | Not measured | Not in index |
| FrontierSWECoding | Not measured | Not in index |
| GSO-BenchCoding | Not measured | Not in index |
| WeirdMLCoding | Not measured | Not in index |
| MirrorCodeCoding | Not measured | Not in index |
| APEX-AgentsAgentic work | Not measured | Not in index |
| METR time horizonsAgentic work | Not measured | Not in index |
| Remote Labor IndexAgentic work | Not measured | Not in index |
| GDPvalAgentic work | Not measured | Not in index |
| OSWorld 2.0Agentic work | Not measured | Not in index |
| BALROGAgentic work | Not measured | Not in index |
| DeepResearch BenchAgentic work | Not measured | Not in index |
| PostTrainBenchAgentic work | Not measured | Not in index |
| GPQA Diamond (Epoch AI run)Reasoning | Not measured | Not in index |
| ARC-AGIReasoning | Not measured | Not in index |
| ARC-AGI-2Reasoning | Not measured | Not in index |
| Humanity's Last ExamReasoning | Not measured | Not in index |
| SimpleBenchReasoning | Not measured | Not in index |
| Chess puzzlesReasoning | Not measured | Not in index |
| Mystery game puzzlesReasoning | Not measured | Not in index |
| EBR-benchReasoning | Not measured | Not in index |
| OTIS Mock AIMEMath | Not measured | Not in index |
| FrontierMath, tiers 1 to 3Math | Not measured | Not in index |
| FrontierMath, tier 4Math | Not measured | Not in index |
| ProofBenchMath | 84.0% | Not in index |
| MATH level 5Math | Not measured | Not in index |
| GSM8KMath | Not measured | Not in index |
| SimpleQA VerifiedKnowledge | Not measured | Not in index |
| MMLUKnowledge | Not measured | Not in index |
| GeoBenchKnowledge | Not measured | Not in index |
| DTBenchGeneral | 95.2% | Not in index |
| LMCAGeneral | 56.8% | Not in index |
| Fiction.LiveBenchGeneral | Not measured | Not in index |
| Creative writing (Lech Mazur)General | Not measured | Not in index |
| CL-benchGeneral | Not measured | Not in index |
| Surface Evolver BenchGeneral | Not measured | Not in index |
| Furniture assemblyGeneral | Not measured | Not in index |
| ExploitBenchGeneral | Not measured | Not in index |
| CybenchCoding | Not measured | Not in index |
| TheAgentCompanyAgentic work | Not measured | Not in index |
| OSWorldAgentic work | Not measured | Not in index |
| SpireClimbAgentic work | Not measured | Not in index |
| VPCTReasoning | Not measured | Not in index |
| BIG-Bench HardReasoning | Not measured | Not in index |
| AI2 Reasoning ChallengeKnowledge | Not measured | Not in index |
| HellaSwagGeneral | Not measured | Not in index |
| WinoGrandeGeneral | Not measured | Not in index |
| PIQAGeneral | Not measured | Not in index |
| CL-bench LifeGeneral | Not measured | Not in index |
| ALE-BenchCoding | Not measured | Not in index |
| Vending-Bench 2Agentic work | $9,432 | Not in index |
| Epoch Capabilities IndexIntelligence | Not measured | Not in index |
| LMArena TextGeneral | 1501 | Not in index |
| LMArena Text: codingCoding | 1520 | Not in index |
| LMArena Text: hard promptsReasoning | 1510 | Not in index |
| LMArena Text: mathMath | Not measured | Not in index |
| LMArena Text: instruction followingGeneral | 1487 | Not in index |
| LMArena Text: creative writingGeneral | 1487 | Not in index |
| LMArena VisionGeneral | Not measured | Not in index |
| LMArena Text: EnglishGeneral | 1509 | Not in index |
| LMArena Text: non-EnglishGeneral | 1489 | Not in index |
| LMArena Text: ChineseGeneral | 1540 | Not in index |
| LMArena Text: GermanGeneral | Not measured | Not in index |
| LMArena Text: JapaneseGeneral | Not measured | Not in index |
| LMArena Text: KoreanGeneral | Not measured | Not in index |
| LMArena Text: FrenchGeneral | Not measured | Not in index |
| LMArena Text: SpanishGeneral | Not measured | Not in index |
| LMArena Text: RussianGeneral | 1520 | Not in index |
| LMArena Text: PolishGeneral | Not measured | Not in index |
| LMArena Text: multi-turnGeneral | 1518 | Not in index |
| LMArena Text: longer queriesGeneral | 1490 | Not in index |
| LMArena Text: expertReasoning | 1496 | Not in index |
| LMArena Text: hard prompts in EnglishReasoning | 1511 | Not in index |
| LMArena Text: software and ITCoding | 1518 | Not in index |
| LMArena Text: mathematical workMath | 1493 | Not in index |
| LMArena Text: scienceKnowledge | 1510 | Not in index |
| LMArena Text: medicine and healthcareKnowledge | 1508 | Not in index |
| LMArena Text: legal and governmentKnowledge | 1521 | Not in index |
| LMArena Text: business and financeKnowledge | 1478 | Not in index |
| LMArena Text: writing and languageGeneral | 1491 | Not in index |
| LMArena Text: entertainment and mediaGeneral | 1472 | Not in index |
| LMArena WebDev: ReactCoding | 1641 | Not in index |
| LMArena WebDev: HTMLCoding | 1694 | Not in index |
| LMArena WebDev: from an imageCoding | Not measured | Not in index |
| LMArena Vision: EnglishGeneral | Not measured | Not in index |
| LMArena Vision: ChineseGeneral | Not measured | Not in index |
| LMArena Vision: reading textGeneral | Not measured | Not in index |
| LMArena Vision: diagramsReasoning | Not measured | Not in index |
| LMArena Vision: homeworkReasoning | Not measured | Not in index |
| LMArena Vision: humorGeneral | Not measured | Not in index |
| LMArena Vision: captioningGeneral | Not measured | Not in index |
| LMArena Vision: recognizing thingsGeneral | Not measured | Not in index |
| LMArena Vision: creative writingGeneral | Not measured | Not in index |
| LMArena SearchAgentic work | Not measured | Not in index |
| LMArena DocumentGeneral | Not measured | Not in index |
| LMArena Text to ImageImage generation | Not measured | Not in index |
| LMArena Image EditImage generation | Not measured | Not in index |
A list price says what a token costs. The cost per solved task says what a working answer costs, which is the number that decides.
Neither board that publishes what a SWE-bench Verified attempt costs, Vals AI and swebench.com, has run this model. We leave the number out rather than estimate it.
Beside a result, many boards publish what the run cost, how long it took, the tokens it spent or the votes behind a rating. Each figure as its board printed it, one board per row.
| Board | Result | What the run cost | Also published |
|---|---|---|---|
| Vals Index | 64.9% | $10.65 per test | Duration, as printed 35m 24s |
| Terminal-Bench 4 (Vals AI) | 49.5% | $14.66 per test | Duration, as printed 54m 41s |
| Vibe Code Bench (Vals AI) | 83.1% | $1.80 per test | Duration, as printed 5m 50s |
| Code migration (Vals AI) | 62.5% | $69.54 per test | Duration, as printed 2h 51m |
| IOI (Vals AI) | 66.9% | $4.54 per test | Duration, as printed 25m 02s |
| SWE-bench Multimodal (Vals AI) | 45.6% | $1.70 per test | Duration, as printed 9m 44s |
| Vibe Code Bench 1-100 (Vals AI) | 26.6% | $13.72 per test | Duration, as printed 31m 08s |
| CyberBench (Vals AI) | 80.4% | $3.66 per test | Duration, as printed 13m 45s |
| Finance Agent (Vals AI) | 56.6% | $2.67 per test | Duration, as printed 6m 09s |
| Tax Agent Bench (Vals AI) | 36.3% | $1.88 per test | Duration, as printed 8m 13s |
| Legal Research Bench (Vals AI) | 50.5% | $3.98 per test | Duration, as printed 15m 27s |
| Harvey's Legal Agent Benchmark (Vals AI) | 23.8% | $7.08 per test | Duration, as printed 15m 06s |
| Excel Modeling Benchmark (Vals AI) | 67.1% | $5.60 per test | Duration, as printed 17m 14s |
|---|---|---|---|
| BioMysteryBench (Vals AI) | 67.0% | $3.23 per test | Duration, as printed 18m 02s |
| Terminal-Bench-Science (Vals AI) | 22.9% | $19.61 per test | Duration, as printed 1h 33m |
| Vals Science Index | 39.1% | $8.74 per test | Duration, as printed 43m 08s |
| Public Benefits Bench (Vals AI) | 70.2% | $2.46 per test | Nothing else |
| MysteryMechanism (Vals AI) | 27.5% | $3.39 per test | Duration, as printed 18m 17s |
| ProofBench | 84.0% | $1.3133 per test | Time per proof 15m 29s |
| LMArena WebDev | 1652 Elo | Not published | Votes 2,289 · Interval (±) ±13.7 |
| Design Arena: websites | 1360 Elo | Not published | Battles 4,167 |
| Design Arena: UI components | 1375 Elo | Not published | Battles 266 |
| Design Arena: game dev | 1378 Elo | Not published | Battles 748 |
| Design Arena: 3D | 1427 Elo | Not published | Battles 601 |
| Design Arena: all code categories | 1369 Elo | Not published | Battles 5,564 |
| LMArena Text | 1501 Elo | Not published | Votes 3,247 · Interval (±) ±10.5 |
| LMArena Text: coding | 1520 Elo | Not published | Votes 776 · Interval (±) ±20.8 |
| LMArena Text: hard prompts | 1510 Elo | Not published | Votes 2,018 · Interval (±) ±13.2 |
| LMArena Text: instruction following | 1487 Elo | Not published | Votes 1,104 · Interval (±) ±17.9 |
| LMArena Text: creative writing | 1487 Elo | Not published | Votes 710 · Interval (±) ±23.1 |
| LMArena Text: English | 1509 Elo | Not published | Votes 1,326 · Interval (±) ±16.2 |
| LMArena Text: non-English | 1489 Elo | Not published | Votes 1,917 · Interval (±) ±13.4 |
| LMArena Text: Chinese | 1540 Elo | Not published | Votes 248 · Interval (±) ±35.5 |
| LMArena Text: Russian | 1520 Elo | Not published | Votes 458 · Interval (±) ±27.3 |
| LMArena Text: multi-turn | 1518 Elo | Not published | Votes 431 · Interval (±) ±28.0 |
| LMArena Text: longer queries | 1490 Elo | Not published | Votes 1,437 · Interval (±) ±15.7 |
| LMArena Text: expert | 1496 Elo | Not published | Votes 351 · Interval (±) ±30.6 |
| LMArena Text: hard prompts in English | 1511 Elo | Not published | Votes 838 · Interval (±) ±20.4 |
| LMArena Text: software and IT | 1518 Elo | Not published | Votes 1,158 · Interval (±) ±17.1 |
| LMArena Text: mathematical work | 1493 Elo | Not published | Votes 205 · Interval (±) ±38.8 |
| LMArena Text: science | 1510 Elo | Not published | Votes 521 · Interval (±) ±25.9 |
| LMArena Text: medicine and healthcare | 1508 Elo | Not published | Votes 227 · Interval (±) ±38.7 |
| LMArena Text: legal and government | 1521 Elo | Not published | Votes 280 · Interval (±) ±37.0 |
| LMArena Text: business and finance | 1478 Elo | Not published | Votes 560 · Interval (±) ±24.2 |
| LMArena Text: writing and language | 1491 Elo | Not published | Votes 948 · Interval (±) ±19.6 |
| LMArena Text: entertainment and media | 1472 Elo | Not published | Votes 858 · Interval (±) ±20.6 |
| LMArena WebDev: React | 1641 Elo | Not published | Votes 1,454 · Interval (±) ±17.3 |
| LMArena WebDev: HTML | 1694 Elo | Not published | Votes 300 · Interval (±) ±36.4 |