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Muse Glimmer 30B (high) vs GPT-6 Luna (medium)

Results updated 6 November 2026 · In Terminus-2 and Codex, so part of any gap can come from the harness · How we benchmark

Verdict

Muse Glimmer 30B (high)64Geospatial Agent Index · rank 59 of 89
GPT-6 Luna (medium)57Geospatial Agent Index · rank 68 of 89

Muse Glimmer 30B (high) beats GPT-6 Luna (medium) by 7 points; GPT-6 Luna (medium) is cheaper and faster.

Cost per task
$0.078 vs $0.0026
Time per task
3.0 min vs 0.4 min
Tokens per attempt
343k vs 86k
Image input
Yes vs Yes

Muse Glimmer 30B (high), Terminus-2 scores higher than GPT-6 Luna (medium), Codex on all 3 evaluations scored for both. GPT-6 Luna (medium), Codex is cheaper and faster: $0.0026 against $0.078 per task, and 0.4 min against 3.0 min.

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workMuse Glimmer 30B (high)GPT-6 Luna (medium)
Climate and time series6248
Change detection5648
GIS analysis6965
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: Muse Glimmer 30B (high), Terminus-2 · GPT-6 Luna (medium), Codex.

Side by side

Muse Glimmer 30B (high), Terminus-2 vs. GPT-6 Luna (medium), Codex
MetricMuse Glimmer 30B (high), Terminus-2GPT-6 Luna (medium), Codex
Geospatial Agent Index: Text only6457
Geospatial Agent Index: Text + visionNo data59
Earth-Bench V2 score6050
GeoBenchX score6157
GS-QA2 score7065
Vision agents scoreNo data64
GeoAgentBench score (Guided workflows; not in the Agent Index)7994
GeoAnalystBench score (Guided workflows; not in the Agent Index)5889
OGD4All score (standalone; in no index)95No data
GeoNatureAgent score (standalone; in no index)100No data
MultiGlobeQA score (standalone; in no index)72No data
GeoAgentEval score (standalone; in no index)92No data
ImpactMesh score (standalone; in no index)No dataNo data
Remote sensing and raster analysis score6464
Change detection score5648
GIS analysis score6965
Climate and time series score6248
Making maps score7575
Cost per task$0.078$0.0026
Time per task (at 100 output tokens/s)3.0 min0.4 min
Tokens per attempt343k86k
Turns per attempt25.36.4
Input price per 1M tokens$0.35$0.10
Output price per 1M tokens$1.50$0.50
Context window131,0721,050,000
Image inputYesYes
DeveloperMetaOpenAI

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Muse Glimmer 30B (high), Terminus-2 or GPT-6 Luna (medium), Codex?
Muse Glimmer 30B (high), Terminus-2, 64 to 57.
Which is cheaper per task, Muse Glimmer 30B (high), Terminus-2 or GPT-6 Luna (medium), Codex?
GPT-6 Luna (medium), Codex, $0.0026 to $0.078.
Which writes fewer output tokens per task, Muse Glimmer 30B (high), Terminus-2 or GPT-6 Luna (medium), Codex?
GPT-6 Luna (medium), Codex, 1k to 11k.
Which has the larger context window, Muse Glimmer 30B (high), Terminus-2 or GPT-6 Luna (medium), Codex?
GPT-6 Luna (medium), Codex, 1,050,000 tokens to 131,072 tokens.