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Moondream: Moondream 3.1

moondream/moondream3-1-9b-a2b
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Moondream 3.1 is a vision-language model from Moondream, the successor to Moondream 3 Preview, with 9B total parameters and 2B active (mixture-of-experts).

Modalities
In / out per 1M$0.30 / $2.50
Context31K
ReleasedOct 15, 2026

Providers

1 provider serves this model upstream.

Providers serving this model
ProviderInput /MOutput /MCache read /MLatency P50Throughput P50Uptime
Prime Intellectfp8$0.30$2.50Variable0.68s168 tps100%

Market-wide measurements, refreshed every 15 minutes. They describe who serves Moondream 3.1 in general, not how ProjectCOZY routes your requests.

Pricing

List rates per 1M tokens — what Moondream 3.1 costs pay-as-you-go elsewhere, not what you pay here.

Input
$0.30
per 1M tokens
Output
$2.50
per 1M tokens
Cache read
—
not published
Included in every pass
Moondream 3.1 is included in every ProjectCOZY pass at no extra cost — one flat rate, no per-token metering. The rates above are there for comparison.

Performance

Time to first token and output speed across every provider, over the last 3 days.

0.0s10.0s20.0s30.0s40.0s
Oct 16, 12 AMOct 16, 8 AMOct 16, 5 PMOct 17, 6 AMOct 17, 10 PMOct 18, 8 AMOct 19, 1 AM
Median 90th percentile 99th percentile
0 tok/s200 tok/s400 tok/s600 tok/s800 tok/s
Oct 16, 12 AMOct 16, 8 AMOct 16, 5 PMOct 17, 6 AMOct 17, 10 PMOct 18, 8 AMOct 19, 1 AM
Median 90th percentile 99th percentile

Uptime

100% of requests were served successfully over the last 3 days, across all providers.

Last 3 daysAvailability 99.25%
Oct 16, 11:00 AMNow
Availability over the last 24 hoursAvailability 99.62%
100% 95% 90% 85%
Oct 18, 11:40 AMNow

Apps

Tools that most often run Moondream 3.1, by tokens this week.

Hello HavenPersonal Agent · 36.6% of tokens595.4KJanitor AIRoleplay · 22.6% of tokens367.4KSillyTavernRoleplay · 18.4% of tokens299.7KSophia's LoreBaryRoleplay · 11.6% of tokens188.4KJarvis CLI10.8% of tokens175.3K

Activity

42.5M tokens processed market-wide in the last month.

010.0M20.0M30.0M40.0M
Oct 15Oct 16Oct 17Oct 18Oct 19
Tokens

FAQ

Which model id do I use for Moondream 3.1?
moondream/moondream3.1-9b-a2b. Send it as the model field from any OpenAI-compatible client, against http://192.168.1.55/v1.
How much context does Moondream 3.1 hold?
32,000 tokens per request, of which up to 4,096 can be the response.
What can it accept and return?
Input: text, image. Output: text.
What does Moondream 3.1 cost on a pass?
Nothing beyond the pass itself. Pay-as-you-go elsewhere it lists at $0.30 per 1M input tokens and $2.50 per 1M output tokens.
Who built Moondream 3.1?
Moondream, in the Moondream family.

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