Claude Opus 4.8 vs Composer 2.5
Claude Opus 4.8 and Composer 2.5 answer different decisions. Opus 4.8 is a generally available API model for coding, computer use, and long-horizon agents; Composer 2.5 is a Cursor-native coding agent built on Kimi K2.5 and evaluated inside Cursor's product context.
Pick Claude Opus 4.8 when you need API access, independent production integration, computer-use capability, or the strongest verified coding signal in this pair. Pick Composer 2.5 when your work lives inside Cursor and token cost matters: its standard tier is roughly one tenth of Opus 4.8 input pricing. Do not compare Composer's 79.8% SWE-Bench Multilingual number as if it were an Opus SWE-Bench Verified score.
Decision scorecard
Local evidence first| Signal | Claude Opus 4.8 | Composer 2.5 |
|---|---|---|
| Product type | Standalone API model | IDE-native agent built on Kimi K2.5 |
| Best for | API builders, multimodal apps, and non-IDE automation | Long Cursor IDE sessions and autonomous in-IDE coding |
| Decision fit | Coding, RAG, and Agents | Coding, RAG, and Agents |
| Context window | 1m | 1m |
| Cheapest output | $25/1M tokens | $2.50/1M tokens |
| Provider routes | 6 tracked | 1 tracked |
| Shared benchmarks | CursorBench leader | 6 shared |
Decision tradeoffs
- Claude Opus 4.8 holds a shared-benchmark lead on CursorBench, ahead by 7.7 points.
- Claude Opus 4.8 has broader tracked provider coverage for fallback and route flexibility.
- Claude Opus 4.8 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
- Local decision data tags Claude Opus 4.8 for Coding, RAG, and Agents.
- Composer 2.5 holds a shared-benchmark lead on CursorBench, ahead by 3 points.
- Composer 2.5 has the lower cheapest tracked output price at $2.50/1M tokens.
- Composer 2.5 uniquely exposes IDE integration in local model data.
- Local decision data tags Composer 2.5 for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Claude Opus 4.8
$10,250
Cheapest tracked route/tier: Anthropic
Composer 2.5
$1,025
Cheapest tracked route/tier: Cursor Standard async
Estimated monthly gap: $9,225. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- No overlapping tracked provider route is sourced for Claude Opus 4.8 and Composer 2.5; plan for SDK, billing, or endpoint changes.
- Composer 2.5 is $22.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
- Composer 2.5 adds IDE integration in local capability data.
- No overlapping tracked provider route is sourced for Composer 2.5 and Claude Opus 4.8; plan for SDK, billing, or endpoint changes.
- Claude Opus 4.8 is $22.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for IDE integration before moving production traffic.
- Claude Opus 4.8 adds Vision, Multimodal, and Reasoning in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-05-28 | 2026-05-18 |
| Context window | 1m | 1m |
| Parameters | — | — |
| Architecture | Decoder Only | - |
| License | Proprietary | Proprietary |
| Openness | Proprietary | Proprietary |
| Weights | Not released | Not released |
| Code | Not released | Not released |
| Commercial use | Commercial use: conditional | Commercial use: conditional |
| Knowledge cutoff | 2026-01 | - |
Pricing and availability
| Pricing attribute | Claude Opus 4.8 | Composer 2.5 |
|---|---|---|
| Input price | $5/1M tokens |
|
| Output price | $25/1M tokens |
|
| Providers |
Capabilities
| Capability | Claude Opus 4.8 | Composer 2.5 |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | Yes | No |
| JSON / Tool use | Yes | Yes |
| Structured outputs | Yes | No |
| Code execution | Yes | Yes |
| IDE integration | No | Yes |
| Computer use | Yes | No |
| Parallel agents | Yes | Yes |
Benchmarks
| Benchmark | Claude Opus 4.8 | Composer 2.5 |
|---|---|---|
| CursorBench | 63.8 | 56.1 |
| CursorBench | 62.3 | 56.1 |
| CursorBench | 59.4 | 56.1 |
| CursorBench | 53.1 | 56.1 |
| CursorBench | 58.0 | 56.1 |
| CursorBench | 56.1 | 56.1 |
Harness caveat. Composer 2.5 is measured as IDE-native agent built on Kimi K2.5, while Claude Opus 4.8 is standalone API model. Treat shared benchmark scores as directional because IDE or product scaffolding, tool access, prompt routing, and interaction mode can change real application results.
Continue comparing
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Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.