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Comparison · 2 models · Updated Nov 2, 2026

CoBuddy vs Muse Glimmer 30B

Muse Glimmer 30B comes out ahead, 53 to 46 on our weighted score, though CoBuddy is 6% cheaper per token.

  1. Baidu

    CoBuddy

    Released May 6, 2026

    46/100
    • ECI—
    • Price$0.28 / $1.13
    • Context131K
  2. Our pick

    Meta

    Muse Glimmer 30B

    Released Aug 10, 2026

    53/100
    • ECI—
    • Price$0.30 / $1.20
    • Context131K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Muse Glimmer 30B is our pick

Muse Glimmer 30B is the better all-round choice, scoring 53/100 against CoBuddy (46). It leads on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceCoBuddyCoBuddy $0.492 · Muse Glimmer 30B $0.525 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameCoBuddy 131,072 · Muse Glimmer 30B 131,072 tokens
  • Widest inputsMuse Glimmer 30BCoBuddy: Text · Muse Glimmer 30B: Text, Images
  • Self-hostingMuse Glimmer 30BPublishes downloadable weights (Apache 2.0)
How the score is built
MeasureWeightCoBuddyMuse Glimmer 30B
Price50%6260
Inputs & features30%3560
Context window20%2525
Overall100%46/10053/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

CoBuddy vs Muse Glimmer 30B specifications side by side
SpecificationCoBuddyBaiduMuse Glimmer 30BMeta
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.28 (best)$0.30
Output$1.13 (best)$1.20
Cached input——
Blended (3:1)$0.492 (best)$0.525
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 11 providers
Limits
Context window131,072 tokens131,072 tokens
Max output65,536 tokens131,072 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryOpenApache 2.0
API model ID——
API providers113 (best)
ReleasedMay 6, 2026Aug 10, 2026
Knowledge cutoff—Jan 4, 2026
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • CoBuddy$5.06
  • Muse Glimmer 30B$5.40
04 — Questions

Which should you choose?

Which is better: CoBuddy or Muse Glimmer 30B?

Muse Glimmer 30B is the better all-round choice, scoring 53/100 against CoBuddy (46). It leads on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, CoBuddy or Muse Glimmer 30B?

CoBuddy is cheaper at $0.28 input / $1.13 output per million tokens (median across 1 API provider). Muse Glimmer 30B costs $0.30 input / $1.20 output per million tokens (median across 11 API providers). At a typical mix of three input tokens to one output token, that is $0.492 per million tokens for CoBuddy versus $0.525 for Muse Glimmer 30B (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. CoBuddy has not been scored yet and Muse Glimmer 30B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for CoBuddy and Muse Glimmer 30B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

CoBuddy and Muse Glimmer 30B share the same 131,072-token context window. Maximum output per response: CoBuddy up to 65,536, Muse Glimmer 30B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

CoBuddy accepts text; Muse Glimmer 30B accepts text and images. Muse Glimmer 30B handles the widest range of inputs.

Are any of these open source?

Muse Glimmer 30B publishes its weights (Apache 2.0) and can be self-hosted; CoBuddy is proprietary.

Which is newer?

Muse Glimmer 30B is the newest, released Aug 10, 2026. CoBuddy came out May 6, 2026. Knowledge cutoff: Muse Glimmer 30B Jan 4, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.