LLM Reference

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
SignalClaude Opus 4.8Composer 2.5
Product typeStandalone API modelIDE-native agent built on Kimi K2.5
Best forAPI builders, multimodal apps, and non-IDE automationLong Cursor IDE sessions and autonomous in-IDE coding
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$25/1M tokens$2.50/1M tokens
Provider routes6 tracked1 tracked
Shared benchmarksCursorBench leader6 shared

Decision tradeoffs

Choose Claude Opus 4.8 when...
  • 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.
Choose Composer 2.5 when...
  • 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.

Lower estimate Composer 2.5

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

Claude Opus 4.8 -> Composer 2.5
  • 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.
Composer 2.5 -> Claude Opus 4.8
  • 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
Released2026-05-282026-05-18
Context window1m1m
Parameters
ArchitectureDecoder Only-
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeNot releasedNot released
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2026-01-

Pricing and availability

Pricing attributeClaude Opus 4.8Composer 2.5
Input price$5/1M tokens
Standard async
$0.50/1M tokens
Cursor Composer 2.5 standard tier.
Fast interactive
$3/1M tokens
Cursor says fast has the same intelligence and is the default.
Output price$25/1M tokens
Standard async
$2.50/1M tokens
Cursor Composer 2.5 standard tier.
Fast interactive
$15/1M tokens
Cursor says fast has the same intelligence and is the default.
Providers

Capabilities

CapabilityClaude Opus 4.8Composer 2.5
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesNo
Code executionYesYes
IDE integrationNoYes
Computer useYesNo
Parallel agentsYesYes

Benchmarks

BenchmarkClaude Opus 4.8Composer 2.5
CursorBench63.856.1
CursorBench62.356.1
CursorBench59.456.1
CursorBench53.156.1
CursorBench58.056.1
CursorBench56.156.1

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

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.