LLM Reference

Composer 2.5 vs GLM-4.6

Composer 2.5 (2026) and GLM-4.6 (2025) compare an IDE-native agent built on Kimi K2.5 against a standalone API model. Composer 2.5 ships a 1m-token context window, while GLM-4.6 ships a 198k-token context window. On pricing, Composer 2.5 ranges from $0.50 to $3/1M input tokens by tier; GLM-4.6 costs $0.39/1M input tokens. This page treats the result as workflow and deployment fit, not a universal model winner.

Use Composer 2.5 when you want the packaged IDE-native agent built on Kimi K2.5 workflow; use GLM-4.6 when you need a model you can route, wrap, or run outside that product surface.

Decision scorecard

Local evidence first
SignalComposer 2.5GLM-4.6
Product typeIDE-native agent built on Kimi K2.5Standalone API model
Best forLong Cursor IDE sessions and autonomous in-IDE codingAPI builders, non-IDE automation, and provider-routed production
Decision fitCoding, RAG, and AgentsRAG, Long context, and Classification
Context window1m198k
Cheapest output$2.50/1M tokens$1.90/1M tokens
Provider routes1 tracked4 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Composer 2.5 when...
  • Composer 2.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Composer 2.5 uniquely exposes Function calling, Tool use, and Code execution in local model data.
  • Local decision data tags Composer 2.5 for Coding, RAG, and Agents.
Choose GLM-4.6 when...
  • GLM-4.6 has the lower cheapest tracked output price at $1.90/1M tokens.
  • GLM-4.6 has broader tracked provider coverage for fallback and procurement flexibility.
  • GLM-4.6 uniquely exposes Structured outputs in local model data.
  • Local decision data tags GLM-4.6 for RAG, Long context, and Classification.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate GLM-4.6

Composer 2.5

$1,025

Cheapest tracked route/tier: Cursor Standard async

GLM-4.6

$787

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $238. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Composer 2.5 -> GLM-4.6
  • No overlapping tracked provider route is sourced for Composer 2.5 and GLM-4.6; plan for SDK, billing, or endpoint changes.
  • GLM-4.6 is $0.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Function calling, Tool use, and Code execution before moving production traffic.
  • GLM-4.6 adds Structured outputs in local capability data.
GLM-4.6 -> Composer 2.5
  • No overlapping tracked provider route is sourced for GLM-4.6 and Composer 2.5; plan for SDK, billing, or endpoint changes.
  • Composer 2.5 is $0.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Composer 2.5 adds Function calling, Tool use, and Code execution in local capability data.

Specs

Specification
Released2026-05-182025-01-01
Context window1m198k
Parameters355B (32B active)
Architecture-Decoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeNot releasedUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeComposer 2.5GLM-4.6
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.
$0.39/1M 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.
$1.90/1M tokens
Providers

Capabilities

CapabilityComposer 2.5GLM-4.6
VisionNoNo
MultimodalNoNo
ReasoningNoNo
Function callingYesNo
Tool useYesNo
Structured outputsNoYes
Code executionYesNo
IDE integrationYesNo
Computer useNoNo
Parallel agentsYesNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on function calling: Composer 2.5, tool use: Composer 2.5, structured outputs: GLM-4.6, and code execution: Composer 2.5. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Composer 2.5 lists tiered pricing: Standard async is $0.50/1M input and $2.50/1M output; Fast interactive is $3/1M input and $15/1M output, while GLM-4.6 lists $0.39/1M input and $1.90/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts GLM-4.6 lower by about $0.26 per million blended tokens. For tiered rows, this cheapest-track view can understate interactive or fast-lane spend, so compare the tier you will actually use. Availability is 1 providers versus 4, so concentration risk also matters.

Choose Composer 2.5 when coding workflow support and larger context windows are central to the workload. Choose GLM-4.6 when provider fit, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Composer 2.5 or GLM-4.6?

Composer 2.5 supports 1m tokens, while GLM-4.6 supports 198k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is cheaper, Composer 2.5 or GLM-4.6?

Composer 2.5 lists tiered pricing: Standard async is $0.50/1M input and $2.50/1M output; Fast interactive is $3/1M input and $15/1M output. GLM-4.6 lists $0.39/1M input and $1.90/1M output tokens on the cheapest tracked provider. Compare the tier you will actually use; cheap async pricing can overstate savings for interactive workflows. Provider discounts or batch pricing can still change the final bill.

Is Composer 2.5 or GLM-4.6 open source?

Composer 2.5 is listed under Proprietary. GLM-4.6 is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for function calling, Composer 2.5 or GLM-4.6?

Composer 2.5 has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for tool use, Composer 2.5 or GLM-4.6?

Composer 2.5 has the clearer documented tool use signal in this comparison. If tool use is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Composer 2.5 and GLM-4.6?

Composer 2.5 is available on Cursor. GLM-4.6 is available on Fireworks AI, OpenRouter, Vercel AI Gateway, and Novita AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.