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Check image counts against the limits vendors state

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This commit is contained in:
Thorsten Sommer 2026-09-12 19:32:08 +02:00
parent 8468cdc7be
commit 4d43164577
Signed by untrusted user who does not match committer: tsommer
GPG Key ID: 371BBA77A02C0108
10 changed files with 561 additions and 283 deletions
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15
app/MindWork AI Studio/Assistants/VisualBriefing/VisualBriefingBuildOrchestrator.Inputs.cs
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@ -277,6 +277,21 @@ internal sealed partial class VisualBriefingBuildOrchestrator
VisualBriefingBuildStage.SOURCE_PREPARATION, VisualBriefingBuildStage.SOURCE_PREPARATION,
"The selected model cannot process the number of source images and visual assets.", "The selected model cannot process the number of source images and visual assets.",
$"ImageCount={imageSources.Length}; SingleImage={profile.Has(Capability.SINGLE_IMAGE_INPUT)}; MultipleImages={profile.Has(Capability.MULTIPLE_IMAGE_INPUT)}."); $"ImageCount={imageSources.Length}; SingleImage={profile.Has(Capability.SINGLE_IMAGE_INPUT)}; MultipleImages={profile.Has(Capability.MULTIPLE_IMAGE_INPUT)}.");
//
// And then the number, where a vendor has stated one. Without it, "takes several images"
// is all the check above can ask, and a briefing of two hundred pictures passes it only to
// be refused by the provider after everything has been read, uploaded and paid for.
//
// No limit is invented where none is documented. A model whose vendor says nothing keeps
// the answer it has always had, which is that several means several.
//
if (profile.Images.MaxInOneMessage is { } allowed && imageSources.Length > allowed)
throw new VisualBriefingBuildException(
VisualBriefingFailureCode.MODEL_CAPABILITY_MISSING,
VisualBriefingBuildStage.SOURCE_PREPARATION,
$"The selected model accepts at most {allowed} images at once, and this briefing uses {imageSources.Length}.",
$"ImageCount={imageSources.Length}; MaxPerMessage={profile.Images.MaxPerMessage}; MaxPerRequest={profile.Images.MaxPerRequest}.");
} }
/// <summary> /// <summary>

63
app/MindWork AI Studio/Models/Anthropic/ClaudeFamily.cs
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@ -1,3 +1,5 @@
using AIStudio.Models.Matching;
using static AIStudio.Provider.Capability; using static AIStudio.Provider.Capability;
namespace AIStudio.Models.Anthropic; namespace AIStudio.Models.Anthropic;
@ -14,15 +16,62 @@ namespace AIStudio.Models.Anthropic;
/// Claude nobody has written a rule for yet is still a Claude, and every one of them so far reads /// Claude nobody has written a rule for yet is still a Claude, and every one of them so far reads
/// images and calls tools. It answers for whole name parts, so every rule bound to the start of a /// images and calls tools. It answers for whole name parts, so every rule bound to the start of a
/// name beats it, whatever their lengths -- which is what lets it sit first and mean "unless". /// name beats it, whatever their lengths -- which is what lets it sit first and mean "unless".
///
/// The one thing no rule below states is how many images a Claude takes. Anthropic ties that number
/// to the context window instead of to the model, so it is worked out afterwards rather than written
/// on every line which sets a window.
/// </remarks> /// </remarks>
public sealed class ClaudeFamily : ModelFamily public sealed class ClaudeFamily : ModelFamily
{ {
/// <summary>
/// The window every Claude has unless its own rule states the larger one.
/// </summary>
private const int STANDARD_WINDOW = 200_000;
/// <summary>
/// The window of the Claude models which read a million tokens.
/// </summary>
private const int LARGE_WINDOW = 1_000_000;
/// <summary>
/// How many images one request may carry when the model has the standard window.
/// </summary>
private const int IMAGES_PER_REQUEST_STANDARD_WINDOW = 100;
/// <summary>
/// How many images one request may carry for every other Claude.
/// </summary>
private const int IMAGES_PER_REQUEST_OTHERWISE = 600;
/// <inheritdoc /> /// <inheritdoc />
public override ModelVendor Vendor => ModelVendor.ANTHROPIC; public override ModelVendor Vendor => ModelVendor.ANTHROPIC;
/// <inheritdoc /> /// <inheritdoc />
public override ModelSource Source => new("https://platform.claude.com/docs/en/build-with-claude/context-windows", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.Anthropic.cs: one shape for all of Claude, and one sentence per generation about how it thinks. The context window page names the models with a 1M window and says every other Claude has 200k."); public override ModelSource Source => new("https://platform.claude.com/docs/en/build-with-claude/context-windows", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.Anthropic.cs: one shape for all of Claude, and one sentence per generation about how it thinks. The context window page names the models with a 1M window and says every other Claude has 200k.");
/// <inheritdoc />
public override IReadOnlyList<ModelSource> FurtherSources =>
[
new("https://platform.claude.com/docs/en/build-with-claude/vision", new DateOnly(2026, 9, 12), "The vision page gives the image limit as a rule rather than as a number per model: 100 images per request on the API for models with a 200k-token context window, 600 per request for all other models. The 20 it also names belongs to claude.ai, not to the API.")
];
/// <inheritdoc />
/// <remarks>
/// Anthropic states no image limit per model. They state a rule which reads off the context
/// window, and this is that rule -- written once rather than repeated as a number on every line
/// which sets a window. Two statements of one fact drift apart, and the way they drift here is
/// silent: the next Claude with the larger window would quietly keep the smaller limit because
/// somebody wrote one number and not the other.
/// </remarks>
public override ModelProfile Refine(in ModelId id, in ModelProfile selected)
{
if (!selected.Context.IsKnown)
return selected;
var perRequest = selected.Context.DefaultTokens is STANDARD_WINDOW ? IMAGES_PER_REQUEST_STANDARD_WINDOW : IMAGES_PER_REQUEST_OTHERWISE;
return selected with { Images = new ImageLimits(null, perRequest) };
}
/// <inheritdoc /> /// <inheritdoc />
protected override void Declare(ModelFamilyBuilder builder) protected override void Declare(ModelFamilyBuilder builder)
{ {
@ -35,7 +84,7 @@ public sealed class ClaudeFamily : ModelFamily
builder.Rule("claude").AsSegment() builder.Rule("claude").AsSegment()
.Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING) .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
.Apis(CHAT_COMPLETION_API) .Apis(CHAT_COMPLETION_API)
.ContextWindow(200_000); .ContextWindow(STANDARD_WINDOW);
// //
// The 3.x models say nothing beyond the shape above, so nothing is written for them: the // The 3.x models say nothing beyond the shape above, so nothing is written for them: the
@ -57,22 +106,22 @@ public sealed class ClaudeFamily : ModelFamily
// through 4.8 and Sonnet 4.6 have the 1M window, while the 4.0, 4.1 and 4.5 models of the // through 4.8 and Sonnet 4.6 have the 1M window, while the 4.0, 4.1 and 4.5 models of the
// same prefixes keep the 200k they were released with. // same prefixes keep the 200k they were released with.
// //
builder.Rule("claude-opus-4-6").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(1_000_000); builder.Rule("claude-opus-4-6").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(LARGE_WINDOW);
builder.Rule("claude-opus-4-7").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(1_000_000); builder.Rule("claude-opus-4-7").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(LARGE_WINDOW);
builder.Rule("claude-opus-4-8").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(1_000_000); builder.Rule("claude-opus-4-8").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(LARGE_WINDOW);
builder.Rule("claude-sonnet-4-6").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(1_000_000); builder.Rule("claude-sonnet-4-6").AsPrefix().InheritsFrom("claude-opus-4").ContextWindow(LARGE_WINDOW);
// Opus 5 and Sonnet 5 think adaptively unless thinking is turned off: // Opus 5 and Sonnet 5 think adaptively unless thinking is turned off:
builder.Rule("claude-opus-5").AsPrefix().InheritsFrom("claude") builder.Rule("claude-opus-5").AsPrefix().InheritsFrom("claude")
.Reasoning(ReasoningSupport.ON_BY_DEFAULT) .Reasoning(ReasoningSupport.ON_BY_DEFAULT)
.ContextWindow(1_000_000); .ContextWindow(LARGE_WINDOW);
builder.Rule("claude-sonnet-5").AsPrefix().InheritsFrom("claude-opus-5"); builder.Rule("claude-sonnet-5").AsPrefix().InheritsFrom("claude-opus-5");
// Fable 5 and Mythos 5 always think, and there is no switch for it: // Fable 5 and Mythos 5 always think, and there is no switch for it:
builder.Rule("claude-fable-5").AsPrefix().InheritsFrom("claude") builder.Rule("claude-fable-5").AsPrefix().InheritsFrom("claude")
.Reasoning(ReasoningSupport.ALWAYS) .Reasoning(ReasoningSupport.ALWAYS)
.ContextWindow(1_000_000); .ContextWindow(LARGE_WINDOW);
builder.Rule("claude-mythos-5").AsPrefix().InheritsFrom("claude-fable-5"); builder.Rule("claude-mythos-5").AsPrefix().InheritsFrom("claude-fable-5");
} }

15
app/MindWork AI Studio/Models/Google/GeminiFamily.cs
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@ -26,12 +26,25 @@ public sealed class GeminiFamily : ModelFamily
/// <inheritdoc /> /// <inheritdoc />
public override ModelSource Source => new("https://ai.google.dev/gemini-api/docs/gemini-3", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.Google.cs: one shape for all of Gemini, one sentence per generation about thinking. The Gemini 3 guide states a one million token input window; the 2.5 model pages state their input limit as 1,048,576, and both numbers are written here as their page gives them."); public override ModelSource Source => new("https://ai.google.dev/gemini-api/docs/gemini-3", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.Google.cs: one shape for all of Gemini, one sentence per generation about thinking. The Gemini 3 guide states a one million token input window; the 2.5 model pages state their input limit as 1,048,576, and both numbers are written here as their page gives them.");
/// <inheritdoc />
public override IReadOnlyList<ModelSource> FurtherSources =>
[
new("https://ai.google.dev/gemini-api/docs/image-understanding", new DateOnly(2026, 9, 12), "States one number for the whole family: \"Gemini models support a maximum of 3,600 image files per request.\" The 20 MB it also names is a limit on the request body rather than on the number of images.")
];
/// <inheritdoc /> /// <inheritdoc />
protected override void Declare(ModelFamilyBuilder builder) protected override void Declare(ModelFamilyBuilder builder)
{ {
//
// Google states the image limit once, for all of Gemini, so it sits on the fallback and
// every generation inherits it. The two rules below which do not inherit from here say
// nothing about it: the live model looks at no still images at all, and for the 1.0 vision
// model Google's current pages state no number any more.
//
builder.Rule("gemini").AsSegment() builder.Rule("gemini").AsSegment()
.Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | AUDIO_INPUT | SPEECH_INPUT | VIDEO_INPUT | TEXT_OUTPUT | FUNCTION_CALLING) .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | AUDIO_INPUT | SPEECH_INPUT | VIDEO_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
.Apis(CHAT_COMPLETION_API); .Apis(CHAT_COMPLETION_API)
.Images(maxPerRequest: 3_600);
// The one Gemini which only ever read text and images: // The one Gemini which only ever read text and images:
builder.Rule("gemini-1.0-pro-vision").AsPrefix() builder.Rule("gemini-1.0-pro-vision").AsPrefix()

17
app/MindWork AI Studio/Models/ImageLimits.cs
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@ -35,4 +35,21 @@ public readonly record struct ImageLimits(int? MaxPerMessage, int? MaxPerRequest
/// Whether either of the two numbers is known. /// Whether either of the two numbers is known.
/// </summary> /// </summary>
public bool IsKnown => this.MaxPerMessage.HasValue || this.MaxPerRequest.HasValue; public bool IsKnown => this.MaxPerMessage.HasValue || this.MaxPerRequest.HasValue;
/// <summary>
/// How many images may travel in one message, as far as anybody has said.
/// </summary>
/// <remarks>
/// A message is part of a request, so a message cannot carry more than a whole request may --
/// whichever of the two numbers is smaller decides, and a number nobody stated does not decide
/// anything. Null means nobody stated either, which is a gap and never a limit of zero.
/// </remarks>
public int? MaxInOneMessage => (this.MaxPerMessage, this.MaxPerRequest) switch
{
({ } perMessage, { } perRequest) => Math.Min(perMessage, perRequest),
({ } perMessage, null) => perMessage,
(null, { } perRequest) => perRequest,
_ => null,
};
} }

11
app/MindWork AI Studio/Models/ModelFamily.cs
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@ -29,6 +29,17 @@ public abstract class ModelFamily
/// </summary> /// </summary>
public abstract ModelSource Source { get; } public abstract ModelSource Source { get; }
/// <summary>
/// The other pages this family was read from, where one was not enough.
/// </summary>
/// <remarks>
/// A vendor keeps what a model can do, how much it reads and how many images it takes on three
/// different pages often enough. The source above stays the one to start from; these are the
/// rest, and the same is asked of them -- a page and a day, so that every number in the family
/// leads back to something somebody can open.
/// </remarks>
public virtual IReadOnlyList<ModelSource> FurtherSources => [];
/// <summary> /// <summary>
/// What this family is called, which is what its rules name as their origin. /// What this family is called, which is what its rules name as their origin.
/// </summary> /// </summary>

8
app/Tests/Models/CapabilityCharacterizationTests.cs
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@ -27,11 +27,11 @@ public sealed class CapabilityCharacterizationTests
/// How many columns a snapshot line carries after the model ID. /// How many columns a snapshot line carries after the model ID.
/// </summary> /// </summary>
/// <remarks> /// <remarks>
/// The capabilities, the kind, and the context window. Adding a column to the snapshot means /// The capabilities, the kind, the context window, and the image limit. Adding a column to the
/// raising this, and forgetting to would split a line inside its last column instead of in /// snapshot means raising this, and forgetting to would split a line inside its last column
/// front of it -- which makes every model look changed at once. /// instead of in front of it -- which makes every model look changed at once.
/// </remarks> /// </remarks>
private const int TRAILING_COLUMNS = 3; private const int TRAILING_COLUMNS = 4;
[Test] [Test]
public void TheCorpusStillGetsTheAnswersTheSnapshotRecorded() public void TheCorpusStillGetsTheAnswersTheSnapshotRecorded()

48
app/Tests/Models/Corpus/CapabilitySnapshot.cs
View File

@ -38,6 +38,15 @@ public static class CapabilitySnapshot
/// </remarks> /// </remarks>
private const string NO_WINDOW = "(unknown)"; private const string NO_WINDOW = "(unknown)";
/// <summary>
/// What a model nobody stated an image limit for is written as.
/// </summary>
/// <remarks>
/// The same reasoning as the window, and the same warning against reading it as a zero: a model
/// whose vendor says nothing takes as many images as it takes, and the app treats it that way.
/// </remarks>
private const string NO_IMAGE_LIMIT = "(unknown)";
private const string HEADER = private const string HEADER =
""" """
# What the rules answer, for every model of the corpus. # What the rules answer, for every model of the corpus.
@ -46,12 +55,14 @@ public static class CapabilitySnapshot
# the diff. Every line of it is a statement about a model which somebody has to agree with. # the diff. Every line of it is a statement about a model which somebody has to agree with.
# #
# Columns are provider, model ID as the provider reports it, the capabilities sorted by # Columns are provider, model ID as the provider reports it, the capabilities sorted by
# name, what the model is made for, and its context window in tokens. The ID stands here # name, what the model is made for, its context window in tokens, and how many images it
# unchanged, so a line may well carry leading or trailing spaces. # accepts. The ID stands here unchanged, so a line may well carry leading or trailing
# spaces.
# #
# A window written as "(unknown)" is one nobody has stated a source for. That is a gap, not # A window or an image limit written as "(unknown)" is one nobody has stated a source for.
# a claim: the app then shows a person how many tokens their conversation uses without # That is a gap, not a claim: the app then shows a person how many tokens their conversation
# telling them what it may grow to. # uses without telling them what it may grow to, and it stops nobody from attaching a
# hundred pictures to a model which may well take them.
# #
# Models the audit found a wrong answer for are not in here. They live in # Models the audit found a wrong answer for are not in here. They live in
# ExpectedChanges.cs, together with the answer they have to arrive at. # ExpectedChanges.cs, together with the answer they have to arrive at.
@ -113,7 +124,32 @@ public static class CapabilitySnapshot
private static string Line(CorpusEntry entry) private static string Line(CorpusEntry entry)
{ {
var profile = entry.Provider.GetModelProfile(new Model(entry.ModelId, null)); var profile = entry.Provider.GetModelProfile(new Model(entry.ModelId, null));
return $"{entry.Provider} | {entry.ModelId} | {Describe(RebuiltRules.AsCapabilities(profile))} | {profile.Kind} | {Describe(profile.Context)}"; return $"{entry.Provider} | {entry.ModelId} | {Describe(RebuiltRules.AsCapabilities(profile))} | {profile.Kind} | {Describe(profile.Context)} | {Describe(profile.Images)}";
}
/// <summary>
/// Writes an image limit the way a snapshot line does.
/// </summary>
/// <remarks>
/// Both numbers are named where both are known, because they answer different questions and a
/// vendor may state either alone. Naming the one which happens to be smaller would turn two
/// statements into one and lose which of them was actually read from a page.
/// </remarks>
/// <param name="limits">The limits to write.</param>
/// <returns>The limits, or a marker when nobody stated any.</returns>
public static string Describe(ImageLimits limits)
{
if (!limits.IsKnown)
return NO_IMAGE_LIMIT;
var parts = new List<string>(2);
if (limits.MaxPerMessage is { } perMessage)
parts.Add($"{perMessage.ToString(CultureInfo.InvariantCulture)} per message");
if (limits.MaxPerRequest is { } perRequest)
parts.Add($"{perRequest.ToString(CultureInfo.InvariantCulture)} per request");
return string.Join(", ", parts);
} }
/// <summary> /// <summary>

530
app/Tests/Models/Corpus/CapabilitySnapshot.txt
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@ -4,272 +4,274 @@
# the diff. Every line of it is a statement about a model which somebody has to agree with. # the diff. Every line of it is a statement about a model which somebody has to agree with.
# #
# Columns are provider, model ID as the provider reports it, the capabilities sorted by # Columns are provider, model ID as the provider reports it, the capabilities sorted by
# name, what the model is made for, and its context window in tokens. The ID stands here # name, what the model is made for, its context window in tokens, and how many images it
# unchanged, so a line may well carry leading or trailing spaces. # accepts. The ID stands here unchanged, so a line may well carry leading or trailing
# spaces.
# #
# A window written as "(unknown)" is one nobody has stated a source for. That is a gap, not # A window or an image limit written as "(unknown)" is one nobody has stated a source for.
# a claim: the app then shows a person how many tokens their conversation uses without # That is a gap, not a claim: the app then shows a person how many tokens their conversation
# telling them what it may grow to. # uses without telling them what it may grow to, and it stops nobody from attaching a
# hundred pictures to a model which may well take them.
# #
# Models the audit found a wrong answer for are not in here. They live in # Models the audit found a wrong answer for are not in here. They live in
# ExpectedChanges.cs, together with the answer they have to arrive at. # ExpectedChanges.cs, together with the answer they have to arrive at.
# #
ALIBABA_CLOUD | qvq-max | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qvq-max | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen-max-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen-max-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen-mt-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen-mt-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen-plus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen-plus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen-turbo-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen-turbo-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen-vl-max | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen-vl-max | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen2.5-14b-instruct-1m | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen2.5-14b-instruct-1m | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen2.5-72b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen2.5-72b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen2.5-omni-7b | AUDIO_INPUT, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen2.5-omni-7b | AUDIO_INPUT, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen2.5-vl-72b-instruct | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen2.5-vl-72b-instruct | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3-omni-flash | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3-omni-flash | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3-vl-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3-vl-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.5-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.5-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.6-max | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.6-max | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.7-max | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.7-max | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.7-max-2026-05-17 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.7-max-2026-05-17 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.7-max-2026-06-08 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.7-max-2026-06-08 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.7-max-preview | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.7-max-preview | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.8-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.8-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.8-flash | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) ALIBABA_CLOUD | qwen3.8-flash | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwen3.8-max | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 ALIBABA_CLOUD | qwen3.8-max | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | (unknown)
ALIBABA_CLOUD | qwq-32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwq-32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ALIBABA_CLOUD | qwq-plus | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) ALIBABA_CLOUD | qwq-plus | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
ANTHROPIC | claude-3-5-haiku-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-3-5-haiku-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-3-5-sonnet-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-3-5-sonnet-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-3-7-sonnet-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-3-7-sonnet-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-3-opus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-3-opus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-7-sonnet | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-7-sonnet | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-fable-5-1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 ANTHROPIC | claude-fable-5-1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
ANTHROPIC | claude-haiku-4-5-20251001 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-haiku-4-5-20251001 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-mythos-5 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 ANTHROPIC | claude-mythos-5 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
ANTHROPIC | claude-opus-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-opus-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-opus-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 ANTHROPIC | claude-opus-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
ANTHROPIC | claude-sonnet-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 ANTHROPIC | claude-sonnet-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request
ANTHROPIC | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 ANTHROPIC | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
DEEP_SEEK | deepseek-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) DEEP_SEEK | deepseek-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
DEEP_SEEK | deepseek-reasoner | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) DEEP_SEEK | deepseek-reasoner | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
DEEP_SEEK | deepseek-v3.2-exp | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) DEEP_SEEK | deepseek-v3.2-exp | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
DEEP_SEEK | deepseek-v4 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 DEEP_SEEK | deepseek-v4 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown)
DEEP_SEEK | deepseek-v4-vision | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 DEEP_SEEK | deepseek-v4-vision | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown)
FIREWORKS | accounts/fireworks/models/deepseek-v3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) FIREWORKS | accounts/fireworks/models/deepseek-v3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
FIREWORKS | accounts/fireworks/models/llama-v3p1-405b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 FIREWORKS | accounts/fireworks/models/llama-v3p1-405b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
FIREWORKS | accounts/fireworks/models/qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) FIREWORKS | accounts/fireworks/models/qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GOOGLE | gemini-1.0-pro-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GOOGLE | gemini-1.0-pro-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GOOGLE | gemini-2.0-flash | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) GOOGLE | gemini-2.0-flash | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | 3600 per request
GOOGLE | gemini-2.0-flash-live-001 | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) GOOGLE | gemini-2.0-flash-live-001 | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, SPEECH_OUTPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
GOOGLE | gemini-2.5-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 GOOGLE | gemini-2.5-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 | 3600 per request
GOOGLE | gemini-2.5-flash-image | CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) GOOGLE | gemini-2.5-flash-image | CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) | (unknown)
GOOGLE | gemini-2.5-flash-lite | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 GOOGLE | gemini-2.5-flash-lite | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 | 3600 per request
GOOGLE | gemini-2.5-pro | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 GOOGLE | gemini-2.5-pro | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1048576 | 3600 per request
GOOGLE | gemini-3-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 GOOGLE | gemini-3-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | 3600 per request
GOOGLE | gemini-3-pro | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 GOOGLE | gemini-3-pro | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | 3600 per request
GOOGLE | gemini-3-pro-image | ALWAYS_REASONING, CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) GOOGLE | gemini-3-pro-image | ALWAYS_REASONING, CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) | (unknown)
GOOGLE | gemini-3.1-flash-image | ALWAYS_REASONING, CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | IMAGE_GENERATION | (unknown) GOOGLE | gemini-3.1-flash-image | ALWAYS_REASONING, CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | IMAGE_GENERATION | (unknown) | (unknown)
GOOGLE | gemini-flash-latest | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 GOOGLE | gemini-flash-latest | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | 3600 per request
GOOGLE | gemini-pro-latest | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 GOOGLE | gemini-pro-latest | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | 3600 per request
GROQ | llama-3.3-70b-versatile | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 GROQ | llama-3.3-70b-versatile | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
GROQ | moonshotai/kimi-k2-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GROQ | moonshotai/kimi-k2-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GROQ | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 GROQ | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown)
GROQ | qwen/qwen3-32b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GROQ | qwen/qwen3-32b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GWDG | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 GWDG | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
GWDG | deepseek-r1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GWDG | deepseek-r1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GWDG | gemma-3-27b-it | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GWDG | gemma-3-27b-it | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GWDG | gpt-5.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 GWDG | gpt-5.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
GWDG | internvl2.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GWDG | internvl2.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
GWDG | meta-llama-3.1-8b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 GWDG | meta-llama-3.1-8b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
GWDG | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) GWDG | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HELMHOLTZ | 1 - Llama3 405 the best general model | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HELMHOLTZ | 1 - Llama3 405 the best general model | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HELMHOLTZ | 10 - Muse Glimmer 30b - the newest META model | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HELMHOLTZ | 10 - Muse Glimmer 30b - the newest META model | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HELMHOLTZ | Qwen 3.8-27B with DFlash on haicluster | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HELMHOLTZ | Qwen 3.8-27B with DFlash on haicluster | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HELMHOLTZ | alias-qwen38-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HELMHOLTZ | alias-qwen38-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HETZNER | gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 HETZNER | gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown)
HETZNER | qwen3-coder-30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HETZNER | qwen3-coder-30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | HuggingFaceTB/SmolLM3-3B | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | HuggingFaceTB/SmolLM3-3B | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | Qwen/Qwen3.8-27B | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | Qwen/Qwen3.8-27B | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | google/gemma-4-31B-it:novita | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | google/gemma-4-31B-it:novita | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | meta-llama/Llama-4-Scout-17B-16E-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | meta-llama/Llama-4-Scout-17B-16E-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | meta-llama/Meta-Llama-3.1-405B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 HUGGINGFACE | meta-llama/Meta-Llama-3.1-405B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
HUGGINGFACE | mistralai/Magistral-Small-2509 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) HUGGINGFACE | mistralai/Magistral-Small-2509 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
HUGGINGFACE | openai/gpt-oss-120b:fireworks-ai | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 HUGGINGFACE | openai/gpt-oss-120b:fireworks-ai | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown)
IONOS | meta-llama/Llama-3.3-70B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 IONOS | meta-llama/Llama-3.3-70B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
IONOS | mistralai/Mistral-Small-24B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) IONOS | mistralai/Mistral-Small-24B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
LITE_LLM | anthropic/claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 LITE_LLM | anthropic/claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
LITE_LLM | azure/gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 LITE_LLM | azure/gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
LITE_LLM | the-fast-one | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) LITE_LLM | the-fast-one | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | codestral-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | codestral-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | magistral-medium-2506 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | magistral-medium-2506 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | ministral-14b-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | ministral-14b-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | ministral-3b-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | ministral-3b-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | ministral-8b-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | ministral-8b-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | mistral-large-2411 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-large-2411 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-large-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-large-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-2505 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-2505 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-2604 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-2604 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-3-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-3-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-3.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-3.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-medium-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 MISTRAL | mistral-medium-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
MISTRAL | mistral-saba-2502 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | mistral-saba-2502 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | mistral-small-2501 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | mistral-small-2501 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | mistral-small-2503 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | mistral-small-2503 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | mistral-small-2603 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | mistral-small-2603 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | mistral-small-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | mistral-small-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | open-mistral-nemo | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) MISTRAL | open-mistral-nemo | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
MISTRAL | pixtral-12b-2409 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 MISTRAL | pixtral-12b-2409 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown)
MISTRAL | pixtral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 MISTRAL | pixtral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown)
MISTRAL | voxtral-small-2507 | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) MISTRAL | voxtral-small-2507 | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) | (unknown)
NONE | gpt-5.6 | (nothing) | CHAT | (unknown) NONE | gpt-5.6 | (nothing) | CHAT | (unknown) | (unknown)
OPEN_AI | | (nothing) | CHAT | (unknown) OPEN_AI | | (nothing) | CHAT | (unknown) | (unknown)
OPEN_AI | gpt-3.5-turbo | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_AI | gpt-3.5-turbo | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_AI | gpt-3.5-turbo-16k | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_AI | gpt-3.5-turbo-16k | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_AI | gpt-4 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 OPEN_AI | gpt-4 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 | (unknown)
OPEN_AI | gpt-4-0613 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 OPEN_AI | gpt-4-0613 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 | (unknown)
OPEN_AI | gpt-4-turbo | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 OPEN_AI | gpt-4-turbo | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown)
OPEN_AI | gpt-4o | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 OPEN_AI | gpt-4o | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown)
OPEN_AI | gpt-4o-audio-preview | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | SPEECH_SYNTHESIS | 128000 OPEN_AI | gpt-4o-audio-preview | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | SPEECH_SYNTHESIS | 128000 | (unknown)
OPEN_AI | gpt-4o-mini | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 OPEN_AI | gpt-4o-mini | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown)
OPEN_AI | gpt-4o-mini-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 OPEN_AI | gpt-4o-mini-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown)
OPEN_AI | gpt-4o-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 OPEN_AI | gpt-4o-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown)
OPEN_AI | gpt-5 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5-nano | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5-nano | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5.1 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5.1 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5.1-codex | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5.1-codex | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5.2 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 OPEN_AI | gpt-5.2 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown)
OPEN_AI | gpt-5.3 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) OPEN_AI | gpt-5.3 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
OPEN_AI | gpt-5.4 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_AI | gpt-5.4 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_AI | gpt-5.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_AI | gpt-5.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_AI | gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_AI | gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_AI | gpt-6-astra | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_AI | gpt-6-astra | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_AI | gpt-6-astra-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_AI | gpt-6-astra-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_AI | o1 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 OPEN_AI | o1 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | (unknown)
OPEN_AI | o1-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_AI | o1-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_AI | o1-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 OPEN_AI | o1-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | (unknown)
OPEN_AI | o3 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 OPEN_AI | o3 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown)
OPEN_AI | o3-mini | ALWAYS_REASONING, FUNCTION_CALLING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_AI | o3-mini | ALWAYS_REASONING, FUNCTION_CALLING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_AI | o3-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 OPEN_AI | o3-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown)
OPEN_AI | o4-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 OPEN_AI | o4-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown)
OPEN_ROUTER | anthropic/claude-opus-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 OPEN_ROUTER | anthropic/claude-opus-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request
OPEN_ROUTER | deepseek/deepseek-chat-v3.1 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | deepseek/deepseek-chat-v3.1 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | deepseek/deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | deepseek/deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | google/gemini-3.7-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 OPEN_ROUTER | google/gemini-3.7-flash | ALWAYS_REASONING, AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | 1000000 | 3600 per request
OPEN_ROUTER | google/gemma-4-31b-it | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | google/gemma-4-31b-it | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | meta-llama/llama-4-maverick | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | meta-llama/llama-4-maverick | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | minimax/minimax-m2 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | minimax/minimax-m2 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | mistralai/mistral-large-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 OPEN_ROUTER | mistralai/mistral-large-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown)
OPEN_ROUTER | moonshotai/kimi-k2-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | moonshotai/kimi-k2-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | nvidia/nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | nvidia/nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | openai/gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 OPEN_ROUTER | openai/gpt-5.6 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 1050000 | (unknown)
OPEN_ROUTER | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 OPEN_ROUTER | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown)
OPEN_ROUTER | perplexity/sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) OPEN_ROUTER | perplexity/sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
OPEN_ROUTER | qwen/qwen3.8-flash-next | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) OPEN_ROUTER | qwen/qwen3.8-flash-next | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
OPEN_ROUTER | z-ai/glm-5.3 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) OPEN_ROUTER | z-ai/glm-5.3 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
PERPLEXITY | sonar | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) PERPLEXITY | sonar | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
PERPLEXITY | sonar-deep-research | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) PERPLEXITY | sonar-deep-research | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
PERPLEXITY | sonar-pro | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) PERPLEXITY | sonar-pro | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
PERPLEXITY | sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) PERPLEXITY | sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
PERPLEXITY | sonar-reasoning-pro | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) PERPLEXITY | sonar-reasoning-pro | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown)
SELF_HOSTED | | (nothing) | CHAT | (unknown) SELF_HOSTED | | (nothing) | CHAT | (unknown) | (unknown)
SELF_HOSTED | --- | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | --- | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | 01-ai/yi-large | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | 01-ai/yi-large | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | a-model-nobody-has-heard-of | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | a-model-nobody-has-heard-of | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | apertus-1.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | apertus-1.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | apriel-1.5-15b-thinker | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | apriel-1.5-15b-thinker | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | apriel-1.6-15b-thinker | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | apriel-1.6-15b-thinker | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | aya-expanse:8b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | aya-expanse:8b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | aya-vision:8b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | aya-vision:8b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | command-a-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | command-a-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | command-a-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | command-a-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | command-a-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | command-a-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | command-a:111b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | command-a:111b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | command-r7b:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | command-r7b:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | deepseek-r1:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | deepseek-r1:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | deepseek-v2.5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | deepseek-v2.5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | deepseek-v3.1:671b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | deepseek-v3.1:671b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ernie-4.5-21b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ernie-4.5-21b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ernie-4.5-vl-28b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ernie-4.5-vl-28b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ernie-x1.1-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ernie-x1.1-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | eurollm-9b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | eurollm-9b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | falcon-h1-1.5b-tool-calling | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | falcon-h1-1.5b-tool-calling | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | falcon-h1:7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | falcon-h1:7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | falcon3:10b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | falcon3:10b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma2:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma2:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma3:1b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma3:1b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma3:27b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma3:27b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma3n:e4b | AUDIO_INPUT, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma3n:e4b | AUDIO_INPUT, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma4:31b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma4:31b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gemma4:e2b | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | gemma4:e2b | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | glm-4-9b-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | glm-4-9b-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | glm-4.5v | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | glm-4.5v | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | glm-4.6:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | glm-4.6:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | glm-5-2 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | glm-5-2 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | glm-5.3-flash-nvfp4 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | glm-5.3-flash-nvfp4 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | gpt-oss:20b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 SELF_HOSTED | gpt-oss:20b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown)
SELF_HOSTED | granite3.2-vision:2b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | granite3.2-vision:2b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | hunyuan:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | hunyuan:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | inclusionai/ling-mini-2.0 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | inclusionai/ling-mini-2.0 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | internlm3:8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | internlm3:8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | internvl3-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | internvl3-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | kimi-k2.7-code | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | kimi-k2.7-code | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | kimi-k2:1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | kimi-k2:1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | kimi-k3:latest | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) SELF_HOSTED | kimi-k3:latest | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, VIDEO_INPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | kimi-vl:16b | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | kimi-vl:16b | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ling-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ling-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | llama-3.1-405b-base | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 SELF_HOSTED | llama-3.1-405b-base | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
SELF_HOSTED | llama2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | llama2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | llama3.2-vision:11b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | llama3.2-vision:11b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | llama3.2:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 SELF_HOSTED | llama3.2:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown)
SELF_HOSTED | magistral:24b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | magistral:24b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | minimax-m2:latest | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | minimax-m2:latest | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | minimax-text-01 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | minimax-text-01 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ministral-8b-instruct-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ministral-8b-instruct-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | mistral-nemo:12b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | mistral-nemo:12b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | mistral-small3.2:24b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | mistral-small3.2:24b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | muse-glimmer-30b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | muse-glimmer-30b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | nvidia-nemotron-3.5-lightning-30b-a3b-nvfp4 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | nvidia-nemotron-3.5-lightning-30b-a3b-nvfp4 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | occiglot-7b-eu5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | occiglot-7b-eu5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | olmo-3-32b-think | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | olmo-3-32b-think | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | olmo2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | olmo2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | olmo3:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | olmo3:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi-4-mini-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi-4-mini-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi-4-multimodal-instruct | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi-4-multimodal-instruct | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi-4-reasoning-vision | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi-4-reasoning-vision | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi3:14b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi3:14b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi4-mini:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi4-mini:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | phi4:14b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | phi4:14b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen2.5-vl-7b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen2.5-vl-7b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3-coder:30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3-coder:30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.5:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.5:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.6:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.6:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.8-2.4t-a95b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.8-2.4t-a95b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.8:27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.8:27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.8:27b-mlx | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.8:27b-mlx | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwen3.8:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwen3.8:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | qwq:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | qwq:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | ring-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | ring-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | salamandra-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | salamandra-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | salamandra-7b-instruct-tools | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | salamandra-7b-instruct-tools | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | seed-oss:36b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | seed-oss:36b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | smollm2:1.7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | smollm2:1.7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | smollm3:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | smollm3:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | starling-lm:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | starling-lm:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | tencent/hy3 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | tencent/hy3 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | teuken-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | teuken-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
SELF_HOSTED | voxtral-mini-3b | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) SELF_HOSTED | voxtral-mini-3b | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) | (unknown)
SELF_HOSTED | yi-1.5:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) SELF_HOSTED | yi-1.5:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-2-vision-1212 | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-2-vision-1212 | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-3-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-3-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-4 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-4 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-4-fast-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-4-fast-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
X | grok-4.20 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 X | grok-4.20 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown)
X | grok-4.20-non-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 X | grok-4.20-non-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown)
X | grok-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) X | grok-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)

128
app/Tests/Models/ImageLimitRuleTests.cs Normal file
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@ -0,0 +1,128 @@
using AIStudio.Models;
using AIStudio.Models.Registry;
using AIStudio.Provider;
using AIStudio.Settings;
namespace AIStudio.Tests.Models;
/// <summary>
/// Checks how many images the rules say a model takes, where a vendor stated a number.
/// </summary>
/// <remarks>
/// Two vendors state one at all. Anthropic gives a rule rather than a number -- it reads the limit
/// off the context window -- and Google gives one number for the whole family. Everybody else either
/// says nothing or limits something other than the count: OpenAI caps the image patches of a request
/// instead of the images, which is not a number of pictures and is not written down as one here.
///
/// What is worth a test is therefore not the arithmetic but the two places where writing the rules
/// the obvious way gets it wrong: a Claude whose window grew must get the larger image limit without
/// anybody saying so, and a model nobody documented must keep answering "as many as it takes"
/// instead of inheriting somebody else's ceiling.
/// </remarks>
[TestFixture]
public sealed class ImageLimitRuleTests
{
[TestCase(LLMProviders.ANTHROPIC, "claude-3-5-sonnet-latest", 100, Description = "A 200k window, so the smaller limit.")]
[TestCase(LLMProviders.ANTHROPIC, "claude-sonnet-4-0", 100)]
[TestCase(LLMProviders.ANTHROPIC, "claude-haiku-4-5-20251001", 100)]
[TestCase(LLMProviders.ANTHROPIC, "claude-opus-5", 600, Description = "A million tokens, so Anthropic's limit for every other model.")]
[TestCase(LLMProviders.ANTHROPIC, "claude-sonnet-5", 600)]
[TestCase(LLMProviders.ANTHROPIC, "claude-opus-4-6", 600)]
[TestCase(LLMProviders.ANTHROPIC, "claude-sonnet-4-6", 600)]
[TestCase(LLMProviders.ANTHROPIC, "claude-fable-5-1", 600)]
[TestCase(LLMProviders.GOOGLE, "gemini-2.5-pro", 3_600, Description = "Google states one number for all of Gemini.")]
[TestCase(LLMProviders.GOOGLE, "gemini-3-pro", 3_600)]
[TestCase(LLMProviders.GOOGLE, "gemini-flash-latest", 3_600)]
public void TheImageLimitOfAModelIsTheOneItsVendorStates(LLMProviders provider, string modelId, int perRequest)
{
var limits = provider.GetModelProfile(new Model(modelId, null)).Images;
Assert.Multiple(() =>
{
Assert.That(limits.IsKnown, Is.True);
Assert.That(limits.MaxPerRequest, Is.EqualTo(perRequest));
Assert.That(limits.MaxPerMessage, Is.Null, "Neither vendor states a per-message limit, and inventing one would be a ceiling nobody wrote.");
});
}
[Test]
public void AClaudeWhoseWindowGrewGetsTheLargerImageLimitWithoutSayingSo()
{
//
// This is the whole reason the limit is worked out instead of written down: the rule for
// Opus 4.6 states its larger window and nothing else, and Anthropic's own page says the
// image limit follows from exactly that. Two numbers written by hand would have drifted the
// first time somebody added a model and thought of only one of them.
//
var smallWindow = ModelRegistry.Shared.Profile(LLMProviders.ANTHROPIC, "claude-opus-4-1");
var largeWindow = ModelRegistry.Shared.Profile(LLMProviders.ANTHROPIC, "claude-opus-4-6");
Assert.Multiple(() =>
{
Assert.That(smallWindow.Context.DefaultTokens, Is.EqualTo(200_000));
Assert.That(smallWindow.Images.MaxPerRequest, Is.EqualTo(100));
Assert.That(largeWindow.Context.DefaultTokens, Is.EqualTo(1_000_000));
Assert.That(largeWindow.Images.MaxPerRequest, Is.EqualTo(600));
});
}
[Test]
public void AModelNobodyStatedALimitForTakesAsManyAsItTakes()
{
//
// The common case, and the one which must not become a hidden ceiling. A self-hosted model
// is served at whatever its operator configured, and an app which refused the seventh
// picture because six is a nice number would be taking something away that works today.
//
var profile = ModelRegistry.Shared.Profile(LLMProviders.SELF_HOSTED, "some-model-nobody-wrote-a-rule-for");
Assert.Multiple(() =>
{
Assert.That(profile.Images.IsKnown, Is.False);
Assert.That(profile.Images.MaxInOneMessage, Is.Null);
});
}
[Test]
public void OpenAIStatesNoNumberOfImagesAndSoNeitherDoWe()
{
//
// Their guide caps a request at 30,000 image patches, which is a budget rather than a count:
// how many pictures fit into it depends on how large each of them is. Writing any number of
// images here would be our arithmetic presented as their statement.
//
var profile = ModelRegistry.Shared.Profile(LLMProviders.OPEN_AI, "gpt-5.1");
Assert.Multiple(() =>
{
Assert.That(profile.Has(Capability.MULTIPLE_IMAGE_INPUT), Is.True, "It does read several images.");
Assert.That(profile.Images.IsKnown, Is.False, "How many, nobody said.");
});
}
[Test]
public void TheSameModelThroughAGatewayKeepsItsImageLimit()
{
//
// A gateway cuts what its transport cannot carry, which is about APIs. How many images the
// model reads is a property of the model and survives the trip.
//
var directly = ModelRegistry.Shared.Profile(LLMProviders.ANTHROPIC, "claude-opus-5");
var throughAGateway = ModelRegistry.Shared.Profile(LLMProviders.OPEN_ROUTER, "anthropic/claude-opus-5");
Assert.That(throughAGateway.Images, Is.EqualTo(directly.Images));
}
[TestCase(null, null, null, Description = "Nobody stated either, so there is nothing to go by.")]
[TestCase(8, null, 8)]
[TestCase(null, 100, 100)]
[TestCase(8, 100, 8, Description = "A message is part of a request, so the smaller of the two decides.")]
[TestCase(100, 8, 8)]
[TestCase(0, null, 0, Description = "Zero is a real answer: an operator can configure an engine to take no images at all.")]
public void WhatMayTravelInOneMessageIsTheSmallerOfWhatIsKnown(int? perMessage, int? perRequest, int? expected)
{
var limits = new ImageLimits(perMessage, perRequest);
Assert.That(limits.MaxInOneMessage, Is.EqualTo(expected));
}
}

9
app/Tests/Models/Registry/ModelRegistryTests.cs
View File

@ -42,7 +42,14 @@ public sealed class ModelRegistryTests
[Test] [Test]
public void EveryFamilySaysWhereItsStatementsCanBeCheckedAndWhen() public void EveryFamilySaysWhereItsStatementsCanBeCheckedAndWhen()
{ {
var unstated = ModelRegistry.Shared.Families.Where(family => !family.Source.IsStated).Select(family => family.Name); //
// The further sources are asked the same question as the first one. A family which reads
// its windows from one page and its image limits from another has two pages to name, and a
// second page named without a day is exactly as uncheckable as no page at all.
//
var unstated = ModelRegistry.Shared.Families
.Where(family => !family.Source.IsStated || family.FurtherSources.Any(source => !source.IsStated))
.Select(family => family.Name);
Assert.That(unstated, Is.Empty); Assert.That(unstated, Is.Empty);
} }