diff --git a/app/MindWork AI Studio/Assistants/I18N/allTexts.lua b/app/MindWork AI Studio/Assistants/I18N/allTexts.lua
index 8ec0f6b5..d9bde312 100644
--- a/app/MindWork AI Studio/Assistants/I18N/allTexts.lua	
+++ b/app/MindWork AI Studio/Assistants/I18N/allTexts.lua	
@@ -7063,6 +7063,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3804472591"] = "Duplicate k
 -- Override Model Capabilities
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3904244586"] = "Override Model Capabilities"
 
+-- The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3965340739"] = "The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer."
+
 -- Currently, we cannot query the models for the selected provider and/or host. Therefore, please enter the model name manually.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4116737656"] = "Currently, we cannot query the models for the selected provider and/or host. Therefore, please enter the model name manually."
 
@@ -7078,6 +7081,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4285779702"] = "Choose File
 -- Video input
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4289835208"] = "Video input"
 
+-- This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T466506475"] = "This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer."
+
 -- We are currently unable to communicate with the provider to load models. Please try again later.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T504465522"] = "We are currently unable to communicate with the provider to load models. Please try again later."
 
@@ -7099,6 +7105,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900237532"] = "Provider"
 -- Cancel
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900713019"] = "Cancel"
 
+-- This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T924854143"] = "This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating."
+
 -- For better token estimates, you can configure a custom tokenizer for this provider.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T961454300"] = "For better token estimates, you can configure a custom tokenizer for this provider."
 
diff --git a/app/MindWork AI Studio/Dialogs/ProviderDialog.razor b/app/MindWork AI Studio/Dialogs/ProviderDialog.razor
index 50c36e64..5ba45b5c 100644
--- a/app/MindWork AI Studio/Dialogs/ProviderDialog.razor	
+++ b/app/MindWork AI Studio/Dialogs/ProviderDialog.razor	
@@ -251,6 +251,13 @@
                         <MudJustifiedText Typo="Typo.body1" Class="mt-4 mb-3">
                             @T("For better token estimates, you can configure a custom tokenizer for this provider.")
                         </MudJustifiedText>
+                        var tokenizerHint = this.GetCurrentModelTokenizerLabel();
+                        if (!string.IsNullOrEmpty(tokenizerHint))
+                        {
+                            <MudJustifiedText Typo="Typo.body2" Class="mb-3">
+                                @tokenizerHint
+                            </MudJustifiedText>
+                        }
                         <PathDropZone IdPrefix="tokenizer" Disabled="@(() => this.IsEnterpriseConfiguration)" OnPathsDropped="@this.OnTokenizerPathsDropped">
                             <MudStack Row="@true" Spacing="3" Class="mb-3" StretchItems="StretchItems.None" AlignItems="AlignItems.Center">
                                 <MudTextField
diff --git a/app/MindWork AI Studio/Dialogs/ProviderDialog.razor.cs b/app/MindWork AI Studio/Dialogs/ProviderDialog.razor.cs
index 05975ea0..115b3982 100644
--- a/app/MindWork AI Studio/Dialogs/ProviderDialog.razor.cs	
+++ b/app/MindWork AI Studio/Dialogs/ProviderDialog.razor.cs	
@@ -778,6 +778,35 @@ public partial class ProviderDialog : MSGComponentBase, ISecretId
         return "Unknown";
     }
 
+    /// <summary>
+    /// What the dialog says about the tokenizer of the current model, if anything.
+    /// </summary>
+    /// <remarks>
+    /// The field below this sentence takes a tokenizer.json file and nothing else, and until now it
+    /// said nothing about which file. That leaves two kinds of people stuck: the ones who could
+    /// download the right file and do not know its name, and the ones who spend an evening looking
+    /// for Anthropic's tokenizer file, which does not exist.
+    ///
+    /// Empty for a model nobody stated a tokenizer for, which is most of them. An empty sentence
+    /// hides the whole line rather than claiming that nothing is known about it.
+    /// </remarks>
+    /// <returns>The sentence, or nothing.</returns>
+    private string GetCurrentModelTokenizerLabel()
+    {
+        var tokenizer = this.GetCurrentModelProfile().Tokenizer;
+        if (!tokenizer.IsKnown)
+            return string.Empty;
+
+        return tokenizer.Kind switch
+        {
+            TokenizerKind.HUGGING_FACE => string.Format(T("This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating."), tokenizer.Id),
+            TokenizerKind.TIKTOKEN => string.Format(T("This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer."), tokenizer.Id),
+            TokenizerKind.PROVIDER_API => string.Format(T("The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer."), tokenizer.Id),
+
+            _ => string.Empty,
+        };
+    }
+
     private string GetCapabilityOverrideLabel(Capability capability) => capability switch
     {
         Capability.AUDIO_INPUT => T("Audio input"),
diff --git a/app/MindWork AI Studio/Models/Anthropic/ClaudeFamily.cs b/app/MindWork AI Studio/Models/Anthropic/ClaudeFamily.cs
index 23c4c44c..ea731c0e 100644
--- a/app/MindWork AI Studio/Models/Anthropic/ClaudeFamily.cs	
+++ b/app/MindWork AI Studio/Models/Anthropic/ClaudeFamily.cs	
@@ -52,7 +52,8 @@ public sealed class ClaudeFamily : ModelFamily
     /// <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.")
+        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."),
+        new("https://platform.claude.com/docs/en/build-with-claude/token-counting", new DateOnly(2026, 9, 12), "Anthropic publishes no tokenizer file at all; they count through the /v1/messages/count_tokens endpoint instead. The same page warns that Claude 4.7 and later use a newer tokenizer, on which the same text counts roughly 30 percent higher -- so AI Studio's built-in estimate is further off for those models than for the older ones.")
     ];
 
     /// <inheritdoc />
@@ -84,7 +85,8 @@ public sealed class ClaudeFamily : ModelFamily
         builder.Rule("claude").AsSegment()
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
             .Apis(CHAT_COMPLETION_API)
-            .ContextWindow(STANDARD_WINDOW);
+            .ContextWindow(STANDARD_WINDOW)
+            .Tokenizer(TokenizerKind.PROVIDER_API, "/v1/messages/count_tokens");
 
         //
         // The 3.x models say nothing beyond the shape above, so nothing is written for them: the
diff --git a/app/MindWork AI Studio/Models/Google/GeminiFamily.cs b/app/MindWork AI Studio/Models/Google/GeminiFamily.cs
index f85eee82..a4c95d02 100644
--- a/app/MindWork AI Studio/Models/Google/GeminiFamily.cs	
+++ b/app/MindWork AI Studio/Models/Google/GeminiFamily.cs	
@@ -29,7 +29,8 @@ public sealed class GeminiFamily : ModelFamily
     /// <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.")
+        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."),
+        new("https://ai.google.dev/gemini-api/docs/tokens", new DateOnly(2026, 9, 12), "Google publishes no tokenizer file for Gemini. Counting happens through the countTokens method of the API, which returns the number of tokens of the input alone.")
     ];
 
     /// <inheritdoc />
@@ -44,7 +45,8 @@ public sealed class GeminiFamily : ModelFamily
         builder.Rule("gemini").AsSegment()
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | AUDIO_INPUT | SPEECH_INPUT | VIDEO_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
             .Apis(CHAT_COMPLETION_API)
-            .Images(maxPerRequest: 3_600);
+            .Images(maxPerRequest: 3_600)
+            .Tokenizer(TokenizerKind.PROVIDER_API, "countTokens");
 
         // The one Gemini which only ever read text and images:
         builder.Rule("gemini-1.0-pro-vision").AsPrefix()
diff --git a/app/MindWork AI Studio/Models/OpenAI/Gpt35Family.cs b/app/MindWork AI Studio/Models/OpenAI/Gpt35Family.cs
index 986c3d30..c9b21c8e 100644
--- a/app/MindWork AI Studio/Models/OpenAI/Gpt35Family.cs	
+++ b/app/MindWork AI Studio/Models/OpenAI/Gpt35Family.cs	
@@ -13,12 +13,19 @@ public sealed class Gpt35Family : ModelFamily
     /// <inheritdoc />
     public override ModelSource Source => new("https://platform.openai.com/docs/models", new DateOnly(2026, 9, 11), "Ported unchanged from the rules in ProviderExtensions.OpenAI.cs: text in, text out, no tools and no images.");
 
+    /// <inheritdoc />
+    public override IReadOnlyList<ModelSource> FurtherSources =>
+    [
+        new("https://github.com/openai/tiktoken/blob/main/tiktoken/model.py", new DateOnly(2026, 9, 12), "OpenAI's own mapping from model names to encodings. It maps \"gpt-3.5\", \"gpt-3.5-turbo\" and the prefix \"gpt-3.5-turbo-\" to cl100k_base.")
+    ];
+
     /// <inheritdoc />
     protected override void Declare(ModelFamilyBuilder builder)
     {
         builder.Rule("gpt-3.5").AsPrefix()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT)
-            .Apis(CHAT_COMPLETION_API);
+            .Apis(CHAT_COMPLETION_API)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "cl100k_base");
 
         //
         // The odd one out, and kept odd on purpose: the previous rules put this one model on the
@@ -28,6 +35,7 @@ public sealed class Gpt35Family : ModelFamily
         //
         builder.Rule("gpt-3.5-turbo").AsExact()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT)
-            .Apis(RESPONSES_API);
+            .Apis(RESPONSES_API)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "cl100k_base");
     }
 }
\ No newline at end of file
diff --git a/app/MindWork AI Studio/Models/OpenAI/Gpt4Family.cs b/app/MindWork AI Studio/Models/OpenAI/Gpt4Family.cs
index 26b159b0..79bffd3a 100644
--- a/app/MindWork AI Studio/Models/OpenAI/Gpt4Family.cs	
+++ b/app/MindWork AI Studio/Models/OpenAI/Gpt4Family.cs	
@@ -18,13 +18,20 @@ public sealed class Gpt4Family : ModelFamily
     /// <inheritdoc />
     public override ModelSource Source => new("https://developers.openai.com/api/docs/models/gpt-4-turbo", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.OpenAI.cs: GPT-4 is text only, Turbo adds images and tool calling. The windows are the documented 8,192 tokens of GPT-4 and the 128,000 Turbo raised it to.");
 
+    /// <inheritdoc />
+    public override IReadOnlyList<ModelSource> FurtherSources =>
+    [
+        new("https://github.com/openai/tiktoken/blob/main/tiktoken/model.py", new DateOnly(2026, 9, 12), "OpenAI's own mapping from model names to encodings. It maps \"gpt-4\" and the prefix \"gpt-4-\" to cl100k_base, so Turbo uses it too -- the newer o200k_base begins with the 4o line, which is a family of its own here.")
+    ];
+
     /// <inheritdoc />
     protected override void Declare(ModelFamilyBuilder builder)
     {
         builder.Rule("gpt-4").AsPrefix()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT)
             .Apis(RESPONSES_API)
-            .ContextWindow(8_192);
+            .ContextWindow(8_192)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "cl100k_base");
 
         builder.Rule("gpt-4-turbo").AsPrefix().Inherits()
             .Capabilities(MULTIPLE_IMAGE_INPUT | FUNCTION_CALLING)
diff --git a/app/MindWork AI Studio/Models/OpenAI/Gpt4oFamily.cs b/app/MindWork AI Studio/Models/OpenAI/Gpt4oFamily.cs
index 0f18af0c..321b0f25 100644
--- a/app/MindWork AI Studio/Models/OpenAI/Gpt4oFamily.cs	
+++ b/app/MindWork AI Studio/Models/OpenAI/Gpt4oFamily.cs	
@@ -20,13 +20,20 @@ public sealed class Gpt4oFamily : ModelFamily
     /// <inheritdoc />
     public override ModelSource Source => new("https://developers.openai.com/api/docs/models/gpt-4o", new DateOnly(2026, 9, 12), "The answer the previous rules gave these models through their fallback: images, tool calling, and web search on the Responses API. The model page states a 128,000 token window, which the minis and the search previews share.");
 
+    /// <inheritdoc />
+    public override IReadOnlyList<ModelSource> FurtherSources =>
+    [
+        new("https://github.com/openai/tiktoken/blob/main/tiktoken/model.py", new DateOnly(2026, 9, 12), "OpenAI's own mapping from model names to encodings. It maps the prefix \"gpt-4o-\" to o200k_base, which covers the minis and the search previews as well.")
+    ];
+
     /// <inheritdoc />
     protected override void Declare(ModelFamilyBuilder builder)
     {
         builder.Rule("gpt-4o").AsPrefix()
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING | WEB_SEARCH)
             .Apis(RESPONSES_API)
-            .ContextWindow(128_000);
+            .ContextWindow(128_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         //
         // The search previews are the same generation and almost nothing like it: they search the
@@ -37,11 +44,13 @@ public sealed class Gpt4oFamily : ModelFamily
         builder.Rule("gpt-4o-search-preview").AsExact()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT | WEB_SEARCH)
             .Apis(CHAT_COMPLETION_API)
-            .ContextWindow(128_000);
+            .ContextWindow(128_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         builder.Rule("gpt-4o-mini-search-preview").AsExact()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT | WEB_SEARCH)
             .Apis(CHAT_COMPLETION_API)
-            .ContextWindow(128_000);
+            .ContextWindow(128_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
     }
 }
\ No newline at end of file
diff --git a/app/MindWork AI Studio/Models/OpenAI/Gpt5Family.cs b/app/MindWork AI Studio/Models/OpenAI/Gpt5Family.cs
index 7ca854eb..db55d318 100644
--- a/app/MindWork AI Studio/Models/OpenAI/Gpt5Family.cs	
+++ b/app/MindWork AI Studio/Models/OpenAI/Gpt5Family.cs	
@@ -26,6 +26,12 @@ public sealed class Gpt5Family : ModelFamily
     /// <inheritdoc />
     public override ModelSource Source => new("https://developers.openai.com/api/docs/models", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.OpenAI.cs, one rule per generation, except that the chat alias no longer inherits the reasoning it is named for not having. Context windows read per generation from the model pages below that URL.");
 
+    /// <inheritdoc />
+    public override IReadOnlyList<ModelSource> FurtherSources =>
+    [
+        new("https://github.com/openai/tiktoken/blob/main/tiktoken/model.py", new DateOnly(2026, 9, 12), "OpenAI's own mapping from model names to encodings. It maps the prefix \"gpt-5\" to o200k_base, which covers every model of this line.")
+    ];
+
     /// <inheritdoc />
     protected override void Declare(ModelFamilyBuilder builder)
     {
@@ -38,7 +44,8 @@ public sealed class Gpt5Family : ModelFamily
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING | WEB_SEARCH)
             .Apis(RESPONSES_API)
             .Reasoning(ReasoningSupport.ALWAYS)
-            .ContextWindow(400_000);
+            .ContextWindow(400_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         //
         // The alias for the model of this generation which does not reason. The previous rules had
diff --git a/app/MindWork AI Studio/Models/OpenAI/OSeriesFamily.cs b/app/MindWork AI Studio/Models/OpenAI/OSeriesFamily.cs
index b3602983..24910619 100644
--- a/app/MindWork AI Studio/Models/OpenAI/OSeriesFamily.cs	
+++ b/app/MindWork AI Studio/Models/OpenAI/OSeriesFamily.cs	
@@ -22,6 +22,12 @@ public sealed class OSeriesFamily : ModelFamily
     /// <inheritdoc />
     public override ModelSource Source => new("https://developers.openai.com/api/docs/models", new DateOnly(2026, 9, 12), "Capabilities ported unchanged from ProviderExtensions.OpenAI.cs, one rule per generation and one per mini. The o1 and o3 pages state 200,000 tokens; the two cut-down minis have no page of their own, so no window is stated for them.");
 
+    /// <inheritdoc />
+    public override IReadOnlyList<ModelSource> FurtherSources =>
+    [
+        new("https://github.com/openai/tiktoken/blob/main/tiktoken/model.py", new DateOnly(2026, 9, 12), "OpenAI's own mapping from model names to encodings. It maps \"o1\", \"o3\", \"o4-mini\" and the prefixes \"o1-\", \"o3-\" and \"o4-mini-\" to o200k_base, so the whole series shares one encoding.")
+    ];
+
     /// <inheritdoc />
     protected override void Declare(ModelFamilyBuilder builder)
     {
@@ -29,23 +35,27 @@ public sealed class OSeriesFamily : ModelFamily
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
             .Apis(RESPONSES_API)
             .Reasoning(ReasoningSupport.ALWAYS)
-            .ContextWindow(200_000);
+            .ContextWindow(200_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         builder.Rule("o1-mini").AsPrefix()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT)
             .Apis(CHAT_COMPLETION_API)
-            .Reasoning(ReasoningSupport.ALWAYS);
+            .Reasoning(ReasoningSupport.ALWAYS)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         builder.Rule("o3").AsPrefix()
             .Capabilities(TEXT_INPUT | MULTIPLE_IMAGE_INPUT | TEXT_OUTPUT | FUNCTION_CALLING | WEB_SEARCH)
             .Apis(RESPONSES_API)
             .Reasoning(ReasoningSupport.ALWAYS)
-            .ContextWindow(200_000);
+            .ContextWindow(200_000)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         builder.Rule("o3-mini").AsPrefix()
             .Capabilities(TEXT_INPUT | TEXT_OUTPUT | FUNCTION_CALLING)
             .Apis(RESPONSES_API)
-            .Reasoning(ReasoningSupport.ALWAYS);
+            .Reasoning(ReasoningSupport.ALWAYS)
+            .Tokenizer(TokenizerKind.TIKTOKEN, "o200k_base");
 
         // The one mini which is not cut down: it is the o3 generation under another number.
         builder.Rule("o4-mini").AsPrefix().InheritsFrom("o3");
diff --git a/app/MindWork AI Studio/Plugins/languages/de-de-43065dbc-78d0-45b7-92be-f14c2926e2dc/plugin.lua b/app/MindWork AI Studio/Plugins/languages/de-de-43065dbc-78d0-45b7-92be-f14c2926e2dc/plugin.lua
index 2454166f..04a6bf3d 100644
--- a/app/MindWork AI Studio/Plugins/languages/de-de-43065dbc-78d0-45b7-92be-f14c2926e2dc/plugin.lua	
+++ b/app/MindWork AI Studio/Plugins/languages/de-de-43065dbc-78d0-45b7-92be-f14c2926e2dc/plugin.lua	
@@ -7065,6 +7065,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3804472591"] = "Doppelter S
 -- Override Model Capabilities
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3904244586"] = "Modellfähigkeiten überschreiben"
 
+-- The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3965340739"] = "Der Anbieter dieses Modells veröffentlicht keine Tokenizer-Datei und zählt die Tokens stattdessen über seine API ({0}). AI Studio schätzt die Anzahl der Tokens daher mit seinem integrierten Tokenizer."
+
 -- Currently, we cannot query the models for the selected provider and/or host. Therefore, please enter the model name manually.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4116737656"] = "Derzeit können wir die Modelle für den ausgewählten Anbieter und/oder Host nicht abfragen. Bitte geben Sie daher den Modellnamen manuell ein."
 
@@ -7080,6 +7083,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4285779702"] = "Datei ausw
 -- Video input
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4289835208"] = "Videoeingabe"
 
+-- This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T466506475"] = "Dieses Modell verwendet die {0}-Kodierung von OpenAI, die nicht als tokenizer.json-Datei vorliegt. AI Studio schätzt die Anzahl der Token daher mit seinem integrierten Tokenizer."
+
 -- We are currently unable to communicate with the provider to load models. Please try again later.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T504465522"] = "Wir können derzeit nicht mit dem Anbieter kommunizieren, um Modelle zu laden. Bitte versuchen Sie es später erneut."
 
@@ -7101,6 +7107,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900237532"] = "Anbieter"
 -- Cancel
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900713019"] = "Abbrechen"
 
+-- This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T924854143"] = "Dieses Modell verwendet den Tokenizer von {0}. Laden Sie die Datei „tokenizer.json“ herunter und wählen Sie sie unten aus, um exakt statt nur geschätzt zu zählen."
+
 -- For better token estimates, you can configure a custom tokenizer for this provider.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T961454300"] = "Für genauere Token-Schätzungen können Sie einen benutzerdefinierten Tokenizer für diesen Anbieter konfigurieren."
 
diff --git a/app/MindWork AI Studio/Plugins/languages/en-us-97dfb1ba-50c4-4440-8dfa-6575daf543c8/plugin.lua b/app/MindWork AI Studio/Plugins/languages/en-us-97dfb1ba-50c4-4440-8dfa-6575daf543c8/plugin.lua
index 85789b27..28a38467 100644
--- a/app/MindWork AI Studio/Plugins/languages/en-us-97dfb1ba-50c4-4440-8dfa-6575daf543c8/plugin.lua	
+++ b/app/MindWork AI Studio/Plugins/languages/en-us-97dfb1ba-50c4-4440-8dfa-6575daf543c8/plugin.lua	
@@ -7065,6 +7065,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3804472591"] = "Duplicate k
 -- Override Model Capabilities
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3904244586"] = "Override Model Capabilities"
 
+-- The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T3965340739"] = "The vendor of this model publishes no tokenizer file and counts through their API instead ({0}). AI Studio therefore estimates the token count with its built-in tokenizer."
+
 -- Currently, we cannot query the models for the selected provider and/or host. Therefore, please enter the model name manually.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4116737656"] = "Currently, we cannot query the models for the selected provider and/or host. Therefore, please enter the model name manually."
 
@@ -7080,6 +7083,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4285779702"] = "Choose File
 -- Video input
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T4289835208"] = "Video input"
 
+-- This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T466506475"] = "This model uses OpenAI's {0} encoding, which does not come as a tokenizer.json file. AI Studio therefore estimates the token count with its built-in tokenizer."
+
 -- We are currently unable to communicate with the provider to load models. Please try again later.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T504465522"] = "We are currently unable to communicate with the provider to load models. Please try again later."
 
@@ -7101,6 +7107,9 @@ UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900237532"] = "Provider"
 -- Cancel
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T900713019"] = "Cancel"
 
+-- This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating.
+UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T924854143"] = "This model uses the tokenizer of {0}. Download its tokenizer.json file and select it below to count exactly instead of estimating."
+
 -- For better token estimates, you can configure a custom tokenizer for this provider.
 UI_TEXT_CONTENT["AISTUDIO::DIALOGS::PROVIDERDIALOG::T961454300"] = "For better token estimates, you can configure a custom tokenizer for this provider."
 
diff --git a/app/Tests/Models/CapabilityCharacterizationTests.cs b/app/Tests/Models/CapabilityCharacterizationTests.cs
index 45c0dc3d..5dc5f98a 100644
--- a/app/Tests/Models/CapabilityCharacterizationTests.cs
+++ b/app/Tests/Models/CapabilityCharacterizationTests.cs
@@ -27,11 +27,11 @@ public sealed class CapabilityCharacterizationTests
     /// How many columns a snapshot line carries after the model ID.
     /// </summary>
     /// <remarks>
-    /// The capabilities, the kind, the context window, and the image limit. Adding a column to the
-    /// snapshot means raising this, and forgetting to would split a line inside its last column
-    /// instead of in front of it -- which makes every model look changed at once.
+    /// The capabilities, the kind, the context window, the image limit, and the tokenizer. Adding a
+    /// column to the snapshot means raising this, and forgetting to would split a line inside its
+    /// last column instead of in front of it -- which makes every model look changed at once.
     /// </remarks>
-    private const int TRAILING_COLUMNS = 4;
+    private const int TRAILING_COLUMNS = 5;
 
     [Test]
     public void TheCorpusStillGetsTheAnswersTheSnapshotRecorded()
diff --git a/app/Tests/Models/Corpus/CapabilitySnapshot.cs b/app/Tests/Models/Corpus/CapabilitySnapshot.cs
index 0560b313..f8c64291 100644
--- a/app/Tests/Models/Corpus/CapabilitySnapshot.cs
+++ b/app/Tests/Models/Corpus/CapabilitySnapshot.cs
@@ -47,6 +47,16 @@ public static class CapabilitySnapshot
     /// </remarks>
     private const string NO_IMAGE_LIMIT = "(unknown)";
 
+    /// <summary>
+    /// What a model nobody named a tokenizer for is written as.
+    /// </summary>
+    /// <remarks>
+    /// Which is what the app already does for all of them: it counts with the tokenizer it ships
+    /// and says that the number is an estimate. Naming one changes nothing about the counting yet;
+    /// it tells a person which file to look for, and for two vendors that there is none.
+    /// </remarks>
+    private const string NO_TOKENIZER = "(unknown)";
+
     private const string HEADER =
         """
         # What the rules answer, for every model of the corpus.
@@ -55,9 +65,9 @@ public static class CapabilitySnapshot
         # 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
-        # name, what the model is made for, its context window in tokens, and how many images it
-        # accepts. The ID stands here unchanged, so a line may well carry leading or trailing
-        # spaces.
+        # name, what the model is made for, its context window in tokens, how many images it
+        # accepts, and which tokenizer it uses. The ID stands here unchanged, so a line may well
+        # carry leading or trailing spaces.
         #
         # A window or an image limit written as "(unknown)" is one nobody has stated a source for.
         # That is a gap, not a claim: the app then shows a person how many tokens their conversation
@@ -124,9 +134,21 @@ public static class CapabilitySnapshot
     private static string Line(CorpusEntry entry)
     {
         var profile = entry.Provider.GetModelProfile(new Model(entry.ModelId, null));
-        return $"{entry.Provider} | {entry.ModelId} | {Describe(RebuiltRules.AsCapabilities(profile))} | {profile.Kind} | {Describe(profile.Context)} | {Describe(profile.Images)}";
+        return $"{entry.Provider} | {entry.ModelId} | {Describe(RebuiltRules.AsCapabilities(profile))} | {profile.Kind} | {Describe(profile.Context)} | {Describe(profile.Images)} | {Describe(profile.Tokenizer)}";
     }
 
+    /// <summary>
+    /// Writes a tokenizer reference the way a snapshot line does.
+    /// </summary>
+    /// <remarks>
+    /// The kind travels with the name, because the name alone would be a riddle: "o200k_base" is
+    /// not a repository somebody can open, and "/v1/messages/count_tokens" is not a file somebody
+    /// can download. What sort of thing it is decides what a person can do with it.
+    /// </remarks>
+    /// <param name="tokenizer">The reference to write.</param>
+    /// <returns>The reference, or a marker when nobody named one.</returns>
+    public static string Describe(TokenizerRef tokenizer) => tokenizer.IsKnown ? $"{tokenizer.Kind} {tokenizer.Id}" : NO_TOKENIZER;
+
     /// <summary>
     /// Writes an image limit the way a snapshot line does.
     /// </summary>
diff --git a/app/Tests/Models/Corpus/CapabilitySnapshot.txt b/app/Tests/Models/Corpus/CapabilitySnapshot.txt
index 0e03dc82..ebdbe2df 100644
--- a/app/Tests/Models/Corpus/CapabilitySnapshot.txt
+++ b/app/Tests/Models/Corpus/CapabilitySnapshot.txt
@@ -4,9 +4,9 @@
 # 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
-# name, what the model is made for, its context window in tokens, and how many images it
-# accepts. The ID stands here unchanged, so a line may well carry leading or trailing
-# spaces.
+# name, what the model is made for, its context window in tokens, how many images it
+# accepts, and which tokenizer it uses. The ID stands here unchanged, so a line may well
+# carry leading or trailing spaces.
 #
 # A window or an image limit written as "(unknown)" is one nobody has stated a source for.
 # That is a gap, not a claim: the app then shows a person how many tokens their conversation
@@ -16,262 +16,262 @@
 # 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.
 #
-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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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 | (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) | (unknown)
-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 | 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 | 100 per request
-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 | 100 per request
-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 | 100 per request
-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 | 100 per request
-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 | 100 per request
-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) | (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) | (unknown)
-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 | (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 | (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) | (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) | (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 | 3600 per request
-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 | 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 | 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 | 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 | 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) | (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 | 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 | 3600 per request
-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) | (unknown)
-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) | (unknown)
-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) | (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 | (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 | (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) | (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) | (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 | (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) | (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) | (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) | (unknown)
-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) | (unknown)
-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 | (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 | 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 | (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) | (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) | (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) | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (unknown)
-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) | (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) | (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) | (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 | (unknown)
-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) | (unknown)
-NONE | gpt-5.6 | (nothing) | CHAT | (unknown) | (unknown)
-OPEN_AI |  | (nothing) | CHAT | (unknown) | (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) | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (unknown)
-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 | (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 | (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 | (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 | (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 | (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 | (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 | (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 | (unknown)
-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) | (unknown)
-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 | (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 | (unknown)
-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 | 600 per request
-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) | (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 | 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) | (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) | (unknown)
-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) | (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 | (unknown)
-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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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 | (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) | (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) | (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) | (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) | (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) | (unknown)
-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) | (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 | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (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) | (unknown)
-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 | (unknown)
-X | grok-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown)
\ No newline at end of file
+ALIBABA_CLOUD | qvq-max | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen-max-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen-mt-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen-plus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen-turbo-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen-vl-max | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen2.5-14b-instruct-1m | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen2.5-72b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen2.5-vl-72b-instruct | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3-vl-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3.5-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3.7-max | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3.7-max-2026-05-17 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3.7-max-preview | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwen3.8-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (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 | (unknown) | (unknown)
+ALIBABA_CLOUD | qwq-32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ALIBABA_CLOUD | qwq-plus | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+ANTHROPIC | claude-3-5-haiku-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-3-5-sonnet-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+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 | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-3-opus-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-7-sonnet | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-fable-5-1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+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 | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-mythos-5 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-opus-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-opus-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-sonnet-4-0 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | 100 per request | PROVIDER_API /v1/messages/count_tokens
+ANTHROPIC | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+DEEP_SEEK | deepseek-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+DEEP_SEEK | deepseek-reasoner | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+DEEP_SEEK | deepseek-v3.2-exp | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+DEEP_SEEK | deepseek-v4 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown) | (unknown)
+DEEP_SEEK | deepseek-v4-vision | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown) | (unknown)
+FIREWORKS | accounts/fireworks/models/deepseek-v3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+FIREWORKS | accounts/fireworks/models/llama-v3p1-405b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+FIREWORKS | accounts/fireworks/models/qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+GOOGLE | gemini-1.0-pro-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | 3600 per request | PROVIDER_API countTokens
+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) | (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 | 3600 per request | PROVIDER_API countTokens
+GOOGLE | gemini-2.5-flash-image | CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) | (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 | 3600 per request | PROVIDER_API countTokens
+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 | PROVIDER_API countTokens
+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 | PROVIDER_API countTokens
+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 | PROVIDER_API countTokens
+GOOGLE | gemini-3-pro-image | ALWAYS_REASONING, CHAT_COMPLETION_API, IMAGE_OUTPUT, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | IMAGE_GENERATION | (unknown) | (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) | (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 | 3600 per request | PROVIDER_API countTokens
+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 | PROVIDER_API countTokens
+GROQ | llama-3.3-70b-versatile | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+GROQ | moonshotai/kimi-k2-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+GROQ | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown) | (unknown)
+GROQ | qwen/qwen3-32b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+GWDG | claude-sonnet-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+GWDG | deepseek-r1 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+GWDG | gemma-3-27b-it | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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 | (unknown) | TIKTOKEN o200k_base
+GWDG | internvl2.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+GWDG | meta-llama-3.1-8b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+GWDG | qwen3-235b-a22b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HELMHOLTZ | 1 - Llama3 405 the best general model | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (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) | (unknown) | (unknown)
+HELMHOLTZ | alias-qwen38-27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HETZNER | gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown) | (unknown)
+HETZNER | qwen3-coder-30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HUGGINGFACE | HuggingFaceTB/SmolLM3-3B | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HUGGINGFACE | Qwen/Qwen3.8-27B | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HUGGINGFACE | deepseek-ai/DeepSeek-R1-Distill-Qwen-32B | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (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) | (unknown) | (unknown)
+HUGGINGFACE | meta-llama/Meta-Llama-3.1-405B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+HUGGINGFACE | mistralai/Magistral-Small-2509 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+HUGGINGFACE | openai/gpt-oss-120b:fireworks-ai | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown) | (unknown)
+IONOS | meta-llama/Llama-3.3-70B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+IONOS | mistralai/Mistral-Small-24B-Instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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 | 600 per request | PROVIDER_API /v1/messages/count_tokens
+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) | TIKTOKEN o200k_base
+LITE_LLM | the-fast-one | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | codestral-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | magistral-medium-2506 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | ministral-14b-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | ministral-3b-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | ministral-8b-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | mistral-large-2411 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-large-2512 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-2505 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-2508 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-2604 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-3-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-3.5 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-medium-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+MISTRAL | mistral-saba-2502 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | mistral-small-2501 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | mistral-small-2503 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | mistral-small-2603 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | mistral-small-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | open-mistral-nemo | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+MISTRAL | pixtral-12b-2409 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown) | (unknown)
+MISTRAL | pixtral-large-latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown) | (unknown)
+MISTRAL | voxtral-small-2507 | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) | (unknown) | (unknown)
+NONE | gpt-5.6 | (nothing) | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_AI |  | (nothing) | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_AI | gpt-3.5-turbo | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | TIKTOKEN cl100k_base
+OPEN_AI | gpt-3.5-turbo-16k | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | TIKTOKEN cl100k_base
+OPEN_AI | gpt-4 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 | (unknown) | TIKTOKEN cl100k_base
+OPEN_AI | gpt-4-0613 | RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 8192 | (unknown) | TIKTOKEN cl100k_base
+OPEN_AI | gpt-4-turbo | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 128000 | (unknown) | TIKTOKEN cl100k_base
+OPEN_AI | gpt-4o | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-4o-audio-preview | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | SPEECH_SYNTHESIS | 128000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-4o-mini | FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-4o-mini-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-4o-search-preview | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 128000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-5 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-5-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | gpt-5-nano | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 400000 | (unknown) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | TIKTOKEN o200k_base
+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) | (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 | (unknown) | (unknown)
+OPEN_AI | o1 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o1-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o1-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 200000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o3 | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o3-mini | ALWAYS_REASONING, FUNCTION_CALLING, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o3-pro | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown) | TIKTOKEN o200k_base
+OPEN_AI | o4-mini | ALWAYS_REASONING, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, RESPONSES_API, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 200000 | (unknown) | TIKTOKEN o200k_base
+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 | PROVIDER_API /v1/messages/count_tokens
+OPEN_ROUTER | deepseek/deepseek-chat-v3.1 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_ROUTER | deepseek/deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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 | 3600 per request | PROVIDER_API countTokens
+OPEN_ROUTER | google/gemma-4-31b-it | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_ROUTER | meta-llama/llama-4-maverick | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_ROUTER | minimax/minimax-m2 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_ROUTER | mistralai/mistral-large-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 256000 | (unknown) | (unknown)
+OPEN_ROUTER | moonshotai/kimi-k2-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+OPEN_ROUTER | nvidia/nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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 | (unknown) | TIKTOKEN o200k_base
+OPEN_ROUTER | openai/gpt-oss-120b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown) | (unknown)
+OPEN_ROUTER | perplexity/sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (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) | (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) | (unknown) | (unknown)
+PERPLEXITY | sonar | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown) | (unknown)
+PERPLEXITY | sonar-deep-research | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown) | (unknown)
+PERPLEXITY | sonar-pro | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown) | (unknown)
+PERPLEXITY | sonar-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown) | (unknown)
+PERPLEXITY | sonar-reasoning-pro | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED |     | (nothing) | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | --- | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | 01-ai/yi-large | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | a-model-nobody-has-heard-of | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | apertus-1.5-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | apriel-1.5-15b-thinker | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+SELF_HOSTED | aya-expanse:8b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | aya-vision:8b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | command-a-plus | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | command-a-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | command-a-vision | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | command-a:111b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | command-r7b:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | deepseek-r1-distill-llama-70b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | deepseek-r1:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | deepseek-v2.5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | deepseek-v3.1:671b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ernie-4.5-21b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ernie-4.5-vl-28b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ernie-x1.1-thinking | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | eurollm-9b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | falcon-h1-1.5b-tool-calling | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | falcon-h1:7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | falcon3:10b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma2:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma3:1b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma3:27b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma3n:e4b | AUDIO_INPUT, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma4:31b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | gemma4:e2b | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | glm-4-9b-chat | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | glm-4.5v | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | glm-4.6:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | glm-5-2 | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+SELF_HOSTED | gpt-oss:20b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT, WEB_SEARCH | CHAT | 131072 | (unknown) | (unknown)
+SELF_HOSTED | granite3.2-vision:2b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | hunyuan:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | inclusionai/ling-mini-2.0 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | internlm3:8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | internvl3-8b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | kimi-k2.7-code | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | kimi-k2:1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+SELF_HOSTED | kimi-vl:16b | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ling-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | llama-3.1-405b-base | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+SELF_HOSTED | llama2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | llama3.2-vision:11b | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | llama3.2:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | 131072 | (unknown) | (unknown)
+SELF_HOSTED | magistral:24b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | minimax-m2:latest | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | minimax-text-01 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ministral-8b-instruct-2410 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | mistral-nemo:12b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | mistral-small3.2:24b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | muse-glimmer-30b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | nemotron-3-49b | CHAT_COMPLETION_API, FUNCTION_CALLING, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+SELF_HOSTED | occiglot-7b-eu5 | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | olmo-3-32b-think | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | olmo2:13b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | olmo3:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi-4-mini-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi-4-multimodal-instruct | AUDIO_INPUT, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi-4-reasoning-vision | ALWAYS_REASONING, CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi3:14b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi4-mini:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | phi4:14b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen2.5-vl-7b-instruct | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen3-coder:30b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen3.5:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen3.6:32b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen3.8-2.4t-a95b | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwen3.8:27b | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (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) | (unknown) | (unknown)
+SELF_HOSTED | qwen3.8:latest | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, REASONING_BY_DEFAULT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | qwq:32b | ALWAYS_REASONING, CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | ring-1t | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | salamandra-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | salamandra-7b-instruct-tools | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | seed-oss:36b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | smollm2:1.7b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | smollm3:3b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | starling-lm:7b | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | tencent/hy3 | CHAT_COMPLETION_API, FUNCTION_CALLING, OPTIONAL_REASONING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | teuken-7b-instruct | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | voxtral-mini-3b | CHAT_COMPLETION_API, FUNCTION_CALLING, SPEECH_INPUT, TEXT_INPUT, TEXT_OUTPUT | TRANSCRIPTION | (unknown) | (unknown) | (unknown)
+SELF_HOSTED | yi-1.5:9b | CHAT_COMPLETION_API, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-2-vision-1212 | CHAT_COMPLETION_API, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-3 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-3-mini | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-4 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-4-fast-reasoning | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
+X | grok-4.20 | ALWAYS_REASONING, CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown) | (unknown)
+X | grok-4.20-non-reasoning | CHAT_COMPLETION_API, FUNCTION_CALLING, MULTIPLE_IMAGE_INPUT, TEXT_INPUT, TEXT_OUTPUT | CHAT | 1000000 | (unknown) | (unknown)
+X | grok-5 | CHAT_COMPLETION_API, FUNCTION_CALLING, TEXT_INPUT, TEXT_OUTPUT | CHAT | (unknown) | (unknown) | (unknown)
\ No newline at end of file
diff --git a/app/Tests/Models/TokenizerRuleTests.cs b/app/Tests/Models/TokenizerRuleTests.cs
new file mode 100644
index 00000000..80000ee9
--- /dev/null
+++ b/app/Tests/Models/TokenizerRuleTests.cs
@@ -0,0 +1,106 @@
+using AIStudio.Models;
+using AIStudio.Models.Registry;
+using AIStudio.Provider;
+using AIStudio.Settings;
+
+namespace AIStudio.Tests.Models;
+
+/// <summary>
+/// Checks which tokenizer the rules name for a model.
+/// </summary>
+/// <remarks>
+/// Naming one changes nothing about the counting today: AI Studio counts with the tokenizer it
+/// ships unless somebody points it at a tokenizer.json file, and none of the references below is
+/// such a file. What they are for is the sentence in the provider dialog, which until now let a
+/// person guess -- including the ones who go looking for a file which was never published.
+///
+/// The kind matters as much as the name, and that is what the cases here pin. "o200k_base" is an
+/// encoding nobody can download, "/v1/messages/count_tokens" is an endpoint nobody can select in a
+/// file dialog, and telling them apart is the whole point of recording the kind alongside the name.
+/// </remarks>
+[TestFixture]
+public sealed class TokenizerRuleTests
+{
+    [TestCase(LLMProviders.OPEN_AI, "gpt-5.1", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-5.6", "o200k_base", Description = "Every model of the 5 line inherits the encoding of its prefix.")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-5-chat-latest", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-4o", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-4o-mini-search-preview", "o200k_base", Description = "Stated in full rather than inherited, so it has to say this itself.")]
+    [TestCase(LLMProviders.OPEN_AI, "o1", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "o1-mini", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "o3-mini", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "o4-mini", "o200k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-4", "cl100k_base", Description = "The older encoding, which is where the 4 line stayed.")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-4-turbo", "cl100k_base")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-3.5-turbo", "cl100k_base")]
+    public void OpenAINamesAnEncodingRatherThanAFile(LLMProviders provider, string modelId, string encoding)
+    {
+        var tokenizer = provider.GetModelProfile(new Model(modelId, null)).Tokenizer;
+
+        Assert.Multiple(() =>
+        {
+            Assert.That(tokenizer.Kind, Is.EqualTo(TokenizerKind.TIKTOKEN));
+            Assert.That(tokenizer.Id, Is.EqualTo(encoding));
+        });
+    }
+
+    [TestCase(LLMProviders.ANTHROPIC, "claude-opus-5", "/v1/messages/count_tokens")]
+    [TestCase(LLMProviders.ANTHROPIC, "claude-3-5-haiku-latest", "/v1/messages/count_tokens")]
+    [TestCase(LLMProviders.GOOGLE, "gemini-3-pro", "countTokens")]
+    [TestCase(LLMProviders.GOOGLE, "gemini-2.5-flash-lite", "countTokens")]
+    public void AnthropicAndGoogleNameAnEndpointBecauseTheyPublishNoFile(LLMProviders provider, string modelId, string endpoint)
+    {
+        var tokenizer = provider.GetModelProfile(new Model(modelId, null)).Tokenizer;
+
+        Assert.Multiple(() =>
+        {
+            Assert.That(tokenizer.Kind, Is.EqualTo(TokenizerKind.PROVIDER_API));
+            Assert.That(tokenizer.Id, Is.EqualTo(endpoint));
+        });
+    }
+
+    [TestCase(LLMProviders.OPEN_AI, "gpt-6-astra", Description = "Newer than the mapping OpenAI publishes, so nothing is claimed for it.")]
+    [TestCase(LLMProviders.OPEN_AI, "gpt-oss-120b", Description = "Open weights, and not in OpenAI's encoding table either.")]
+    [TestCase(LLMProviders.SELF_HOSTED, "some-model-nobody-wrote-a-rule-for")]
+    [TestCase(LLMProviders.MISTRAL, "mistral-large-2512")]
+    public void AModelNobodyNamedATokenizerForSaysSo(LLMProviders provider, string modelId)
+    {
+        var tokenizer = provider.GetModelProfile(new Model(modelId, null)).Tokenizer;
+
+        Assert.Multiple(() =>
+        {
+            Assert.That(tokenizer.IsKnown, Is.False);
+            Assert.That(tokenizer.Kind, Is.EqualTo(TokenizerKind.UNKNOWN), "Which means the built-in tokenizer, the same as today.");
+        });
+    }
+
+    [Test]
+    public void TheSameModelThroughAGatewayKeepsItsTokenizer()
+    {
+        //
+        // A gateway cuts what its transport cannot carry, which is about APIs. Which tokenizer a
+        // model was trained with is a property of the model and survives the trip.
+        //
+        var directly = ModelRegistry.Shared.Profile(LLMProviders.OPEN_AI, "gpt-5.1");
+        var throughAGateway = ModelRegistry.Shared.Profile(LLMProviders.OPEN_ROUTER, "openai/gpt-5.1");
+
+        Assert.That(throughAGateway.Tokenizer, Is.EqualTo(directly.Tokenizer));
+    }
+
+    [Test]
+    public void ANameWithoutAKindIsNotAReference()
+    {
+        //
+        // Both halves have to be there. A kind without a name says nothing to act on, and a name
+        // without a kind cannot be told apart from any other string -- whether it is a repository,
+        // an encoding or an endpoint decides what a person can do with it.
+        //
+        Assert.Multiple(() =>
+        {
+            Assert.That(new TokenizerRef(TokenizerKind.HUGGING_FACE, string.Empty).IsKnown, Is.False);
+            Assert.That(new TokenizerRef(TokenizerKind.UNKNOWN, "o200k_base").IsKnown, Is.False);
+            Assert.That(TokenizerRef.UNKNOWN.IsKnown, Is.False);
+            Assert.That(new TokenizerRef(TokenizerKind.TIKTOKEN, "o200k_base").IsKnown, Is.True);
+        });
+    }
+}
\ No newline at end of file