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Home/Best Muse Glimmer 30B Alternatives
Best alternative: Claude Fable 5.1Alternatives

Best Muse Glimmer 30B Alternatives

Claude Fable 5.1 is the strongest alternative to Muse Glimmer 30B — it scores 100 vs 80 on coding at $10/1M input (Muse Glimmer 30B costs $0.35/1M). GPT-5.6 Luna is the budget swap: $0.2/1M input is 43% cheaper. Kimi K3 is the top open-weight option if you want a model you can self-host.

Last verified Sep 3, 2026/Model data modified Sep 3, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
AnthropicPremium
Input cost
$10.00/1M
Context
1M tokens
Speed
Deliberate

Clear recommendation block

The safest muse glimmer 30B alternatives default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

Claude Fable 5.1

View
Why this recommendation

Claude Fable 5.1 is the strongest answer here for muse glimmer 30B alternatives — pick it when quality of output matters more than the $10.00/1M/1M input you pay for it.

AnthropicPremium
Best for
Frontier agentic coding, long-horizon autonomous work, and agentic scientific research
Price
$10.00/1M
Context
1M tokens
Best value model

Kimi K3

View
Why this recommendation

Kimi K3 handles the same job for about 70% less per token. Start here and only move up if the output is not good enough.

MoonshotPremium
Best for
Frontier-level reasoning and agentic coding
Price
$3.00/1M
Context
1M tokens
Best for speed

Muse Glimmer 30B

View
Why this recommendation

Muse Glimmer 30B is the fastest of these for muse glimmer 30B alternatives — worth it when latency is what the reader notices, not the last few points of reasoning depth.

MetaBudget
Best for
Local and self-hosted agents that run continuously
Price
$0.35/1M
Context
131k tokens

Why this page recommends it

Claude Fable 5.1 beats Muse Glimmer 30B on coding (100 vs 80) at $10/1M input tokens.

GPT-5.6 Luna cuts input cost by 43% ($0.2 vs $0.35/1M) while scoring 88/100 on coding.

Kimi K3 is open-weight — self-host it or run it via low-cost API providers at $3/1M input.

Decision notes

Choose Claude Fable 5.1 when you want the closest overall replacement — it targets frontier agentic coding, long-horizon autonomous work, and agentic scientific research.

Choose GPT-5.6 Luna when token volume matters more than peak quality — it is 43% cheaper on input.

Staying with Meta? Muse Spark is the strongest in-house switch at $1.25/1M input.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the muse glimmer 30B alternatives answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Fable 5.191 pts
#2Claude Fable 591 pts
#3Kimi K388 pts
#4Muse Spark88 pts
#5GPT-5.6 Luna82 pts
Quality first

Claude Fable 5.1

Anthropic / Premium / Sep 3, 2026

91

New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$10.00/1M
$50.00/1M out
Speed
Deliberate
2/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need low latency, or your workload is uncached and cost-sensitive — Claude Opus 5 is half the base price and within a few points on agentic coding.

Recommended comparisons

Where the muse glimmer 30B alternatives recommendation shifts once you weigh price or latency differently.

MetaBudgetBest alternative: Claude Fable 5.1

Muse Glimmer 30B

Apache 2.0 agent model that runs on a 24GB GPU.

Best use case
Local and self-hosted agents that run continuously
Input
$0.35/1M
Pricing
Budget
Speed
Fast
Context
131k tokens
Open weightsApache 2.0Agentic
AnthropicPremiumOption 2

Claude Fable 5.1

New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

Best use case
Frontier agentic coding, long-horizon autonomous work, and agentic scientific research
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderFrontierAgentic
OpenAIBudgetOption 3

GPT-5.6 Luna

Best budget model from a frontier lab — near-frontier scores at commodity price.

Best use case
Cheap high-throughput summarization, drafting, and routine agent steps
Input
$0.20/1M
Pricing
Budget
Speed
Fast
Context
1.1M tokens
BudgetFastHigh volume
MoonshotPremiumOption 4

Kimi K3

Closest Chinese challenger to the frontier — #4 overall on intelligence.

Best use case
Frontier-level reasoning and agentic coding
Input
$3.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Open weightsReasoningFlagship
MetaBalancedOption 5

Muse Spark

Best-value multimodal agentic model — GPT-5.5-tier smarts, video/audio/PDF in.

Best use case
Agentic tool-use and multimodal reasoning at aggressive pricing
Input
$1.25/1M
Pricing
Balanced
Speed
Balanced
Context
1.0M tokens
MultimodalAgenticValue
AnthropicPremiumOption 6

Claude Fable 5

New global #1 — 80.3% SWE-Bench Pro, the most capable model generally available.

Best use case
The hardest coding tasks, autonomous multi-step agents, and frontier-grade reasoning
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderSWE-Bench Pro #1Mythos-class

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Fable 5.1Anthropic$10.00/1M$50.00/1M$2001M tokensDeliberate10098100
Muse Glimmer 30BMeta$0.35/1M$1.50/1M$6.50131k tokensFast807476
GPT-5.6 LunaOpenAI$0.20/1M$1.20/1M$4.401.1M tokensFast888584
Kimi K3Moonshot$3.00/1M$15.00/1M$601M tokensDeliberate969093

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for muse glimmer 30B alternatives, what it is genuinely good at, and where we would steer you away from it.

Claude Fable 5.1

Best alternative: Claude Fable 5.1Anthropic

Ranked first here for muse glimmer 30B alternatives: 100/100 on coding, with the widest margin of anything in this line-up.

Anthropic's September 1, 2026 frontier release and the new capability ceiling for coding, agents, and scientific work. Base pricing is unchanged at $10/$50, but cache reads dropped 75% to $0.25/1M — roughly 25% cheaper on typical workloads and up to 45% cheaper on agentic ones. 1M context, 128K output, adaptive thinking always on.

Input
$10.00/1M
Output
$50.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Agentic scientific research — 52.6% on Terminal-Bench-Science 0.1, more than double Fable 5's 24.7%
  • Long-running autonomous coding agents that plan, run, and debug across a whole repository
  • Cache-heavy agent loops where the 75% cache-read cut ($1.00 → $0.25 per 1M) is the real saving

Where it wins

  • 52.6% Terminal-Bench-Science 0.1 — 2.1x Fable 5 (24.7%), well clear of Opus 5 (29.0%) and GPT-5.6 Sol (22.4%)
  • 55.8% Terminal-Bench 4.0 agentic coding, ahead of Opus 5 (52.3%) and Fable 5 (42.0%)
  • Cache reads cut 75% to $0.25/1M — ~25% cheaper for typical use, ~45% for heavily agentic work
  • Independent Vals AI evaluation ranks it #1 of 51 on the Vals Index, #1 on LiveCodeBench (90.5%) and MMLU Pro (92.4%)
  • 1M-token context and 128K max output at standard rates, with adaptive thinking always enabled

Where it falls down

  • Base rates are still $10/$50 per 1M — double Claude Opus 5 for anything that is not cache-heavy
  • Anthropic published no SWE-bench Verified or SWE-bench Pro figure for 5.1 at launch
  • On Claude Pro it only runs on pay-as-you-go credits; Max includes it up to 50% of weekly limits
  • Deliberate, high-latency profile — the wrong choice for interactive, latency-bound apps

Skip it if

You need low latency, or your workload is uncached and cost-sensitive — Claude Opus 5 is half the base price and within a few points on agentic coding.

Our verdict

The new frontier leader, and the rare upgrade that costs less than the model it replaces. Base $10/$50 pricing did not move, but a 75% cut to cache reads makes typical workloads ~25% cheaper than Fable 5 and heavily agentic ones ~45% cheaper — while more than doubling Fable 5 on agentic science and beating Opus 5 on agentic coding. If you were already on Fable 5, switching is a straight win. If you were on Opus 5 for the price, it still costs 2x on uncached tokens.

Full pricing, benchmark table and release notes on the Claude Fable 5.1 page.

Muse Glimmer 30B

Meta

The fastest model in this shortlist for muse glimmer 30B alternatives. Pick it when turnaround is what your readers or users notice.

Meta's return to genuine open source — a 30B dense model under Apache 2.0, built for always-on agents rather than chat, and the first release from Meta Superintelligence Labs.

Input
$0.35/1M
Output
$1.50/1M
Context
131k tokens
Speed
Fast

What people actually use it for

  • Always-on local agents that make many sequential tool calls and must recover from failures
  • Commercial products that need unrestricted weights — Apache 2.0, no usage caps or redistribution limits
  • Running a capable agent model on a single 24GB or 32GB GPU via quantisation

Where it wins

  • 76.0% on SWE-bench Verified — strong for a 30B dense model
  • Apache 2.0 licence with no restrictions on commercial use, modification or redistribution
  • Designed for long tool-call chains and failure recovery, with multimodal input and reasoning

Where it falls down

  • Qwen3.6-27B beats it on several practical agent and multimodal tests in Meta's own comparison table
  • Meta publishes no first-party API price — you pay a third-party host or run it yourself
  • 131K context is small next to the 1M-token field

Skip it if

You need a large context window or the strongest agent scores at this size — check Qwen's 27B first.

Our verdict

The best Apache 2.0 agent model you can run on consumer hardware right now. Pick it when licence freedom and local execution matter more than the last few benchmark points — otherwise Qwen3.6-27B edges it on agent tasks.

Full pricing, benchmark table and release notes on the Muse Glimmer 30B page.

GPT-5.6 Luna

OpenAI

Also worth a look for muse glimmer 30B alternatives, at 88/100 on the coding axis.

Input
$0.20/1M
Output
$1.20/1M
Context
1.1M tokens
Speed
Fast

Best budget model from a frontier lab — near-frontier scores at commodity price. Full GPT-5.6 Luna review →

Kimi K3

Moonshot

The cost-conscious pick for muse glimmer 30B alternatives, about 70% less per token than Claude Fable 5.1 than the top choice while holding 96/100 on coding.

Input
$3.00/1M
Output
$15.00/1M
Context
1M tokens
Speed
Deliberate

Closest Chinese challenger to the frontier — #4 overall on intelligence. Full Kimi K3 review →

Explore related decisions

Meta
Muse Glimmer 30BApache 2.0 agent model that runs on a 24GB GPU.Read guide
Anthropic
Claude Fable 5.1New frontier leader — better than Fable 5 on every published benchmark, and cheaper…Read guide
Alternatives
Best Claude Fable 5.1 AlternativesLooking for a Claude Fable 5.1 alternative? Compare 4 rivals on real capability scores…Read guide
Guide
Best Cheap AIThe cheapest AI models ranked by real value: GPT-4o Mini at $0.15/1M, Gemini Flash…Read guide
Tool
Compare models side by sidePick any two models and see pricing, benchmarks, and context windows in one table.Read guide

Quick links

Browse all modelsCompare pricingView Muse Glimmer 30BView Claude Fable 5.1View GPT-5.6 Luna

How we evaluate AI models

UseRightAI recommendations are based on practical decision factors people actually feel in day-to-day use.

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FAQ

What is the best alternative to Muse Glimmer 30B?

Claude Fable 5.1 is the strongest overall alternative. It scores 100/100 on coding (Muse Glimmer 30B: 80/100) and costs $10/1M input vs $0.35/1M. New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

What is the cheapest good alternative to Muse Glimmer 30B?

GPT-5.6 Luna at $0.2/1M input — 43% cheaper than Muse Glimmer 30B's $0.35/1M. It scores 88/100 on coding, so expect a quality step down on the hardest tasks.

Is there an open-source alternative to Muse Glimmer 30B?

Yes — Kimi K3 is the strongest open-weight replacement for Muse Glimmer 30B, scoring 96/100 on coding against Muse Glimmer 30B's 80/100. You can self-host it or run it through hosted APIs at $3/1M input (Muse Glimmer 30B costs $0.35/1M), with no per-seat subscription. Self-hosting trades the licence saving for infrastructure you have to run, so it pays off at sustained volume rather than for occasional use.

What is the best Meta alternative to Muse Glimmer 30B?

Muse Spark — same provider, same API surface, $1.25/1M input vs $0.35/1M. Best-value multimodal agentic model — GPT-5.5-tier smarts, video/audio/PDF in.

Is Muse Glimmer 30B still worth using in 2026?

The best Apache 2.0 agent model you can run on consumer hardware right now.