LLM Reference

Composer 2.5 vs Kimi K2.7-Code

Composer 2.5 is Cursor's proprietary agentic coding model, tightly integrated with the IDE. Kimi K2.7-Code is Moonshot AI's open-weights 1T-parameter MoE coding specialist. Both target agentic software engineering, but Composer is optimized for Cursor product workflows while Kimi is built for IDE-agnostic API and self-hosted deployment.

Pick Composer 2.5 if your coding work lives inside Cursor and you value IDE-native agent behavior, CursorBench evidence, and lower standard input pricing. Pick Kimi K2.7-Code if you need open weights, standalone API deployment, MCP-heavy tool invocation, or multimodal input. Do not compare Composer's SWE-bench Multilingual row as if it were the same benchmark as Kimi's Moonshot-reported MCP and coding suites.

Decision scorecard

Local evidence first
SignalComposer 2.5Kimi K2.7-Code
Product typeIDE-native agent built on Kimi K2.5Coding-specialized model
Best forLong Cursor IDE sessions and autonomous in-IDE codingcustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m262k
Cheapest output$2.50/1M tokens$3.07/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks3 sharedCursorBench leader

Decision tradeoffs

Choose Composer 2.5 when...
  • Composer 2.5 holds a shared-benchmark lead on CursorBench, ahead by 13.5 points.
  • Composer 2.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Composer 2.5 has the lower cheapest tracked output price at $2.50/1M tokens.
  • Composer 2.5 uniquely exposes Code execution, IDE integration, and Parallel agents in local model data.
  • Local decision data tags Composer 2.5 for Coding, RAG, and Agents.
Choose Kimi K2.7-Code when...
  • Kimi K2.7-Code holds a shared-benchmark lead on CursorBench, ahead by 22.0 points.
  • Kimi K2.7-Code has broader tracked provider coverage for fallback and route flexibility.
  • Kimi K2.7-Code uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Kimi K2.7-Code 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

Composer 2.5

$1,025

Cheapest tracked route/tier: Cursor Standard async

Kimi K2.7-Code

$1,257

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $232. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Composer 2.5 -> Kimi K2.7-Code
  • No overlapping tracked provider route is sourced for Composer 2.5 and Kimi K2.7-Code; plan for SDK, billing, or endpoint changes.
  • Kimi K2.7-Code is $0.57/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Code execution, IDE integration, and Parallel agents before moving production traffic.
  • Kimi K2.7-Code adds Vision, Multimodal, and Reasoning in local capability data.
Kimi K2.7-Code -> Composer 2.5
  • No overlapping tracked provider route is sourced for Kimi K2.7-Code and Composer 2.5; plan for SDK, billing, or endpoint changes.
  • Composer 2.5 is $0.57/1M 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 Code execution, IDE integration, and Parallel agents in local capability data.

Specs

Specification
Released2026-05-182026-06-12
Context window1m262k
Parameters1T
Architecture-Mixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeNot releasedUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeComposer 2.5Kimi K2.7-Code
Input price
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.
$0.61/1M tokens
Output price
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.
$3.07/1M tokens
Providers

Capabilities

CapabilityComposer 2.5Kimi K2.7-Code
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsNoYes
Code executionYesNo
IDE integrationYesNo
Computer useNoNo
Parallel agentsYesNo

Benchmarks

BenchmarkComposer 2.5Kimi K2.7-Code
CursorBench27.749.7
CursorBench63.249.7
CursorBench56.149.7

Harness caveat. Composer 2.5 is measured as IDE-native agent built on Kimi K2.5, while Kimi K2.7-Code is coding-specialized 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: 2026-06-30. Data sourced from public model cards and provider documentation.