# Muse Glimmer 30B vs Ornith-1.0-9B

> Side-by-side benchmark comparison for Muse Glimmer 30B and Ornith-1.0-9B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-glimmer-30b-vs-ornith-1-0-9b
- Last updated: September 24, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Muse Glimmer 30B and Ornith-1.0-9B share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ornith-1.0-9B has the larger published context window at 256K.

## Model Snapshot

| Property | Muse Glimmer 30B | Ornith-1.0-9B |
|----------|----------|----------|
| Creator | Meta | DeepReinforce AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 256K |
| Independent public score (not head-to-head) | 41.73 | null |
| Benchmarks Covered | 14 | 7 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 27.6 (Estimated · #72/105)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 75.5% | Coming soon | Coming soon |
| DeepSearchQA | 74.6% | Coming soon | Coming soon |
| skillsBench | 44.3% | Coming soon | Coming soon |
| OSWorld-Verified | 65.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 43.1% | Coming soon |
| Claw-Eval | Coming soon | 63.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 36.3 (Estimated · #69/135)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 51.2% | 42.9% | Muse Glimmer 30B |
| SWE-bench Verified | 76% | 69.4% | Muse Glimmer 30B |
| Terminal-Bench 2.1 | 51.7% | 43.1% | Muse Glimmer 30B |
| SciCode | 43.6% | Coming soon | Coming soon |
| SWE Multilingual | Coming soon | 52% | Coming soon |
| NL2Repo | Coming soon | 27.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 79.3 (Unranked · 2 rankable rows)
- Ornith-1.0-9B public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 46.3 (#42/50)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 78.8% | Coming soon | Coming soon |
| ScreenSpot Pro | 75.4% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 75.8% | Coming soon | Coming soon |
| MMMU-Pro | 74% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 43.9 (Estimated · #75/158)
- Ornith-1.0-9B public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 77.7 (#55/124)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 77% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Muse Glimmer 30B public-lane score: 75.4 (Unranked · 1 rankable row)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | Muse Glimmer 30B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 94.7% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Muse Glimmer 30B and Ornith-1.0-9B?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Muse Glimmer 30B vs Ornith-1.0-397B](/compare/muse-glimmer-30b-vs-ornith-1-0-397b)
- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Muse Glimmer 30B vs Ornith-1.0-35B](/compare/muse-glimmer-30b-vs-ornith-1-0-35b)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)

## Explore More

- [Muse Glimmer 30B profile](/models/muse-glimmer-30b)
- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)