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ModelCap

Model decision surface

Compare AI models

Start with LongCat 2.0 and Muse Glimmer 30B, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.

Current public data

LongCat 2.0 vs Muse Glimmer 30B

Live dataset updated 9/9/2026, 8:46:14 PM UTC

Open 1200×630 evidence receipt
Factual comparison of LongCat 2.0 and Muse Glimmer 30B
Field
ModelCap position#10#28
Index score79.068.4
EvidenceEstimatedglobal-corpus-prior over 182 held-out anchors (7%); launch card against 4 resolved peers on 6 rows (93%); no cross-lab optimism probe available; shrunk 2 toward the measured corpusMeasuredpublisher-corpus-prior over 182 held-out anchors (37%); 1 specialist-board observation at 1.3% support (21%); launch card against 2 resolved peers on 12 rows (42%); exceeds every named peer on 6 of 12 rows; optimism haircut 0 from cross-lab-probe; shrunk 8.1 up toward the measured corpus
Input / 1M$0.30$0.30
Output / 1M$1.20$1.10
Pricing statusfreshfresh
Context1M131K
Providers14
Weight accessOpen weightsOpen weights

Decision facts

  • LongCat 2.0 is #10; Muse Glimmer 30B is #28 on the same current language board.
  • Index scores are 79.0 for LongCat 2.0 and 68.4 for Muse Glimmer 30B. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: LongCat 2.0 is Estimated; Muse Glimmer 30B is Measured.
  • Listed output price per 1M tokens is $1.20 for LongCat 2.0 and $1.10 for Muse Glimmer 30B. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $1.20 for LongCat 2.0 versus $1.15 for Muse Glimmer 30B. Muse Glimmer 30B costs 4.2% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.
  • Published context is 1,048,756 tokens for LongCat 2.0 and 131,072 for Muse Glimmer 30B.
  • ModelCap currently lists 1 providers for LongCat 2.0 and 4 for Muse Glimmer 30B.

These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.

Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.