feat(azure_ai): add MAI-Image-2.5 image generation support by Sameerlite · Pull Request #29688 · BerriAI/litellm

Sameerlite · 2026-06-04T17:09:58Z

Summary

Add Azure AI Foundry MAI image generation (MAI-Image-2.5) via /mai/v1/images/generations
Add MAI image edit support via /mai/v1/images/edits with multipart form data and MAI usage normalization
Register azure_ai/MAI-Image-2.5, MAI-Image-2.5-Flash, and MAI-Image-2e in model pricing metadata

Fixes LIT-3569

Test plan

pytest tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py -v (19 tests)
pytest tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py -v (10 tests)
Manual live test via proxy: generation + edit end-to-end

Note

Medium Risk
Changes Azure image URL selection and response/cost handling for a new provider path; mis-routing or billing mistakes are possible but scope is mostly additive with dedicated MAI branches and tests.

Overview
Adds Azure AI Foundry MAI image generation and edit support through dedicated /mai/v1/images/generations and /mai/v1/images/edits routes, including param mapping (size → width/height for gen, size on edits), multipart edit requests, and MAI usage normalization to OpenAI-style ImageUsage.

Azure OpenAI image routing now accepts optional base_model in create_azure_base_url so MAI serverless models route to the MAI URL even when the deployment name differs; sync image_generation uses the MAI response transformer when the resolved config is MAI. Billing for azure_ai images prefers token-based cost from usage when present, with per-image fallback. Pricing metadata registers MAI-Image-2.5, MAI-Image-2.5-Flash, and MAI-Image-2e.

^{Reviewed by Cursor Bugbot for commit d9e4eaa. Bugbot is set up for automated code reviews on this repo. Configure here.}

Route azure_ai MAI models to /mai/v1/images/generations and map OpenAI size to width/height for the serverless API. Co-authored-by: Cursor <[email protected]>

greptile-apps · 2026-06-04T17:12:37Z

Greptile Summary

Adds Azure AI Foundry MAI image generation and editing support (MAI-Image-2.5, MAI-Image-2.5-Flash, MAI-Image-2e) via new transformer classes for both generation and edit paths, with pricing metadata, MAI usage normalization, and routing through /mai/v1/images/generations and /mai/v1/images/edits.

Generation (AzureFoundryMAIImageGenerationConfig): converts OpenAI size → width/height, routes to the MAI URL, normalizes non-standard MAI usage fields (num_output_tokens, num_input_text_tokens) to the OpenAI ImageUsage schema, and adds a token-based cost path to the Azure AI cost calculator with flat per-image fallback.
Edit (AzureFoundryMAIImageEditConfig): builds multipart requests with a size string (not width/height), validates sizes, normalizes MAI usage, and re-uses get_mai_image_edit_url which correctly handles base URLs that already contain /mai/ or /images/ segments.
Routing: create_azure_base_url now accepts base_model so deployments with aliases still reach the correct MAI endpoint; data[\"model\"] is set to base_model or model ensuring both URL dispatch and response dispatch use the same canonical model name.

Confidence Score: 5/5

Additive feature with no changes to existing Azure OpenAI or DALL-E paths; all previously raised concerns are resolved in this version.

All five issues flagged in prior review rounds have been addressed: the size-fallthrough error, the independent width/height default guards, the lazy-map validation bug in the edit config, the missing usage normalization in the generation response handler, and the get_mai_image_edit_url edge case for base URLs that contain /mai/ without /images/. The sync and async image-generation paths are consistent, the cost calculator correctly prefers token-based billing before falling back to flat per-image pricing, and 29 unit tests (all mocked) cover the key code paths including deployment-alias routing.

No files require special attention.

Important Files Changed

Filename	Overview
litellm/llms/azure_ai/image_generation/mai_transformation.py	New MAI generation transformer with URL routing, size→width/height mapping, usage normalization, and response handling; all previously reported issues (size fallthrough, dimension guard, missing usage normalization) are resolved.
litellm/llms/azure_ai/image_edit/mai_transformation.py	New MAI edit transformer with multipart form data, size validation, and usage normalization; previously reported lazy-map issue is resolved by using tuple(map(...)) to force evaluation.
litellm/llms/azure/azure.py	Adds base_model parameter to create_azure_base_url and MAI-specific response transformer dispatch in the sync image_generation path; data["model"] is set to base_model or model ensuring the same model name drives both URL routing and response dispatch.
litellm/llms/azure_ai/image_generation/cost_calculator.py	Adds token-based cost path before falling back to flat per-image pricing; logic is correct and well-tested.
model_prices_and_context_window.json	Adds pricing entries for MAI-Image-2.5, MAI-Image-2.5-Flash, and MAI-Image-2e with both token-based and flat per-image cost fields; matches the source blog post URLs.

_{Reviews (10): Last reviewed commit: "fix(azure_ai): build MAI image generatio..." | Re-trigger Greptile}

codecov · 2026-06-04T17:13:35Z

Codecov Report

❌ Patch coverage is 93.36283% with 15 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
...llm/llms/azure_ai/image_edit/mai_transformation.py	89.87%	8 Missing ⚠️
...ms/azure_ai/image_generation/mai_transformation.py	95.12%	6 Missing ⚠️
.../llms/azure_ai/image_generation/cost_calculator.py	85.71%	1 Missing ⚠️

📢 Thoughts on this report? Let us know!

veria-ai · 2026-06-04T17:29:04Z

PR overview

This PR adds support for MAI-Image-2.5 image generation in the Azure AI integration, including transformation logic for MAI image generation responses and usage accounting.

The PR has made progress with two issues already addressed, but one billing/usage-accounting issue remains open. A user may be able to generate MAI images without the output image-token cost being recorded when Azure reports zero text output tokens while also returning nonzero image output tokens. The remaining impact appears limited to inaccurate metering or cost tracking for this image-generation path rather than broader data exposure or code execution.

Open issues (1)

Medium: MAI image output tokens are undercounted — litellm/llms/azure_ai/image_generation/mai_transformation.py:96

Fixed/addressed: 2 · PR risk: 5/10

emerzon · 2026-06-04T20:01:02Z

Please consider also #27061

krrish-berri-2 · 2026-06-04T22:36:42Z

@Sameerlite — a couple of things on this PR:

Some CI checks are failing that appear related to your changes (codecov/patch coverage on the new mai_transformation.py and LiteLLM Linting). Could you take a look and fix those before this gets reviewed?
Could you also add a screenshot or short video showing that this change works as expected? It really helps reviewers verify the fix quickly.

Thanks!

Validate unsupported size values, default width/height independently, add MAI-Image-2.5 pricing, and expand test coverage. @greptileai Co-authored-by: Cursor <[email protected]>

Add MAI image edit support with usage normalization for Azure response format, and register MAI-Image-2.5-Flash and MAI-Image-2e pricing in the model map. Co-authored-by: Cursor <[email protected]>

Greptile: lazy map() never evaluated int() so values like 1024xabc passed through. Co-authored-by: Cursor <[email protected]>

Sameerlite · 2026-06-08T06:21:03Z

@greptileai

Apply normalize_mai_image_usage before building ImageResponse so token-based cost calculation works when Azure returns num_output_tokens fields. Co-authored-by: Cursor <[email protected]>

Sameerlite · 2026-06-08T06:29:29Z

@greptileai

Co-authored-by: Cursor <[email protected]>

Sameerlite · 2026-06-08T07:01:55Z

bugbot run

cursor

Cursor Bugbot has reviewed your changes using default effort and found 2 potential issues.

Autofix Details

Bugbot Autofix prepared fixes for both issues found in the latest run.

✅ Fixed: MAI response transform never invoked
- Wired MAI models to the MAI image generation config and invoked its response transform on the sync Azure image path.
✅ Fixed: Edit URL reuses generation path
- Updated MAI edit URL construction to rewrite a full generations URL to the edits endpoint while preserving the query string.

_{You can send follow-ups to the cloud agent here.}

CLAassistant · 2026-06-08T07:11:32Z

Thank you for your submission! We really appreciate it. Like many open source projects, we ask that you all sign our Contributor License Agreement before we can accept your contribution.
2 out of 3 committers have signed the CLA.

✅ Sameerlite
✅ mateo-berri
❌ cursoragent
_{You have signed the CLA already but the status is still pending? Let us recheck it.}

Sameerlite · 2026-06-08T07:33:49Z

bugbot run

cursor

Cursor Bugbot has reviewed your changes using high effort and found 1 potential issue.

Autofix Details

Bugbot Autofix prepared a fix for the issue found in the latest run.

✅ Fixed: MAI URL ignores base model
- create_azure_base_url now considers the base model for MAI detection while preserving the deployment name for standard Azure deployment URLs.

Preview (d9e4eaab50)

diff --git a/litellm/llms/azure/azure.py b/litellm/llms/azure/azure.py
--- a/litellm/llms/azure/azure.py
+++ b/litellm/llms/azure/azure.py
@@ -43,7 +43,10 @@
     process_azure_headers,
     select_azure_base_url_or_endpoint,
 )
-from .image_generation import get_azure_image_generation_config
+from .image_generation import (
+    AzureFoundryMAIImageGenerationConfig,
+    get_azure_image_generation_config,
+)
 from .image_generation.http_utils import azure_deployment_image_generation_json_body
 
 
@@ -1097,10 +1100,14 @@
         )
 
     def create_azure_base_url(
-        self, azure_client_params: dict, model: Optional[str]
+        self,
+        azure_client_params: dict,
+        model: Optional[str],
+        base_model: Optional[str] = None,
     ) -> str:
         from litellm.llms.azure_ai.image_generation import (
             AzureFoundryFluxImageGenerationConfig,
+            AzureFoundryMAIImageGenerationConfig,
         )
 
         api_base: str = azure_client_params.get(
@@ -1112,6 +1119,12 @@
         if model is None:
             model = ""
 
+        if AzureFoundryMAIImageGenerationConfig.is_mai_model(base_model or model):
+            return AzureFoundryMAIImageGenerationConfig.get_mai_image_generation_url(
+                api_base=api_base,
+                api_version=api_version,
+            )
+
         # Handle FLUX 2 models on Azure AI which use a different URL pattern
         # e.g., /providers/blackforestlabs/v1/flux-2-pro instead of /openai/deployments/{model}/images/generations
         if AzureFoundryFluxImageGenerationConfig.is_flux2_model(model):
@@ -1153,10 +1166,10 @@
             if api_base.endswith("/"):
                 api_base = api_base.rstrip("/")
             api_version: str = azure_client_params.get("api_version", "")
-            # Use the deployment name (model) for URL construction, not the base_model from data
             img_gen_api_base = self.create_azure_base_url(
                 azure_client_params=azure_client_params,
                 model=model or data.get("model", ""),
+                base_model=data.get("model", ""),
             )
 
             ## LOGGING
@@ -1285,9 +1298,10 @@
             if aimg_generation is True:
                 return self.aimage_generation(data=data, input=input, logging_obj=logging_obj, model_response=model_response, api_key=api_key, client=client, azure_client_params=azure_client_params, timeout=timeout, headers=headers, model=model)  # type: ignore
 
-            # Use the deployment name (model) for URL construction, not the base_model from data
             img_gen_api_base = self.create_azure_base_url(
-                azure_client_params=azure_client_params, model=model
+                azure_client_params=azure_client_params,
+                model=model,
+                base_model=base_model,
             )
 
             ## LOGGING
@@ -1309,6 +1323,21 @@
                 data=data,
                 headers=headers,
             )
+            provider_config = get_azure_image_generation_config(
+                data.get("model", "dall-e-2")
+            )
+            if isinstance(provider_config, AzureFoundryMAIImageGenerationConfig):
+                return provider_config.transform_image_generation_response(
+                    model=data.get("model", "dall-e-2"),
+                    raw_response=httpx_response,
+                    model_response=model_response or ImageResponse(),
+                    logging_obj=logging_obj,
+                    request_data=data,
+                    optional_params=data,
+                    litellm_params=data,
+                    encoding=litellm.encoding,
+                )
+
             response = httpx_response.json()
 
             ## LOGGING

diff --git a/litellm/llms/azure/image_generation/__init__.py b/litellm/llms/azure/image_generation/__init__.py
--- a/litellm/llms/azure/image_generation/__init__.py
+++ b/litellm/llms/azure/image_generation/__init__.py
@@ -1,4 +1,5 @@
 from litellm._logging import verbose_logger
+from litellm.llms.azure_ai.image_generation import AzureFoundryMAIImageGenerationConfig
 from litellm.llms.base_llm.image_generation.transformation import (
     BaseImageGenerationConfig,
 )
@@ -24,6 +25,8 @@
         return AzureDallE2ImageGenerationConfig()
     elif "dalle3" in model:
         return AzureDallE3ImageGenerationConfig()
+    elif AzureFoundryMAIImageGenerationConfig.is_mai_model(model):
+        return AzureFoundryMAIImageGenerationConfig()
     else:
         verbose_logger.debug(
             f"Using AzureGPTImageGenerationConfig for model: {model}. This follows the gpt-image model format."

diff --git a/litellm/llms/azure_ai/image_edit/__init__.py b/litellm/llms/azure_ai/image_edit/__init__.py
--- a/litellm/llms/azure_ai/image_edit/__init__.py
+++ b/litellm/llms/azure_ai/image_edit/__init__.py
@@ -1,21 +1,33 @@
 from litellm.llms.azure_ai.image_generation.flux_transformation import (
     AzureFoundryFluxImageGenerationConfig,
 )
+from litellm.llms.azure_ai.image_generation.mai_transformation import (
+    AzureFoundryMAIImageGenerationConfig,
+)
 from litellm.llms.base_llm.image_edit.transformation import BaseImageEditConfig
 
 from .flux2_transformation import AzureFoundryFlux2ImageEditConfig
+from .mai_transformation import AzureFoundryMAIImageEditConfig
 from .transformation import AzureFoundryFluxImageEditConfig
 
-__all__ = ["AzureFoundryFluxImageEditConfig", "AzureFoundryFlux2ImageEditConfig"]
+__all__ = [
+    "AzureFoundryFluxImageEditConfig",
+    "AzureFoundryFlux2ImageEditConfig",
+    "AzureFoundryMAIImageEditConfig",
+]
 
 
 def get_azure_ai_image_edit_config(model: str) -> BaseImageEditConfig:
     """
     Get the appropriate image edit config for an Azure AI model.
 
+    - MAI models use /mai/v1/images/edits with multipart form data and size
     - FLUX 2 models use JSON with base64 image
     - FLUX 1 models use multipart/form-data
     """
+    if AzureFoundryMAIImageGenerationConfig.is_mai_model(model):
+        return AzureFoundryMAIImageEditConfig()
+
     # Check if it's a FLUX 2 model
     if AzureFoundryFluxImageGenerationConfig.is_flux2_model(model):
         return AzureFoundryFlux2ImageEditConfig()

diff --git a/litellm/llms/azure_ai/image_edit/mai_transformation.py b/litellm/llms/azure_ai/image_edit/mai_transformation.py
new file mode 100644
--- /dev/null
+++ b/litellm/llms/azure_ai/image_edit/mai_transformation.py
@@ -1,0 +1,199 @@
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, cast
+
+import httpx
+from httpx._types import RequestFiles
+
+from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo
+from litellm.llms.azure_ai.image_generation.mai_transformation import (
+    AzureFoundryMAIImageGenerationConfig,
+)
+from litellm.llms.openai.common_utils import OpenAIError
+from litellm.llms.openai.image_edit.transformation import OpenAIImageEditConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.images.main import ImageEditOptionalRequestParams
+from litellm.types.llms.openai import FileTypes
+from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import ImageResponse
+from litellm.utils import convert_to_model_response_object
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.logging import Logging as LiteLLMLoggingObj
+
+
+class AzureFoundryMAIImageEditConfig(OpenAIImageEditConfig):
+    """Azure AI Foundry MAI image editing (e.g. MAI-Image-2.5)."""
+
+    DEFAULT_SIZE = "1024x1024"
+
+    def get_supported_openai_params(self, model: str) -> list:
+        return ["prompt", "image", "model", "n", "size"]
+
+    def map_openai_params(
+        self,
+        image_edit_optional_params: ImageEditOptionalRequestParams,
+        model: str,
+        drop_params: bool,
+    ) -> Dict:
+        optional_params: Dict[str, Any] = {}
+        supported_params = self.get_supported_openai_params(model)
+
+        for key, value in dict(image_edit_optional_params).items():
+            if value is None or key in optional_params:
+                continue
+
+            if key in supported_params:
+                if key == "size" and value:
+                    size_param = cast(str, value)
+                    self._validate_size_param(size_param)
+                    optional_params[key] = size_param
+                else:
+                    optional_params[key] = value
+            elif not drop_params:
+                raise ValueError(
+                    f"Parameter {key} is not supported for model {model}. "
+                    f"Supported parameters are {supported_params}. "
+                    f"Set drop_params=True to drop unsupported parameters."
+                )
+
+        if "size" not in optional_params:
+            optional_params["size"] = self.DEFAULT_SIZE
+
+        return optional_params
+
+    def _validate_size_param(self, size: str) -> None:
+        known_sizes = {
+            "1024x1024",
+            "1792x1024",
+            "1024x1792",
+            "512x512",
+            "256x256",
+        }
+
+        if size in known_sizes:
+            return
+
+        if "x" in size:
+            try:
+                tuple(map(int, size.lower().split("x", 1)))
+                return
+            except ValueError:
+                raise ValueError(
+                    f"Invalid size format: '{size}'. Expected format 'WIDTHxHEIGHT' (e.g., '1024x1024')."
+                )
+
+        raise ValueError(
+            f"Unsupported size value: '{size}'. "
+            f"Use a known size (e.g., '1024x1024') or a custom 'WIDTHxHEIGHT' string."
+        )
+
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        api_key: Optional[str] = None,
+        litellm_params: Optional[dict] = None,
+        api_base: Optional[str] = None,
+    ) -> dict:
+        api_key = AzureFoundryModelInfo.get_api_key(api_key)
+
+        if not api_key:
+            raise ValueError(
+                f"Azure AI API key is required for model {model}. "
+                "Set AZURE_AI_API_KEY environment variable or pass api_key parameter."
+            )
+
+        headers.update({"api-key": api_key})
+        return headers
+
+    def get_complete_url(
+        self,
+        model: str,
+        api_base: Optional[str],
+        litellm_params: dict,
+    ) -> str:
+        api_base = AzureFoundryModelInfo.get_api_base(api_base)
+
+        if api_base is None:
+            raise ValueError(
+                "Azure AI API base is required. Set AZURE_AI_API_BASE environment variable or pass api_base parameter."
+            )
+
+        api_version = (
+            litellm_params.get("api_version")
+            or get_secret_str("AZURE_AI_API_VERSION")
+            or "preview"
+        )
+
+        return AzureFoundryMAIImageGenerationConfig.get_mai_image_edit_url(
+            api_base=api_base,
+            api_version=api_version,
+        )
+
+    def transform_image_edit_request(
+        self,
+        model: str,
+        prompt: Optional[str],
+        image: Optional[FileTypes],
+        image_edit_optional_request_params: Dict,
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,
+    ) -> Tuple[Dict, RequestFiles]:
+        request_params = {
+            "model": model,
+            **image_edit_optional_request_params,
+        }
+        if prompt is not None:
+            request_params["prompt"] = prompt
+
+        data_without_files = {
+            key: value
+            for key, value in request_params.items()
+            if key not in ["image", "mask"]
+        }
+        files_list: List[Tuple[str, Any]] = []
+
+        if image is not None:
+            image_list = [image] if not isinstance(image, list) else image
+            for _image in image_list:
+                if _image is not None:
+                    self._add_image_to_files(
+                        files_list=files_list,
+                        image=_image,
+                        field_name="image",
+                    )
+                    break
+
+        return data_without_files, files_list
+
+    def transform_image_edit_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        logging_obj: "LiteLLMLoggingObj",
+    ) -> ImageResponse:
+        try:
+            response = raw_response.json()
+        except Exception:
+            raise OpenAIError(
+                message=raw_response.text, status_code=raw_response.status_code
+            )
+
+        if "usage" in response:
+            response["usage"] = (
+                AzureFoundryMAIImageGenerationConfig.normalize_mai_image_usage(
+                    response.get("usage")
+                )
+            )
+
+        logging_obj.post_call(
+            input="",
+            api_key="",
+            additional_args={"complete_input_dict": {}},
+            original_response=response,
+        )
+
+        return convert_to_model_response_object(
+            response_object=response,
+            model_response_object=ImageResponse(),
+            response_type="image_generation",
+        )

diff --git a/litellm/llms/azure_ai/image_generation/__init__.py b/litellm/llms/azure_ai/image_generation/__init__.py
--- a/litellm/llms/azure_ai/image_generation/__init__.py
+++ b/litellm/llms/azure_ai/image_generation/__init__.py
@@ -7,12 +7,14 @@
 from .dall_e_3_transformation import AzureFoundryDallE3ImageGenerationConfig
 from .flux_transformation import AzureFoundryFluxImageGenerationConfig
 from .gpt_transformation import AzureFoundryGPTImageGenerationConfig
+from .mai_transformation import AzureFoundryMAIImageGenerationConfig
 
 __all__ = [
     "AzureFoundryFluxImageGenerationConfig",
     "AzureFoundryGPTImageGenerationConfig",
     "AzureFoundryDallE2ImageGenerationConfig",
     "AzureFoundryDallE3ImageGenerationConfig",
+    "AzureFoundryMAIImageGenerationConfig",
 ]
 
 
@@ -24,6 +26,8 @@
         return AzureFoundryDallE2ImageGenerationConfig()
     elif "dalle3" in model:
         return AzureFoundryDallE3ImageGenerationConfig()
+    elif AzureFoundryMAIImageGenerationConfig.is_mai_model(model):
+        return AzureFoundryMAIImageGenerationConfig()
     elif "flux" in model:
         return AzureFoundryFluxImageGenerationConfig()
     else:

diff --git a/litellm/llms/azure_ai/image_generation/cost_calculator.py b/litellm/llms/azure_ai/image_generation/cost_calculator.py
--- a/litellm/llms/azure_ai/image_generation/cost_calculator.py
+++ b/litellm/llms/azure_ai/image_generation/cost_calculator.py
@@ -1,6 +1,9 @@
 from typing import Any
 
 import litellm
+from litellm.litellm_core_utils.llm_cost_calc.utils import (
+    calculate_image_response_cost_from_usage,
+)
 from litellm.types.utils import ImageResponse
 
 
@@ -9,19 +12,28 @@
     image_response: Any,
 ) -> float:
     """
-    Recraft image generation cost calculator
+    Azure AI image generation cost calculator
     """
     _model_info = litellm.get_model_info(
         model=model,
         custom_llm_provider=litellm.LlmProviders.AZURE_AI.value,
     )
-    output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0
-    num_images: int = 0
+
     if isinstance(image_response, ImageResponse):
+        token_based_cost = calculate_image_response_cost_from_usage(
+            model=model,
+            image_response=image_response,
+            custom_llm_provider=litellm.LlmProviders.AZURE_AI.value,
+        )
+        if token_based_cost is not None:
+            return token_based_cost
+
+        output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0
+        num_images: int = 0
         if image_response.data:
             num_images = len(image_response.data)
         return output_cost_per_image * num_images
-    else:
-        raise ValueError(
-            f"image_response must be of type ImageResponse got type={type(image_response)}"
-        )
+
+    raise ValueError(
+        f"image_response must be of type ImageResponse got type={type(image_response)}"
+    )

diff --git a/litellm/llms/azure_ai/image_generation/mai_transformation.py b/litellm/llms/azure_ai/image_generation/mai_transformation.py
new file mode 100644
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/mai_transformation.py
@@ -1,0 +1,223 @@
+from typing import TYPE_CHECKING, Any, Dict, List, Optional
+
+import httpx
+
+from litellm.llms.base_llm.image_generation.transformation import (
+    BaseImageGenerationConfig,
+)
+from litellm.types.llms.openai import OpenAIImageGenerationOptionalParams
+from litellm.types.utils import ImageResponse
+from litellm.utils import convert_to_model_response_object
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.logging import Logging as LiteLLMLoggingObj
+
+
+class AzureFoundryMAIImageGenerationConfig(BaseImageGenerationConfig):
+    """Azure AI Foundry MAI image generation (e.g. MAI-Image-2.5)."""
+
+    DEFAULT_WIDTH = 1024
+    DEFAULT_HEIGHT = 1024
+
+    @staticmethod
+    def get_mai_image_generation_url(
+        api_base: Optional[str],
+        api_version: Optional[str],
+    ) -> str:
+        if api_base is None:
+            raise ValueError("api_base is required for Azure AI MAI image generation")
+
+        api_base = api_base.rstrip("/")
+        api_version = api_version or "preview"
+
+        if "/mai/" in api_base:
+            if "?" in api_base:
+                return api_base
+            return f"{api_base}?api-version={api_version}"
+
+        return f"{api_base}/mai/v1/images/generations?api-version={api_version}"
+
+    @staticmethod
+    def get_mai_image_edit_url(
+        api_base: Optional[str],
+        api_version: Optional[str],
+    ) -> str:
+        if api_base is None:
+            raise ValueError("api_base is required for Azure AI MAI image editing")
+
+        api_base = api_base.rstrip("/")
+        api_version = api_version or "preview"
+
+        if "/mai/" in api_base:
+            api_base = api_base.replace("/images/generations", "/images/edits")
+            if "?" in api_base:
+                return api_base
+            return f"{api_base}?api-version={api_version}"
+
+        return f"{api_base}/mai/v1/images/edits?api-version={api_version}"
+
+    @staticmethod
+    def is_mai_model(model: str) -> bool:
+        model_normalized = model.lower().replace("-", "").replace("_", "")
+        return "maiimage" in model_normalized
+
+    @staticmethod
+    def normalize_mai_image_usage(usage: Optional[Dict[str, Any]]) -> Dict[str, Any]:
+        """Map Azure MAI usage fields to OpenAI ImageUsage schema."""
+        if usage is None:
+            return {
+                "input_tokens": 0,
+                "input_tokens_details": {"image_tokens": 0, "text_tokens": 0},
+                "output_tokens": 0,
+                "total_tokens": 0,
+            }
+
+        normalized_usage = dict(usage)
+        input_tokens_details = normalized_usage.get("input_tokens_details")
+        if not isinstance(input_tokens_details, dict):
+            input_tokens_details = {}
+
+        text_tokens = normalized_usage.get("num_input_text_tokens")
+        if text_tokens is None:
+            text_tokens = input_tokens_details.get("text_tokens")
+        if text_tokens is None:
+            text_tokens = normalized_usage.get("input_tokens", 0) or 0
+
+        image_tokens = normalized_usage.get("num_input_image_tokens")
+        if image_tokens is None:
+            image_tokens = input_tokens_details.get("image_tokens")
+        if image_tokens is None:
+            image_tokens = 0
+
+        output_tokens = normalized_usage.get("output_tokens")
+        if output_tokens is None:
+            output_tokens = (
+                normalized_usage.get("num_output_tokens")
+                or normalized_usage.get("output_image_tokens")
+                or 0
+            )
+
+        input_tokens = normalized_usage.get("input_tokens")
+        if input_tokens is None:
+            input_tokens = text_tokens + image_tokens
+
+        total_tokens = normalized_usage.get("total_tokens")
+        if total_tokens is None:
+            total_tokens = input_tokens + output_tokens
+
+        normalized_usage.update(
+            {
+                "input_tokens": input_tokens,
+                "input_tokens_details": {
+                    "image_tokens": image_tokens,
+                    "text_tokens": text_tokens,
+                },
+                "output_tokens": output_tokens,
+                "total_tokens": total_tokens,
+            }
+        )
+        return normalized_usage
+
+    def get_supported_openai_params(
+        self, model: str
+    ) -> List[OpenAIImageGenerationOptionalParams]:
+        return ["n", "size"]
+
+    def map_openai_params(
+        self,
+        non_default_params: dict,
+        optional_params: dict,
+        model: str,
+        drop_params: bool,
+    ) -> dict:
+        supported_params = self.get_supported_openai_params(model)
+
+        for k, v in non_default_params.items():
+            if k in optional_params:
+                continue
+
+            if k in supported_params:
+                if k == "size" and v:
+                    self._map_size_param(v, optional_params)
+                else:
+                    optional_params[k] = v
+            elif k in ("width", "height"):
+                optional_params[k] = v
+            elif not drop_params:
+                raise ValueError(
+                    f"Parameter {k} is not supported for model {model}. "
+                    f"Supported parameters are {supported_params} and width/height. "
+                    f"Set drop_params=True to drop unsupported parameters."
+                )
+
+        if "width" not in optional_params:
+            optional_params["width"] = self.DEFAULT_WIDTH
+        if "height" not in optional_params:
+            optional_params["height"] = self.DEFAULT_HEIGHT
+
+        optional_params.pop("size", None)
+        return optional_params
+
+    def _map_size_param(self, size: str, optional_params: dict) -> None:
+        size_mapping = {
+            "1024x1024": (1024, 1024),
+            "1792x1024": (1792, 1024),
+            "1024x1792": (1024, 1792),
+            "512x512": (512, 512),
+            "256x256": (256, 256),
+        }
+
+        if size in size_mapping:
+            width, height = size_mapping[size]
+            optional_params["width"] = width
+            optional_params["height"] = height
+        elif "x" in size:
+            try:
+                width, height = map(int, size.lower().split("x"))
+                optional_params["width"] = width
+                optional_params["height"] = height
+            except ValueError:
+                raise ValueError(
+                    f"Invalid size format: '{size}'. Expected format 'WIDTHxHEIGHT' (e.g., '1024x1024')."
+                )
+        else:
+            raise ValueError(
+                f"Unsupported size value: '{size}'. "
+                f"Use a known size (e.g., '1024x1024') or a custom 'WIDTHxHEIGHT' string."
+            )
+
+    def transform_image_generation_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        model_response: ImageResponse,
+        logging_obj: "LiteLLMLoggingObj",
+        request_data: dict,
+        optional_params: dict,
+        litellm_params: dict,
+        encoding: Any,
+        api_key: Optional[str] = None,
+        json_mode: Optional[bool] = None,
+    ) -> ImageResponse:
+        response = raw_response.json()
+
+        if "usage" in response:
+            response["usage"] = self.normalize_mai_image_usage(response.get("usage"))
+
+        logging_obj.post_call(
+            input=request_data.get("prompt", ""),
+            api_key=api_key,
+            additional_args={"complete_input_dict": request_data},
+            original_response=response,
+        )
+
+        image_response: ImageResponse = convert_to_model_response_object(
+            response_object=response,
+            model_response_object=model_response,
+            response_type="image_generation",
+        )
+
+        width = optional_params.get("width", self.DEFAULT_WIDTH)
+        height = optional_params.get("height", self.DEFAULT_HEIGHT)
+        image_response.size = f"{width}x{height}"  # type: ignore[assignment]
+        return image_response

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -6853,6 +6853,43 @@
             "/v1/images/generations"
         ]
     },
+    "azure_ai/MAI-Image-2.5": {
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.05,
+        "output_cost_per_image_token": 4.7e-05,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
+    "azure_ai/MAI-Image-2.5-Flash": {
+        "input_cost_per_image_token": 1.75e-06,
+        "input_cost_per_token": 1.75e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.0338,
+        "output_cost_per_image_token": 3.3e-05,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
+    "azure_ai/MAI-Image-2e": {
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.02,
+        "output_cost_per_image_token": 1.95e-05,
+        "source": "https://aka.ms/mai-image-2e-foundryblog",
+        "supported_endpoints": [
+            "/v1/images/generations"
+        ]
+    },
     "azure_ai/Llama-3.2-11B-Vision-Instruct": {
         "input_cost_per_token": 3.7e-07,
         "litellm_provider": "azure_ai",

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -6853,6 +6853,43 @@
             "/v1/images/generations"
         ]
     },
+    "azure_ai/MAI-Image-2.5": {
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.05,
+        "output_cost_per_image_token": 4.7e-05,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
+    "azure_ai/MAI-Image-2.5-Flash": {
+        "input_cost_per_image_token": 1.75e-06,
+        "input_cost_per_token": 1.75e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.0338,
+        "output_cost_per_image_token": 3.3e-05,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
+    "azure_ai/MAI-Image-2e": {
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.02,
+        "output_cost_per_image_token": 1.95e-05,
+        "source": "https://aka.ms/mai-image-2e-foundryblog",
+        "supported_endpoints": [
+            "/v1/images/generations"
+        ]
+    },
     "azure_ai/Llama-3.2-11B-Vision-Instruct": {
         "input_cost_per_token": 3.7e-07,
         "litellm_provider": "azure_ai",

diff --git a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py b/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py
--- a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py
+++ b/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py
@@ -57,6 +57,22 @@
     assert out == data
 
 
+def test_azure_image_generation_mai_base_model_uses_mai_url():
+    azure_chat = AzureChatCompletion()
+    url = azure_chat.create_azure_base_url(
+        azure_client_params={
+            "azure_endpoint": "https://my-resource.services.ai.azure.com",
+            "api_version": "preview",
+        },
+        model="image-deployment-alias",
+        base_model="MAI-Image-2.5",
+    )
+    assert (
+        url
+        == "https://my-resource.services.ai.azure.com/mai/v1/images/generations?api-version=preview"
+    )
+
+
 def test_azure_image_generation_flattens_extra_body():
     """
     Test that Azure image generation correctly flattens extra_body parameters.

diff --git a/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py b/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
new file mode 100644
--- /dev/null
+++ b/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
@@ -1,0 +1,161 @@
+import io
+import os
+import sys
+from unittest.mock import MagicMock
+
+import httpx
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../../../.."))
+
... diff truncated: showing 800 of 1290 lines

_{You can send follow-ups to the cloud agent here.}

Sameerlite · 2026-06-08T07:57:27Z

bugbot run

cursor

✅ Bugbot reviewed your changes and found no new issues!

Comment @cursor review or bugbot run to trigger another review on this PR

^{Reviewed by Cursor Bugbot for commit d9e4eaa. Configure here.}

Sameerlite · 2026-06-08T08:01:34Z

@greptileai

…tion

mateo-berri · 2026-06-08T20:35:32Z

@greptileai

…dling

mateo-berri · 2026-06-08T20:48:09Z

@greptileai

…itellm_azure_mai_image_generation

mateo-berri · 2026-06-08T21:00:43Z

@greptileai

veria-ai · 2026-06-08T21:04:03Z

+        output_tokens = normalized_usage.get("output_tokens")
+        if output_tokens is None:
+            output_tokens = normalized_usage.get("num_output_tokens")
+        if output_tokens is None:


Medium: MAI image output tokens are undercounted

A user can generate MAI images without the output image-token cost being recorded when Azure returns num_output_tokens: 0 alongside a nonzero output_image_tokens; this branch treats the zero as authoritative and never falls back to the image-token field used for pricing.

Suggested change

if output_tokens is None:

if output_tokens is None or output_tokens == 0:

mateo-berri · 2026-06-08T21:13:52Z

@greptileai

…t bases

mateo-berri · 2026-06-08T21:24:10Z

@greptileai

mateo-berri

LGTM; thanks!

…9688) * feat(azure_ai): add MAI-Image-2.5 image generation support Route azure_ai MAI models to /mai/v1/images/generations and map OpenAI size to width/height for the serverless API. Co-authored-by: Cursor <[email protected]> * fix(azure_ai): address MAI image generation review feedback Validate unsupported size values, default width/height independently, add MAI-Image-2.5 pricing, and expand test coverage. @greptileai Co-authored-by: Cursor <[email protected]> * feat(azure_ai): add MAI image edit and expand model cost map Add MAI image edit support with usage normalization for Azure response format, and register MAI-Image-2.5-Flash and MAI-Image-2e pricing in the model map. Co-authored-by: Cursor <[email protected]> * fix(azure_ai): validate MAI edit size by consuming map iterator Greptile: lazy map() never evaluated int() so values like 1024xabc passed through. Co-authored-by: Cursor <[email protected]> * fix(azure_ai): normalize MAI usage in generation response handler Apply normalize_mai_image_usage before building ImageResponse so token-based cost calculation works when Azure returns num_output_tokens fields. Co-authored-by: Cursor <[email protected]> * fix(azure_ai): narrow MAI edit size param type for mypy Co-authored-by: Cursor <[email protected]> * Fix Azure MAI image response handling * Fix MAI image generation base model routing * fix(azure_ai): preserve zero num_output_tokens in MAI usage normalization * fix(azure_ai): wrap MAI generation response JSON parsing in error handling * fix(azure_ai): build MAI image edit URL correctly for /mai/ root bases * fix(azure_ai): build MAI image generation URL correctly for /mai/ root bases --------- Co-authored-by: Cursor <[email protected]> Co-authored-by: mateo-berri <[email protected]>

This PR contains the following updates: | Package | Type | Update | Change | |---|---|---|---| | [ghcr.io/berriai/litellm](https://images.chainguard.dev/directory/image/wolfi-base/overview) ([source](https://github.com/BerriAI/litellm)) | final | minor | `v1.85.1` → `v1.90.0` | --- ### Release Notes <details> <summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary> ### [`v1.90.0`](https://github.com/BerriAI/litellm/releases/tag/v1.90.0) [Compare Source](https://github.com/BerriAI/litellm/compare/v1.90.0...v1.90.0) ##### Verify Docker Image Signature All LiteLLM Docker images are signed with [cosign](https://docs.sigstore.dev/cosign/overview/). Every release is signed with the same key introduced in [commit `0112e53`](https://github.com/BerriAI/litellm/commit/0112e53046018d726492c814b3644b7d376029d0). **Verify using the pinned commit hash (recommended):** A commit hash is cryptographically immutable, so this is the strongest way to ensure you are using the original signing key: ```bash cosign verify \ --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` **Verify using the release tag (convenience):** Tags are protected in this repository and resolve to the same key. This option is easier to read but relies on tag protection rules: ```bash cosign verify \ --key https://raw.githubusercontent.com/BerriAI/litellm/v1.90.0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` Expected output: ``` The following checks were performed on each of these signatures: - The cosign claims were validated - The signatures were verified against the specified public key ``` *** ##### What's Changed - fix(responses-bridge): map system-only chat request to system input item by [@milan-berri](https://github.com/milan-berri) in [#29817](https://github.com/BerriAI/litellm/pull/29817) - feat(bedrock): forward strict and additionalProperties to Converse toolSpec by [@mateo-berri](https://github.com/mateo-berri) in [#29814](https://github.com/BerriAI/litellm/pull/29814) - fix(mcp): highlight MCP cards red when the logged-in user is missing per-user env vars by [@mateo-berri](https://github.com/mateo-berri) in [#29856](https://github.com/BerriAI/litellm/pull/29856) - feat(ui): add budget duration to edit team member form by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29717](https://github.com/BerriAI/litellm/pull/29717) - fix(ui): make workflow runs page fill full width by [@yuneng-berri](https://github.com/yuneng-berri) in [#29868](https://github.com/BerriAI/litellm/pull/29868) - feat: standardize rate limit errors with category, rate\_limit\_type, model, and llm\_provider fields by [@mateo-berri](https://github.com/mateo-berri) in [#27687](https://github.com/BerriAI/litellm/pull/27687) - fix(ui): default guardrails page to the Guardrails tab by [@yuneng-berri](https://github.com/yuneng-berri) in [#29872](https://github.com/BerriAI/litellm/pull/29872) - docs(readme): add Deploy on AWS/GCP Terraform section and fix deploy button rendering by [@mateo-berri](https://github.com/mateo-berri) in [#29879](https://github.com/BerriAI/litellm/pull/29879) - refactor(bedrock): build Converse toolSpec via a BedrockToolSpec dict subclass by [@mateo-berri](https://github.com/mateo-berri) in [#29869](https://github.com/BerriAI/litellm/pull/29869) - feat(litellm): add models and repository layers by [@yassin-berriai](https://github.com/yassin-berriai) in [#29686](https://github.com/BerriAI/litellm/pull/29686) - feat(ui): include internal routes in the dashboard's generated OpenAPI types by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29885](https://github.com/BerriAI/litellm/pull/29885) - feat(proxy): publish /v2/model/info in Swagger OpenAPI spec by [@Sameerlite](https://github.com/Sameerlite) in [#29900](https://github.com/BerriAI/litellm/pull/29900) - refactor(ui): single source of truth for migrated-page routing by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29949](https://github.com/BerriAI/litellm/pull/29949) - fix(ui/model-hub): render provider icons on the public model hub by [@yuneng-berri](https://github.com/yuneng-berri) in [#29958](https://github.com/BerriAI/litellm/pull/29958) - fix(ui): keep create guardrail modal open on outside click by [@yuneng-berri](https://github.com/yuneng-berri) in [#29871](https://github.com/BerriAI/litellm/pull/29871) - fix(ui): label default key type as "Full Access" on key edit page by [@yuneng-berri](https://github.com/yuneng-berri) in [#29870](https://github.com/BerriAI/litellm/pull/29870) - fix(ui): unify migrated-route URLs and migrate the API Reference page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29953](https://github.com/BerriAI/litellm/pull/29953) - fix(mcp): let non-creator users OAuth into OBO-mode MCP servers from the Tools page by [@tin-berri](https://github.com/tin-berri) in [#29867](https://github.com/BerriAI/litellm/pull/29867) - Litellm oss staging 080626 by [@Sameerlite](https://github.com/Sameerlite) in [#29932](https://github.com/BerriAI/litellm/pull/29932) - feat(galileo): add health check support for UI callback test by [@Sameerlite](https://github.com/Sameerlite) in [#29908](https://github.com/BerriAI/litellm/pull/29908) - fix(model-management): allow deleting a BYOK model after its team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29875](https://github.com/BerriAI/litellm/pull/29875) - feat(jwt-auth): opt-in fallback to DB team on unresolved JWT claim by [@milan-berri](https://github.com/milan-berri) in [#28913](https://github.com/BerriAI/litellm/pull/28913) - fix(team\_endpoints): don't block /team/update on unchanged team budget by [@milan-berri](https://github.com/milan-berri) in [#29525](https://github.com/BerriAI/litellm/pull/29525) - fix(fireworks): enable tool calling for glm-5p1 in model cost map by [@milan-berri](https://github.com/milan-berri) in [#29697](https://github.com/BerriAI/litellm/pull/29697) - fix(vertex): propagate Vertex AI metadata in streaming success callbacks by [@Sameerlite](https://github.com/Sameerlite) in [#29899](https://github.com/BerriAI/litellm/pull/29899) - fix(ui): show team projects to internal users on key creation by [@milan-berri](https://github.com/milan-berri) in [#28855](https://github.com/BerriAI/litellm/pull/28855) - build(deps): bump pyjwt to 2.13.0 and ws override to 8.20.1 by [@yuneng-berri](https://github.com/yuneng-berri) in [#29982](https://github.com/BerriAI/litellm/pull/29982) - fix(team-management): delete a team's BYOK models when the team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29977](https://github.com/BerriAI/litellm/pull/29977) - feat(vantage): include organization metadata in FOCUS Tags export by [@milan-berri](https://github.com/milan-berri) in [#28184](https://github.com/BerriAI/litellm/pull/28184) - fix(guardrails): read CrowdStrike AIDR identity from both metadata bags by [@yuneng-berri](https://github.com/yuneng-berri) in [#29991](https://github.com/BerriAI/litellm/pull/29991) - fix(mcp): mirror upstream token lifetime instead of forcing a 1h OBO expiry by [@tin-berri](https://github.com/tin-berri) in [#29951](https://github.com/BerriAI/litellm/pull/29951) - feat(azure\_ai): add MAI-Image-2.5 image generation support by [@Sameerlite](https://github.com/Sameerlite) in [#29688](https://github.com/BerriAI/litellm/pull/29688) - fix(mcp): load MCP tool configuration tools via the OBO/passthrough-aware GET path by [@tin-berri](https://github.com/tin-berri) in [#29960](https://github.com/BerriAI/litellm/pull/29960) - fix(team): reserve team budget raises for proxy admins on /team/update by [@milan-berri](https://github.com/milan-berri) in [#30030](https://github.com/BerriAI/litellm/pull/30030) - test(ui): data-driven App Router migration E2E smoke (default + server-root-path) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29974](https://github.com/BerriAI/litellm/pull/29974) - fix(proxy): extend response headers hook to streaming, TTS, image gen, and pass-through by [@michelligabriele](https://github.com/michelligabriele) in [#24232](https://github.com/BerriAI/litellm/pull/24232) - chore(ui): remove dead App Router route stubs under (dashboard) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30045](https://github.com/BerriAI/litellm/pull/30045) - fix(ui/mcp): reset OAuth state on create-server modal close so a prior server's token no longer leaks into the next add-server session by [@tin-berri](https://github.com/tin-berri) in [#30000](https://github.com/BerriAI/litellm/pull/30000) - fix(mcp): allow team access-group grants in OAuth authorize/token access check by [@tin-berri](https://github.com/tin-berri) in [#30041](https://github.com/BerriAI/litellm/pull/30041) - docs(security): require a reproduction video for vulnerability reports by [@yuneng-berri](https://github.com/yuneng-berri) in [#30063](https://github.com/BerriAI/litellm/pull/30063) - feat(ui): add admin flag to disable in-product UI nudges for everyone by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29796](https://github.com/BerriAI/litellm/pull/29796) - chore(ui): remove dead dashboard files and unused dependencies by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30047](https://github.com/BerriAI/litellm/pull/30047) - fix(proxy): authorize batch files using upload target\_model\_names (LIT-3593) by [@Sameerlite](https://github.com/Sameerlite) in [#30009](https://github.com/BerriAI/litellm/pull/30009) - Add Claude Fable 5 across Anthropic, Bedrock, Vertex AI, and Azure AI by [@mateo-berri](https://github.com/mateo-berri) in [#30064](https://github.com/BerriAI/litellm/pull/30064) - Add Claude Fable 5 cost map entries (data-only hotfix for the hosted map) by [@mateo-berri](https://github.com/mateo-berri) in [#30076](https://github.com/BerriAI/litellm/pull/30076) - fix(caching): restore stored prompt\_tokens on embedding cache hits instead of recomputing by [@michelligabriele](https://github.com/michelligabriele) in [#30046](https://github.com/BerriAI/litellm/pull/30046) - Litellm oss 090626 by [@Sameerlite](https://github.com/Sameerlite) in [#30021](https://github.com/BerriAI/litellm/pull/30021) - fix(proxy): self-heal startup/reload prisma reads on engine disconnect by [@michelligabriele](https://github.com/michelligabriele) in [#28803](https://github.com/BerriAI/litellm/pull/28803) - chore(ui): make knip recognize .mjs scripts and openapi-typescript by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30052](https://github.com/BerriAI/litellm/pull/30052) - fix(register\_model): preserve built-in cache pricing when registering custom overrides under unmapped keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30044](https://github.com/BerriAI/litellm/pull/30044) - \[internal copy of [#28007](https://github.com/BerriAI/litellm/issues/28007)] Fix/gcp model garden streaming by [@mateo-berri](https://github.com/mateo-berri) in [#28363](https://github.com/BerriAI/litellm/pull/28363) - feat(cli): per-agent `lite claude` / `codex` / `opencode` commands that wrap coding agents through the proxy by [@mateo-berri](https://github.com/mateo-berri) in [#29850](https://github.com/BerriAI/litellm/pull/29850) - fix(callbacks): forward callback\_settings to callback initializers and guard consumers against non-dict values by [@yuneng-berri](https://github.com/yuneng-berri) in [#30161](https://github.com/BerriAI/litellm/pull/30161) - fix(mcp): drop orphaned per-user credential rows when an MCP server is deleted by [@tin-berri](https://github.com/tin-berri) in [#30141](https://github.com/BerriAI/litellm/pull/30141) - fix(proxy): recover from cached-plan errors by reconnecting the Prisma client by [@yassin-berriai](https://github.com/yassin-berriai) in [#29983](https://github.com/BerriAI/litellm/pull/29983) - feat(proxy): add option to disable server-side prepared statements for DB lookups by [@yassin-berriai](https://github.com/yassin-berriai) in [#29984](https://github.com/BerriAI/litellm/pull/29984) - fix(release): stop backport releases from overwriting the latest badge by [@yuneng-berri](https://github.com/yuneng-berri) in [#30005](https://github.com/BerriAI/litellm/pull/30005) - feat: add conventional commits and coding guidelines by [@mateo-berri](https://github.com/mateo-berri) in [#30159](https://github.com/BerriAI/litellm/pull/30159) - fix(proxy): return 5xx on DB infra errors during auth; reserve 401 for genuine auth failures by [@yassin-berriai](https://github.com/yassin-berriai) in [#29986](https://github.com/BerriAI/litellm/pull/29986) - fix(ui): dev server 404s on migrated-page links because uiBase hardcodes /ui by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30169](https://github.com/BerriAI/litellm/pull/30169) - refactor(ui): consolidate dashboard to one shell in the (dashboard) layout by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30166](https://github.com/BerriAI/litellm/pull/30166) - fix(proxy): align /v1/model/info with router deployments by [@Sameerlite](https://github.com/Sameerlite) in [#30025](https://github.com/BerriAI/litellm/pull/30025) - fix: completion\_cost AttributeError on streaming Anthropic web\_search responses ([#26153](https://github.com/BerriAI/litellm/issues/26153)) by [@ishaan-berri](https://github.com/ishaan-berri) in [#27346](https://github.com/BerriAI/litellm/pull/27346) - \[internal copy of [#30137](https://github.com/BerriAI/litellm/issues/30137)] perf(realtime): eliminate redundant per-frame JSON work on OpenAI realtime relay by [@mateo-berri](https://github.com/mateo-berri) in [#30142](https://github.com/BerriAI/litellm/pull/30142) - feat(bedrock): aws\_bedrock\_project\_id for bedrock-mantle project / workspace association by [@mateo-berri](https://github.com/mateo-berri) in [#30163](https://github.com/BerriAI/litellm/pull/30163) - chore(hooks): enforce Conventional Commits and Conventional Branches by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30174](https://github.com/BerriAI/litellm/pull/30174) - feat(rate-limiter): allow opting out of v3 TPM reservation and Redis circuit breaker by [@yassin-berriai](https://github.com/yassin-berriai) in [#30211](https://github.com/BerriAI/litellm/pull/30211) - feat(spend\_logs): opt-in native Postgres partitioning for SpendLogs retention by [@yassin-berriai](https://github.com/yassin-berriai) in [#29466](https://github.com/BerriAI/litellm/pull/29466) - feat(ui): migrate playground to path routing and colocate its files by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30185](https://github.com/BerriAI/litellm/pull/30185) - feat(ui): migrate projects and access-groups to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30226](https://github.com/BerriAI/litellm/pull/30226) - fix(proxy): coalesce NULL rollup metrics in aggregated daily-activity by [@michelligabriele](https://github.com/michelligabriele) in [#30151](https://github.com/BerriAI/litellm/pull/30151) - fix(anthropic\_passthrough): resolve costing model from message\_start chunk, litellm\_params and model\_group instead of 'unknown' by [@yassin-berriai](https://github.com/yassin-berriai) in [#30160](https://github.com/BerriAI/litellm/pull/30160) - feat(ui): migrate budgets, workflows, and guardrails-monitor to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30236](https://github.com/BerriAI/litellm/pull/30236) - feat(ui): migrate mcp-servers, search-tools, tag-management, vector-stores, and memory to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30261](https://github.com/BerriAI/litellm/pull/30261) - fix(a2a): forward agent\_extra\_headers through completion bridge by [@mateo-berri](https://github.com/mateo-berri) in [#28277](https://github.com/BerriAI/litellm/pull/28277) - fix(gemini-live): forward audio buffer commit and correct Vertex PCM rate by [@Sameerlite](https://github.com/Sameerlite) in [#29946](https://github.com/BerriAI/litellm/pull/29946) - fix(proxy): skip double-wrapping unified batch output file ids on retrieve by [@Sameerlite](https://github.com/Sameerlite) in [#30011](https://github.com/BerriAI/litellm/pull/30011) - feat: litellm oss 110626 by [@Sameerlite](https://github.com/Sameerlite) in [#30202](https://github.com/BerriAI/litellm/pull/30202) - fix(docker): copy only runtime artifacts into the final image by [@yuneng-berri](https://github.com/yuneng-berri) in [#30243](https://github.com/BerriAI/litellm/pull/30243) - feat(proxy): enforce key/team guardrails on bedrock passthrough routes by [@Sameerlite](https://github.com/Sameerlite) in [#30194](https://github.com/BerriAI/litellm/pull/30194) - feat(gemini): forward web search tools in image generation by [@Sameerlite](https://github.com/Sameerlite) in [#30119](https://github.com/BerriAI/litellm/pull/30119) - fix: bedrock mantle fixes by [@Sameerlite](https://github.com/Sameerlite) in [#30083](https://github.com/BerriAI/litellm/pull/30083) - feat(proxy): add require\_managed\_files setting for file uploads by [@Sameerlite](https://github.com/Sameerlite) in [#30186](https://github.com/BerriAI/litellm/pull/30186) - fix(mcp): honor server\_id for REST tool calls with shared upstream URLs by [@Sameerlite](https://github.com/Sameerlite) in [#30184](https://github.com/BerriAI/litellm/pull/30184) - fix(responses): presidio PII masking for Azure WebSocket and streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30003](https://github.com/BerriAI/litellm/pull/30003) - feat(passthrough): add configurable pass-through request timeouts by [@Sameerlite](https://github.com/Sameerlite) in [#30266](https://github.com/BerriAI/litellm/pull/30266) - fix(google\_genai): preserve complete SSE events in Vertex/Gemini image streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30270](https://github.com/BerriAI/litellm/pull/30270) - fix(proxy): populate access\_via\_team\_ids on /v1/model/info by [@Sameerlite](https://github.com/Sameerlite) in [#30274](https://github.com/BerriAI/litellm/pull/30274) - chore(oss): litellm oss staging 120626 by [@Sameerlite](https://github.com/Sameerlite) in [#30292](https://github.com/BerriAI/litellm/pull/30292) - feat(ui): migrate policies, guardrails, prompts, tool-policies, and skills to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30263](https://github.com/BerriAI/litellm/pull/30263) - feat(ui): migrate caching, cost-tracking, transform-request, ui-theme, and logs to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30267](https://github.com/BerriAI/litellm/pull/30267) - fix(ui): gate dashboard layout on ui config load so deep links work under SERVER\_ROOT\_PATH by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30312](https://github.com/BerriAI/litellm/pull/30312) - feat(ui): migrate admin-panel, logging-and-alerts, model-hub-table, and usage to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30268](https://github.com/BerriAI/litellm/pull/30268) - fix(otel): cap metric attribute cardinality with include/exclude lists by [@yassin-berriai](https://github.com/yassin-berriai) in [#30257](https://github.com/BerriAI/litellm/pull/30257) - fix(proxy): grace-period key rotation 401s; return deprecated-key lookup result directly by [@yuneng-berri](https://github.com/yuneng-berri) in [#30327](https://github.com/BerriAI/litellm/pull/30327) - chore(deps): bump vitest, brace-expansion, pypdf and tornado by [@yuneng-berri](https://github.com/yuneng-berri) in [#30220](https://github.com/BerriAI/litellm/pull/30220) - refactor(ui): remove unreachable /chat page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30178](https://github.com/BerriAI/litellm/pull/30178) - feat(ui): migrate agents and router-settings to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30323](https://github.com/BerriAI/litellm/pull/30323) - feat: strengthen coding conventions in CLAUDE.md by [@mateo-berri](https://github.com/mateo-berri) in [#30333](https://github.com/BerriAI/litellm/pull/30333) - feat(ui): cut the users page over to the /ui/users path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30334](https://github.com/BerriAI/litellm/pull/30334) - feat: ruff strict-rule suppressions baseline gate by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30303](https://github.com/BerriAI/litellm/pull/30303) - feat(guardrails): add Cisco AI Defense integration ([#28249](https://github.com/BerriAI/litellm/issues/28249)) by [@yassin-berriai](https://github.com/yassin-berriai) in [#30338](https://github.com/BerriAI/litellm/pull/30338) - chore(ui): remove dead UI components unreferenced by any page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30340](https://github.com/BerriAI/litellm/pull/30340) - ci: add osv-scanner lockfile scan workflow by [@yuneng-berri](https://github.com/yuneng-berri) in [#30222](https://github.com/BerriAI/litellm/pull/30222) - fix(otel): record full error message on standard exception event in otel v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30380](https://github.com/BerriAI/litellm/pull/30380) - test(fireworks): mock whisper transcription tests instead of live calls by [@yuneng-berri](https://github.com/yuneng-berri) in [#30391](https://github.com/BerriAI/litellm/pull/30391) - build(ui): pin esbuild to 0.28.1 via overrides by [@yuneng-berri](https://github.com/yuneng-berri) in [#30390](https://github.com/BerriAI/litellm/pull/30390) - feat(ui): cut the organizations page over to the /ui/organizations path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30336](https://github.com/BerriAI/litellm/pull/30336) - fix(proxy): support SMTP implicit SSL (port 465) by [@yuneng-berri](https://github.com/yuneng-berri) in [#30395](https://github.com/BerriAI/litellm/pull/30395) - fix(mcp): default Linear MCP registry entry to streamable HTTP by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30396](https://github.com/BerriAI/litellm/pull/30396) - fix(ui): stop Virtual Keys page from infinite render loop by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30397](https://github.com/BerriAI/litellm/pull/30397) - fix(streaming): guard raise\_on\_model\_repetition against empty choices by [@shivamrawat1](https://github.com/shivamrawat1) in [#30485](https://github.com/BerriAI/litellm/pull/30485) - feat(otel-v2): emit the 6 gen\_ai.client.\* metrics at parity with v1 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30326](https://github.com/BerriAI/litellm/pull/30326) - fix(mcp): drop phantom 401 span on delegated OAuth2 tool calls by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30494](https://github.com/BerriAI/litellm/pull/30494) - feat(ui): cut the teams page over to the /ui/teams path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30343](https://github.com/BerriAI/litellm/pull/30343) - fix(integrations): cap Anthropic cache\_control injection at 4 blocks by [@shivamrawat1](https://github.com/shivamrawat1) in [#30480](https://github.com/BerriAI/litellm/pull/30480) - chore(codecov): add Batches, Videos, and Realtime components by [@Sameerlite](https://github.com/Sameerlite) in [#30517](https://github.com/BerriAI/litellm/pull/30517) - test(batches): move orphan tests into tests/test\_litellm for CI coverage by [@Sameerlite](https://github.com/Sameerlite) in [#30510](https://github.com/BerriAI/litellm/pull/30510) - fix(guardrails): run pre\_call hook once for model-level guardrails by [@yassin-berriai](https://github.com/yassin-berriai) in [#30543](https://github.com/BerriAI/litellm/pull/30543) - fix(guardrails): stop re-initializing DB guardrails on every poll by [@yassin-berriai](https://github.com/yassin-berriai) in [#30542](https://github.com/BerriAI/litellm/pull/30542) - chore(oss): litellm oss staging 150626 by [@Sameerlite](https://github.com/Sameerlite) in [#30463](https://github.com/BerriAI/litellm/pull/30463) - ci(lint): add blanket-noqa, dataclass-default, and unused-noqa Ruff rules by [@mateo-berri](https://github.com/mateo-berri) in [#30516](https://github.com/BerriAI/litellm/pull/30516) - ci: ratchet lint and type-check gates (ruff preview, ANN, mypy, basedpyright) by [@mateo-berri](https://github.com/mateo-berri) in [#30379](https://github.com/BerriAI/litellm/pull/30379) - fix(proxy): allow internal roles to access vector store CRUD routes by [@shivamrawat1](https://github.com/shivamrawat1) in [#30503](https://github.com/BerriAI/litellm/pull/30503) - fix(otel): stamp gen\_ai.input/output.messages on v2 spans by [@yassin-berriai](https://github.com/yassin-berriai) in [#30548](https://github.com/BerriAI/litellm/pull/30548) - fix(otel): export v2 gen\_ai client metrics to the configured meter provider by [@yassin-berriai](https://github.com/yassin-berriai) in [#30549](https://github.com/BerriAI/litellm/pull/30549) - fix(bedrock): preserve cache\_control for ARN models in /v1/messages adapter by [@mateo-berri](https://github.com/mateo-berri) in [#29823](https://github.com/BerriAI/litellm/pull/29823) - fix: greatly increase basedpyright slack by [@mateo-berri](https://github.com/mateo-berri) in [#30563](https://github.com/BerriAI/litellm/pull/30563) - fix(budget): recompute budget\_reset\_at when budget\_duration changes on /budget/update by [@yassin-berriai](https://github.com/yassin-berriai) in [#30555](https://github.com/BerriAI/litellm/pull/30555) - fix(otel): accept UPPER\_SNAKE\_CASE OTEL\_INSTRUMENTATION\_GENAI\_CAPTURE\_MESSAGE\_CONTENT in v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30562](https://github.com/BerriAI/litellm/pull/30562) - chore(lint): remove PLR0915 too-many-statements ruff rule by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30574](https://github.com/BerriAI/litellm/pull/30574) - ci(lint): ratcheted type-discipline gate (mutable collections, casts, guards, kwargs, suppressions) by [@mateo-berri](https://github.com/mateo-berri) in [#30500](https://github.com/BerriAI/litellm/pull/30500) - feat(proxy): add verification\_uri\_complete to CLI SSO device flow by [@yassin-berriai](https://github.com/yassin-berriai) in [#30571](https://github.com/BerriAI/litellm/pull/30571) - chore: litellm oss staging160626 by [@Sameerlite](https://github.com/Sameerlite) in [#30527](https://github.com/BerriAI/litellm/pull/30527) - fix(guardrails): return 400 not 500 when AIM blocks a request by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30573](https://github.com/BerriAI/litellm/pull/30573) - ci(lint): grandfather any-discipline with a per-file ratchet budget (50% headroom) by [@mateo-berri](https://github.com/mateo-berri) in [#30582](https://github.com/BerriAI/litellm/pull/30582) - fix(audio): don't override explicit response\_format with verbose\_json by [@mateo-berri](https://github.com/mateo-berri) in [#30599](https://github.com/BerriAI/litellm/pull/30599) - fix(anthropic): price and surface response service\_tier in cost tracking by [@mateo-berri](https://github.com/mateo-berri) in [#30558](https://github.com/BerriAI/litellm/pull/30558) - feat: add dev and wildcard proxy configs for local testing by [@mateo-berri](https://github.com/mateo-berri) in [#30556](https://github.com/BerriAI/litellm/pull/30556) - fix(proxy): list public team model name in /v1/models by [@ishaan-berri](https://github.com/ishaan-berri) in [#30588](https://github.com/BerriAI/litellm/pull/30588) - ci: drop mypy entirely, standardize type checking on basedpyright by [@mateo-berri](https://github.com/mateo-berri) in [#30648](https://github.com/BerriAI/litellm/pull/30648) - feat(guardrails): surface OpenAI moderation violation\_categories on guardrail traces by [@yassin-berriai](https://github.com/yassin-berriai) in [#30659](https://github.com/BerriAI/litellm/pull/30659) - fix(proxy): resolve list files credentials from team BYOK deployments by [@shivamrawat1](https://github.com/shivamrawat1) in [#30495](https://github.com/BerriAI/litellm/pull/30495) - feat(proxy): add --max\_requests\_before\_restart\_jitter to stagger worker restarts by [@yassin-berriai](https://github.com/yassin-berriai) in [#30601](https://github.com/BerriAI/litellm/pull/30601) - fix(health): correct bedrock embedding health checks by [@mateo-berri](https://github.com/mateo-berri) in [#30583](https://github.com/BerriAI/litellm/pull/30583) - test: harden remaining pass-through CI flakes (image-gen spend poll, ruby assistants timeout) by [@mateo-berri](https://github.com/mateo-berri) in [#30685](https://github.com/BerriAI/litellm/pull/30685) - test(pass\_through): harden vertex spendlog poll against transient empty reads by [@mateo-berri](https://github.com/mateo-berri) in [#30683](https://github.com/BerriAI/litellm/pull/30683) - fix(cost): stop non-string service\_tier from silently dropping cost tracking by [@mateo-berri](https://github.com/mateo-berri) in [#30690](https://github.com/BerriAI/litellm/pull/30690) - feat(proxy): warn at startup when custom\_auth skips common\_checks enforcement by [@tin-berri](https://github.com/tin-berri) in [#30665](https://github.com/BerriAI/litellm/pull/30665) - fix(pod\_lock): release cron lock by matching async\_set\_cache JSON encoding by [@yassin-berriai](https://github.com/yassin-berriai) in [#30600](https://github.com/BerriAI/litellm/pull/30600) - ci: run a local fake OpenAI endpoint instead of the shared Railway mock by [@mateo-berri](https://github.com/mateo-berri) in [#30695](https://github.com/BerriAI/litellm/pull/30695) - ci(windows): pin uv to Python 3.11 so it ignores the preinstalled 3.14 by [@mateo-berri](https://github.com/mateo-berri) in [#30704](https://github.com/BerriAI/litellm/pull/30704) - feat(ui): migrate models page to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30677](https://github.com/BerriAI/litellm/pull/30677) - refactor(ui): remove orphaned pass-through-settings route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30692](https://github.com/BerriAI/litellm/pull/30692) - fix(cost): stop non-string response service\_tier from dropping cost tracking by [@yuneng-berri](https://github.com/yuneng-berri) in [#30706](https://github.com/BerriAI/litellm/pull/30706) - feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle by [@mateo-berri](https://github.com/mateo-berri) in [#30433](https://github.com/BerriAI/litellm/pull/30433) - chore: litellm oss 170626 by [@Sameerlite](https://github.com/Sameerlite) in [#30637](https://github.com/BerriAI/litellm/pull/30637) - fix(bedrock\_mantle): add SigV4 fallback to chat completions auth by [@mateo-berri](https://github.com/mateo-berri) in [#30714](https://github.com/BerriAI/litellm/pull/30714) - feat(search): add TinyFish as search provider by [@simantak-dabhade](https://github.com/simantak-dabhade) in [#30634](https://github.com/BerriAI/litellm/pull/30634) - feat(ui): migrate old usage report to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30694](https://github.com/BerriAI/litellm/pull/30694) - fix(proxy): enforce budgets against authoritative DB spend when the cross-pod counter is stale by [@yassin-berriai](https://github.com/yassin-berriai) in [#30684](https://github.com/BerriAI/litellm/pull/30684) - chore(ci): remove Agent Shin pull\_request\_target workflows by [@yuneng-berri](https://github.com/yuneng-berri) in [#30784](https://github.com/BerriAI/litellm/pull/30784) - chore: litellm oss staging by [@Sameerlite](https://github.com/Sameerlite) in [#30745](https://github.com/BerriAI/litellm/pull/30745) - ci(zizmor): also run on litellm\_internal\_staging by [@yuneng-berri](https://github.com/yuneng-berri) in [#30789](https://github.com/BerriAI/litellm/pull/30789) - fix(test): drop references to removed Agent Shin workflows by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30791](https://github.com/BerriAI/litellm/pull/30791) - chore: remove in-product survey and Claude Code feedback nudges by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30773](https://github.com/BerriAI/litellm/pull/30773) - feat(ui): migrate api-keys landing to App Router path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30699](https://github.com/BerriAI/litellm/pull/30699) - feat(proxy): configurable response headers and login-page hint by [@yucheng-berri](https://github.com/yucheng-berri) in [#30792](https://github.com/BerriAI/litellm/pull/30792) - ci(zizmor): gate PRs on medium+ findings and clear existing ones by [@yuneng-berri](https://github.com/yuneng-berri) in [#30797](https://github.com/BerriAI/litellm/pull/30797) - fix(proxy): use e.request\_data for logging\_obj in ModifyResponseException streaming passthrough by [@mateo-berri](https://github.com/mateo-berri) in [#30800](https://github.com/BerriAI/litellm/pull/30800) - chore: make pr template linear portion clearer by [@mateo-berri](https://github.com/mateo-berri) in [#30766](https://github.com/BerriAI/litellm/pull/30766) - chore(typing): add boto3/botocore stubs so basedpyright resolves the AWS SDK by [@mateo-berri](https://github.com/mateo-berri) in [#30815](https://github.com/BerriAI/litellm/pull/30815) - fix(otel): one v2 logger owns the global provider; scope tenant OTLP creds per exporter by [@yucheng-berri](https://github.com/yucheng-berri) in [#30590](https://github.com/BerriAI/litellm/pull/30590) - fix(passthrough): recover output tokens for interrupted anthropic streams by [@yassin-berriai](https://github.com/yassin-berriai) in [#30787](https://github.com/BerriAI/litellm/pull/30787) - fix(proxy): record partial spend on the failure row for interrupted streams by [@yassin-berriai](https://github.com/yassin-berriai) in [#30788](https://github.com/BerriAI/litellm/pull/30788) - fix(ui): repoint dead usage guide link to cost tracking docs by [@yuneng-berri](https://github.com/yuneng-berri) in [#30859](https://github.com/BerriAI/litellm/pull/30859) - fix(ui): warn that team models are deleted in the delete-team modal by [@yuneng-berri](https://github.com/yuneng-berri) in [#29990](https://github.com/BerriAI/litellm/pull/29990) - feat(caching): add valkey-semantic cache backend and fix semantic cache scope keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30675](https://github.com/BerriAI/litellm/pull/30675) - test(ui): isolate OldTeams delete-warning tests from leaked mock by [@mateo-berri](https://github.com/mateo-berri) in [#30871](https://github.com/BerriAI/litellm/pull/30871) - feat: add lint-gate target and truncation-proof summary to the strict ruff gate by [@mateo-berri](https://github.com/mateo-berri) in [#30877](https://github.com/BerriAI/litellm/pull/30877) - chore(ui): rebuild ui for release by [@yuneng-berri](https://github.com/yuneng-berri) in [#30894](https://github.com/BerriAI/litellm/pull/30894) - chore(ci): bump deps by [@yuneng-berri](https://github.com/yuneng-berri) in [#30899](https://github.com/BerriAI/litellm/pull/30899) - fix(watsonx): wrap string embedding input in array for WatsonX API by [@shivamrawat1](https://github.com/shivamrawat1) in [#30897](https://github.com/BerriAI/litellm/pull/30897) - test: point router/completion/triton tests at the local fake OpenAI endpoint by [@mateo-berri](https://github.com/mateo-berri) in [#30900](https://github.com/BerriAI/litellm/pull/30900) - feat(sandbox): e2b code execution primitive by [@krrish-berri-2](https://github.com/krrish-berri-2) in [#30898](https://github.com/BerriAI/litellm/pull/30898) - fix(ui): source api-keys identity from useAuthorized to stop "User ID is not set" by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30903](https://github.com/BerriAI/litellm/pull/30903) - chore(ui): rebuild ui by [@yuneng-berri](https://github.com/yuneng-berri) in [#30906](https://github.com/BerriAI/litellm/pull/30906) - chore(ci): promote internal staging to main by [@yuneng-berri](https://github.com/yuneng-berri) in [#30907](https://github.com/BerriAI/litellm/pull/30907) - fix(redis): prevent forcing SSLConnection when ssl=False in connection pool by [@Jacopos311](https://github.com/Jacopos311) in [#30770](https://github.com/BerriAI/litellm/pull/30770) - fix(proxy): log UI setup failures instead of silently swallowing by [@sarvesh1327](https://github.com/sarvesh1327) in [#30819](https://github.com/BerriAI/litellm/pull/30819) ##### New Contributors - [@simantak-dabhade](https://github.com/simantak-dabhade) made their first contribution in [#30634](https://github.com/BerriAI/litellm/pull/30634) - [@Jacopos311](https://github.com/Jacopos311) made their first contribution in [#30770](https://github.com/BerriAI/litellm/pull/30770) - [@sarvesh1327](https://github.com/sarvesh1327) made their first contribution in [#30819](https://github.com/BerriAI/litellm/pull/30819) **Full Changelog**: <https://github.com/BerriAI/litellm/compare/v1.89.0...v1.90.0> ### [`v1.90.0`](https://github.com/BerriAI/litellm/releases/tag/v1.90.0) [Compare Source](https://github.com/BerriAI/litellm/compare/v1.89.4...v1.90.0) ##### Verify Docker Image Signature All LiteLLM Docker images are signed with [cosign](https://docs.sigstore.dev/cosign/overview/). Every release is signed with the same key introduced in [commit `0112e53`](https://github.com/BerriAI/litellm/commit/0112e53046018d726492c814b3644b7d376029d0). **Verify using the pinned commit hash (recommended):** A commit hash is cryptographically immutable, so this is the strongest way to ensure you are using the original signing key: ```bash cosign verify \ --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` **Verify using the release tag (convenience):** Tags are protected in this repository and resolve to the same key. This option is easier to read but relies on tag protection rules: ```bash cosign verify \ --key https://raw.githubusercontent.com/BerriAI/litellm/v1.90.0/cosign.pub \ ghcr.io/berriai/litellm:v1.90.0 ``` Expected output: ``` The following checks were performed on each of these signatures: - The cosign claims were validated - The signatures were verified against the specified public key ``` *** ##### What's Changed - fix(responses-bridge): map system-only chat request to system input item by [@milan-berri](https://github.com/milan-berri) in [#29817](https://github.com/BerriAI/litellm/pull/29817) - feat(bedrock): forward strict and additionalProperties to Converse toolSpec by [@mateo-berri](https://github.com/mateo-berri) in [#29814](https://github.com/BerriAI/litellm/pull/29814) - fix(mcp): highlight MCP cards red when the logged-in user is missing per-user env vars by [@mateo-berri](https://github.com/mateo-berri) in [#29856](https://github.com/BerriAI/litellm/pull/29856) - feat(ui): add budget duration to edit team member form by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29717](https://github.com/BerriAI/litellm/pull/29717) - fix(ui): make workflow runs page fill full width by [@yuneng-berri](https://github.com/yuneng-berri) in [#29868](https://github.com/BerriAI/litellm/pull/29868) - feat: standardize rate limit errors with category, rate\_limit\_type, model, and llm\_provider fields by [@mateo-berri](https://github.com/mateo-berri) in [#27687](https://github.com/BerriAI/litellm/pull/27687) - fix(ui): default guardrails page to the Guardrails tab by [@yuneng-berri](https://github.com/yuneng-berri) in [#29872](https://github.com/BerriAI/litellm/pull/29872) - docs(readme): add Deploy on AWS/GCP Terraform section and fix deploy button rendering by [@mateo-berri](https://github.com/mateo-berri) in [#29879](https://github.com/BerriAI/litellm/pull/29879) - refactor(bedrock): build Converse toolSpec via a BedrockToolSpec dict subclass by [@mateo-berri](https://github.com/mateo-berri) in [#29869](https://github.com/BerriAI/litellm/pull/29869) - feat(litellm): add models and repository layers by [@yassin-berriai](https://github.com/yassin-berriai) in [#29686](https://github.com/BerriAI/litellm/pull/29686) - feat(ui): include internal routes in the dashboard's generated OpenAPI types by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29885](https://github.com/BerriAI/litellm/pull/29885) - feat(proxy): publish /v2/model/info in Swagger OpenAPI spec by [@Sameerlite](https://github.com/Sameerlite) in [#29900](https://github.com/BerriAI/litellm/pull/29900) - refactor(ui): single source of truth for migrated-page routing by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29949](https://github.com/BerriAI/litellm/pull/29949) - fix(ui/model-hub): render provider icons on the public model hub by [@yuneng-berri](https://github.com/yuneng-berri) in [#29958](https://github.com/BerriAI/litellm/pull/29958) - fix(ui): keep create guardrail modal open on outside click by [@yuneng-berri](https://github.com/yuneng-berri) in [#29871](https://github.com/BerriAI/litellm/pull/29871) - fix(ui): label default key type as "Full Access" on key edit page by [@yuneng-berri](https://github.com/yuneng-berri) in [#29870](https://github.com/BerriAI/litellm/pull/29870) - fix(ui): unify migrated-route URLs and migrate the API Reference page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29953](https://github.com/BerriAI/litellm/pull/29953) - fix(mcp): let non-creator users OAuth into OBO-mode MCP servers from the Tools page by [@tin-berri](https://github.com/tin-berri) in [#29867](https://github.com/BerriAI/litellm/pull/29867) - Litellm oss staging 080626 by [@Sameerlite](https://github.com/Sameerlite) in [#29932](https://github.com/BerriAI/litellm/pull/29932) - feat(galileo): add health check support for UI callback test by [@Sameerlite](https://github.com/Sameerlite) in [#29908](https://github.com/BerriAI/litellm/pull/29908) - fix(model-management): allow deleting a BYOK model after its team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29875](https://github.com/BerriAI/litellm/pull/29875) - feat(jwt-auth): opt-in fallback to DB team on unresolved JWT claim by [@milan-berri](https://github.com/milan-berri) in [#28913](https://github.com/BerriAI/litellm/pull/28913) - fix(team\_endpoints): don't block /team/update on unchanged team budget by [@milan-berri](https://github.com/milan-berri) in [#29525](https://github.com/BerriAI/litellm/pull/29525) - fix(fireworks): enable tool calling for glm-5p1 in model cost map by [@milan-berri](https://github.com/milan-berri) in [#29697](https://github.com/BerriAI/litellm/pull/29697) - fix(vertex): propagate Vertex AI metadata in streaming success callbacks by [@Sameerlite](https://github.com/Sameerlite) in [#29899](https://github.com/BerriAI/litellm/pull/29899) - fix(ui): show team projects to internal users on key creation by [@milan-berri](https://github.com/milan-berri) in [#28855](https://github.com/BerriAI/litellm/pull/28855) - build(deps): bump pyjwt to 2.13.0 and ws override to 8.20.1 by [@yuneng-berri](https://github.com/yuneng-berri) in [#29982](https://github.com/BerriAI/litellm/pull/29982) - fix(team-management): delete a team's BYOK models when the team is deleted by [@yuneng-berri](https://github.com/yuneng-berri) in [#29977](https://github.com/BerriAI/litellm/pull/29977) - feat(vantage): include organization metadata in FOCUS Tags export by [@milan-berri](https://github.com/milan-berri) in [#28184](https://github.com/BerriAI/litellm/pull/28184) - fix(guardrails): read CrowdStrike AIDR identity from both metadata bags by [@yuneng-berri](https://github.com/yuneng-berri) in [#29991](https://github.com/BerriAI/litellm/pull/29991) - fix(mcp): mirror upstream token lifetime instead of forcing a 1h OBO expiry by [@tin-berri](https://github.com/tin-berri) in [#29951](https://github.com/BerriAI/litellm/pull/29951) - feat(azure\_ai): add MAI-Image-2.5 image generation support by [@Sameerlite](https://github.com/Sameerlite) in [#29688](https://github.com/BerriAI/litellm/pull/29688) - fix(mcp): load MCP tool configuration tools via the OBO/passthrough-aware GET path by [@tin-berri](https://github.com/tin-berri) in [#29960](https://github.com/BerriAI/litellm/pull/29960) - fix(team): reserve team budget raises for proxy admins on /team/update by [@milan-berri](https://github.com/milan-berri) in [#30030](https://github.com/BerriAI/litellm/pull/30030) - test(ui): data-driven App Router migration E2E smoke (default + server-root-path) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29974](https://github.com/BerriAI/litellm/pull/29974) - fix(proxy): extend response headers hook to streaming, TTS, image gen, and pass-through by [@michelligabriele](https://github.com/michelligabriele) in [#24232](https://github.com/BerriAI/litellm/pull/24232) - chore(ui): remove dead App Router route stubs under (dashboard) by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30045](https://github.com/BerriAI/litellm/pull/30045) - fix(ui/mcp): reset OAuth state on create-server modal close so a prior server's token no longer leaks into the next add-server session by [@tin-berri](https://github.com/tin-berri) in [#30000](https://github.com/BerriAI/litellm/pull/30000) - fix(mcp): allow team access-group grants in OAuth authorize/token access check by [@tin-berri](https://github.com/tin-berri) in [#30041](https://github.com/BerriAI/litellm/pull/30041) - docs(security): require a reproduction video for vulnerability reports by [@yuneng-berri](https://github.com/yuneng-berri) in [#30063](https://github.com/BerriAI/litellm/pull/30063) - feat(ui): add admin flag to disable in-product UI nudges for everyone by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#29796](https://github.com/BerriAI/litellm/pull/29796) - chore(ui): remove dead dashboard files and unused dependencies by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30047](https://github.com/BerriAI/litellm/pull/30047) - fix(proxy): authorize batch files using upload target\_model\_names (LIT-3593) by [@Sameerlite](https://github.com/Sameerlite) in [#30009](https://github.com/BerriAI/litellm/pull/30009) - Add Claude Fable 5 across Anthropic, Bedrock, Vertex AI, and Azure AI by [@mateo-berri](https://github.com/mateo-berri) in [#30064](https://github.com/BerriAI/litellm/pull/30064) - Add Claude Fable 5 cost map entries (data-only hotfix for the hosted map) by [@mateo-berri](https://github.com/mateo-berri) in [#30076](https://github.com/BerriAI/litellm/pull/30076) - fix(caching): restore stored prompt\_tokens on embedding cache hits instead of recomputing by [@michelligabriele](https://github.com/michelligabriele) in [#30046](https://github.com/BerriAI/litellm/pull/30046) - Litellm oss 090626 by [@Sameerlite](https://github.com/Sameerlite) in [#30021](https://github.com/BerriAI/litellm/pull/30021) - fix(proxy): self-heal startup/reload prisma reads on engine disconnect by [@michelligabriele](https://github.com/michelligabriele) in [#28803](https://github.com/BerriAI/litellm/pull/28803) - chore(ui): make knip recognize .mjs scripts and openapi-typescript by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30052](https://github.com/BerriAI/litellm/pull/30052) - fix(register\_model): preserve built-in cache pricing when registering custom overrides under unmapped keys by [@yassin-berriai](https://github.com/yassin-berriai) in [#30044](https://github.com/BerriAI/litellm/pull/30044) - \[internal copy of [#28007](https://github.com/BerriAI/litellm/issues/28007)] Fix/gcp model garden streaming by [@mateo-berri](https://github.com/mateo-berri) in [#28363](https://github.com/BerriAI/litellm/pull/28363) - feat(cli): per-agent `lite claude` / `codex` / `opencode` commands that wrap coding agents through the proxy by [@mateo-berri](https://github.com/mateo-berri) in [#29850](https://github.com/BerriAI/litellm/pull/29850) - fix(callbacks): forward callback\_settings to callback initializers and guard consumers against non-dict values by [@yuneng-berri](https://github.com/yuneng-berri) in [#30161](https://github.com/BerriAI/litellm/pull/30161) - fix(mcp): drop orphaned per-user credential rows when an MCP server is deleted by [@tin-berri](https://github.com/tin-berri) in [#30141](https://github.com/BerriAI/litellm/pull/30141) - fix(proxy): recover from cached-plan errors by reconnecting the Prisma client by [@yassin-berriai](https://github.com/yassin-berriai) in [#29983](https://github.com/BerriAI/litellm/pull/29983) - feat(proxy): add option to disable server-side prepared statements for DB lookups by [@yassin-berriai](https://github.com/yassin-berriai) in [#29984](https://github.com/BerriAI/litellm/pull/29984) - fix(release): stop backport releases from overwriting the latest badge by [@yuneng-berri](https://github.com/yuneng-berri) in [#30005](https://github.com/BerriAI/litellm/pull/30005) - feat: add conventional commits and coding guidelines by [@mateo-berri](https://github.com/mateo-berri) in [#30159](https://github.com/BerriAI/litellm/pull/30159) - fix(proxy): return 5xx on DB infra errors during auth; reserve 401 for genuine auth failures by [@yassin-berriai](https://github.com/yassin-berriai) in [#29986](https://github.com/BerriAI/litellm/pull/29986) - fix(ui): dev server 404s on migrated-page links because uiBase hardcodes /ui by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30169](https://github.com/BerriAI/litellm/pull/30169) - refactor(ui): consolidate dashboard to one shell in the (dashboard) layout by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30166](https://github.com/BerriAI/litellm/pull/30166) - fix(proxy): align /v1/model/info with router deployments by [@Sameerlite](https://github.com/Sameerlite) in [#30025](https://github.com/BerriAI/litellm/pull/30025) - fix: completion\_cost AttributeError on streaming Anthropic web\_search responses ([#26153](https://github.com/BerriAI/litellm/issues/26153)) by [@ishaan-berri](https://github.com/ishaan-berri) in [#27346](https://github.com/BerriAI/litellm/pull/27346) - \[internal copy of [#30137](https://github.com/BerriAI/litellm/issues/30137)] perf(realtime): eliminate redundant per-frame JSON work on OpenAI realtime relay by [@mateo-berri](https://github.com/mateo-berri) in [#30142](https://github.com/BerriAI/litellm/pull/30142) - feat(bedrock): aws\_bedrock\_project\_id for bedrock-mantle project / workspace association by [@mateo-berri](https://github.com/mateo-berri) in [#30163](https://github.com/BerriAI/litellm/pull/30163) - chore(hooks): enforce Conventional Commits and Conventional Branches by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30174](https://github.com/BerriAI/litellm/pull/30174) - feat(rate-limiter): allow opting out of v3 TPM reservation and Redis circuit breaker by [@yassin-berriai](https://github.com/yassin-berriai) in [#30211](https://github.com/BerriAI/litellm/pull/30211) - feat(spend\_logs): opt-in native Postgres partitioning for SpendLogs retention by [@yassin-berriai](https://github.com/yassin-berriai) in [#29466](https://github.com/BerriAI/litellm/pull/29466) - feat(ui): migrate playground to path routing and colocate its files by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30185](https://github.com/BerriAI/litellm/pull/30185) - feat(ui): migrate projects and access-groups to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30226](https://github.com/BerriAI/litellm/pull/30226) - fix(proxy): coalesce NULL rollup metrics in aggregated daily-activity by [@michelligabriele](https://github.com/michelligabriele) in [#30151](https://github.com/BerriAI/litellm/pull/30151) - fix(anthropic\_passthrough): resolve costing model from message\_start chunk, litellm\_params and model\_group instead of 'unknown' by [@yassin-berriai](https://github.com/yassin-berriai) in [#30160](https://github.com/BerriAI/litellm/pull/30160) - feat(ui): migrate budgets, workflows, and guardrails-monitor to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30236](https://github.com/BerriAI/litellm/pull/30236) - feat(ui): migrate mcp-servers, search-tools, tag-management, vector-stores, and memory to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30261](https://github.com/BerriAI/litellm/pull/30261) - fix(a2a): forward agent\_extra\_headers through completion bridge by [@mateo-berri](https://github.com/mateo-berri) in [#28277](https://github.com/BerriAI/litellm/pull/28277) - fix(gemini-live): forward audio buffer commit and correct Vertex PCM rate by [@Sameerlite](https://github.com/Sameerlite) in [#29946](https://github.com/BerriAI/litellm/pull/29946) - fix(proxy): skip double-wrapping unified batch output file ids on retrieve by [@Sameerlite](https://github.com/Sameerlite) in [#30011](https://github.com/BerriAI/litellm/pull/30011) - feat: litellm oss 110626 by [@Sameerlite](https://github.com/Sameerlite) in [#30202](https://github.com/BerriAI/litellm/pull/30202) - fix(docker): copy only runtime artifacts into the final image by [@yuneng-berri](https://github.com/yuneng-berri) in [#30243](https://github.com/BerriAI/litellm/pull/30243) - feat(proxy): enforce key/team guardrails on bedrock passthrough routes by [@Sameerlite](https://github.com/Sameerlite) in [#30194](https://github.com/BerriAI/litellm/pull/30194) - feat(gemini): forward web search tools in image generation by [@Sameerlite](https://github.com/Sameerlite) in [#30119](https://github.com/BerriAI/litellm/pull/30119) - fix: bedrock mantle fixes by [@Sameerlite](https://github.com/Sameerlite) in [#30083](https://github.com/BerriAI/litellm/pull/30083) - feat(proxy): add require\_managed\_files setting for file uploads by [@Sameerlite](https://github.com/Sameerlite) in [#30186](https://github.com/BerriAI/litellm/pull/30186) - fix(mcp): honor server\_id for REST tool calls with shared upstream URLs by [@Sameerlite](https://github.com/Sameerlite) in [#30184](https://github.com/BerriAI/litellm/pull/30184) - fix(responses): presidio PII masking for Azure WebSocket and streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30003](https://github.com/BerriAI/litellm/pull/30003) - feat(passthrough): add configurable pass-through request timeouts by [@Sameerlite](https://github.com/Sameerlite) in [#30266](https://github.com/BerriAI/litellm/pull/30266) - fix(google\_genai): preserve complete SSE events in Vertex/Gemini image streaming by [@Sameerlite](https://github.com/Sameerlite) in [#30270](https://github.com/BerriAI/litellm/pull/30270) - fix(proxy): populate access\_via\_team\_ids on /v1/model/info by [@Sameerlite](https://github.com/Sameerlite) in [#30274](https://github.com/BerriAI/litellm/pull/30274) - chore(oss): litellm oss staging 120626 by [@Sameerlite](https://github.com/Sameerlite) in [#30292](https://github.com/BerriAI/litellm/pull/30292) - feat(ui): migrate policies, guardrails, prompts, tool-policies, and skills to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30263](https://github.com/BerriAI/litellm/pull/30263) - feat(ui): migrate caching, cost-tracking, transform-request, ui-theme, and logs to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30267](https://github.com/BerriAI/litellm/pull/30267) - fix(ui): gate dashboard layout on ui config load so deep links work under SERVER\_ROOT\_PATH by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30312](https://github.com/BerriAI/litellm/pull/30312) - feat(ui): migrate admin-panel, logging-and-alerts, model-hub-table, and usage to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30268](https://github.com/BerriAI/litellm/pull/30268) - fix(otel): cap metric attribute cardinality with include/exclude lists by [@yassin-berriai](https://github.com/yassin-berriai) in [#30257](https://github.com/BerriAI/litellm/pull/30257) - fix(proxy): grace-period key rotation 401s; return deprecated-key lookup result directly by [@yuneng-berri](https://github.com/yuneng-berri) in [#30327](https://github.com/BerriAI/litellm/pull/30327) - chore(deps): bump vitest, brace-expansion, pypdf and tornado by [@yuneng-berri](https://github.com/yuneng-berri) in [#30220](https://github.com/BerriAI/litellm/pull/30220) - refactor(ui): remove unreachable /chat page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30178](https://github.com/BerriAI/litellm/pull/30178) - feat(ui): migrate agents and router-settings to path routes by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30323](https://github.com/BerriAI/litellm/pull/30323) - feat: strengthen coding conventions in CLAUDE.md by [@mateo-berri](https://github.com/mateo-berri) in [#30333](https://github.com/BerriAI/litellm/pull/30333) - feat(ui): cut the users page over to the /ui/users path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30334](https://github.com/BerriAI/litellm/pull/30334) - feat: ruff strict-rule suppressions baseline gate by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30303](https://github.com/BerriAI/litellm/pull/30303) - feat(guardrails): add Cisco AI Defense integration ([#28249](https://github.com/BerriAI/litellm/issues/28249)) by [@yassin-berriai](https://github.com/yassin-berriai) in [#30338](https://github.com/BerriAI/litellm/pull/30338) - chore(ui): remove dead UI components unreferenced by any page by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30340](https://github.com/BerriAI/litellm/pull/30340) - ci: add osv-scanner lockfile scan workflow by [@yuneng-berri](https://github.com/yuneng-berri) in [#30222](https://github.com/BerriAI/litellm/pull/30222) - fix(otel): record full error message on standard exception event in otel v2 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30380](https://github.com/BerriAI/litellm/pull/30380) - test(fireworks): mock whisper transcription tests instead of live calls by [@yuneng-berri](https://github.com/yuneng-berri) in [#30391](https://github.com/BerriAI/litellm/pull/30391) - build(ui): pin esbuild to 0.28.1 via overrides by [@yuneng-berri](https://github.com/yuneng-berri) in [#30390](https://github.com/BerriAI/litellm/pull/30390) - feat(ui): cut the organizations page over to the /ui/organizations path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30336](https://github.com/BerriAI/litellm/pull/30336) - fix(proxy): support SMTP implicit SSL (port 465) by [@yuneng-berri](https://github.com/yuneng-berri) in [#30395](https://github.com/BerriAI/litellm/pull/30395) - fix(mcp): default Linear MCP registry entry to streamable HTTP by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30396](https://github.com/BerriAI/litellm/pull/30396) - fix(ui): stop Virtual Keys page from infinite render loop by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30397](https://github.com/BerriAI/litellm/pull/30397) - fix(streaming): guard raise\_on\_model\_repetition against empty choices by [@shivamrawat1](https://github.com/shivamrawat1) in [#30485](https://github.com/BerriAI/litellm/pull/30485) - feat(otel-v2): emit the 6 gen\_ai.client.\* metrics at parity with v1 by [@yassin-berriai](https://github.com/yassin-berriai) in [#30326](https://github.com/BerriAI/litellm/pull/30326) - fix(mcp): drop phantom 401 span on delegated OAuth2 tool calls by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30494](https://github.com/BerriAI/litellm/pull/30494) - feat(ui): cut the teams page over to the /ui/teams path route by [@ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#30343](https://github.com/BerriAI/litellm/pull/30343) - fix(integrations): cap Anthropic cache\_control injection at 4 blocks by [@shivamrawat1](https://github.com/shivamrawat1) in [#30480](https://github.com/BerriAI/litellm/pull/30480) - chore(codecov): add Batches, Videos, and Realtime components by [@Sameerlite](https://github.com/Sameerlite) in [#30517](https://github.com/BerriAI/litellm/pull/30517) - test(batches): move orphan tests into tests/test\_litellm for CI coverage by [@Sameerlite](https://github.com/Sameerlite) in [#30510](https://github.com/BerriAI/litellm/pull/30510) - fix(guardrails): run pre\_call hook once for model-level guardrails by [@yassin-berriai](https://github.com/yassin-berriai) in [#30543](http…

feat(azure_ai): add MAI-Image-2.5 image generation support

f2c1ff1

Route azure_ai MAI models to /mai/v1/images/generations and map OpenAI size to width/height for the serverless API. Co-authored-by: Cursor <[email protected]>

greptile-apps Bot reviewed Jun 4, 2026

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Comment thread litellm/llms/azure_ai/image_generation/mai_transformation.py

Comment thread litellm/llms/azure_ai/image_generation/mai_transformation.py Outdated

veria-ai Bot reviewed Jun 4, 2026

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Comment thread model_prices_and_context_window.json

Sameerlite and others added 2 commits June 8, 2026 10:50

fix(azure_ai): address MAI image generation review feedback

6d8fd2b

Validate unsupported size values, default width/height independently, add MAI-Image-2.5 pricing, and expand test coverage. @greptileai Co-authored-by: Cursor <[email protected]>

feat(azure_ai): add MAI image edit and expand model cost map

e30ad6b

Add MAI image edit support with usage normalization for Azure response format, and register MAI-Image-2.5-Flash and MAI-Image-2e pricing in the model map. Co-authored-by: Cursor <[email protected]>

Sameerlite closed this Jun 8, 2026

Sameerlite reopened this Jun 8, 2026

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Comment thread litellm/llms/azure_ai/image_edit/mai_transformation.py

fix(azure_ai): validate MAI edit size by consuming map iterator

93c1ca7

Greptile: lazy map() never evaluated int() so values like 1024xabc passed through. Co-authored-by: Cursor <[email protected]>

greptile-apps Bot reviewed Jun 8, 2026

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Comment thread litellm/llms/azure_ai/image_generation/mai_transformation.py

fix(azure_ai): normalize MAI usage in generation response handler

c1316a4

Apply normalize_mai_image_usage before building ImageResponse so token-based cost calculation works when Azure returns num_output_tokens fields. Co-authored-by: Cursor <[email protected]>

fix(azure_ai): narrow MAI edit size param type for mypy

7c8ed6d

Co-authored-by: Cursor <[email protected]>

cursor Bot reviewed Jun 8, 2026

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Comment thread litellm/llms/azure/azure.py

Comment thread litellm/llms/azure_ai/image_generation/mai_transformation.py Outdated

Fix Azure MAI image response handling

e08d51f

cursor Bot reviewed Jun 8, 2026

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Comment thread litellm/llms/azure/azure.py

Fix MAI image generation base model routing

d9e4eaa

cursor Bot reviewed Jun 8, 2026

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Comment thread litellm/llms/azure/azure.py

fix(azure_ai): preserve zero num_output_tokens in MAI usage normaliza…

99a39c9

…tion

fix(azure_ai): wrap MAI generation response JSON parsing in error han…

6266daa

…dling

Merge remote-tracking branch 'origin/litellm_internal_staging' into l…

2b6cb6d

…itellm_azure_mai_image_generation

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greptile-apps Bot reviewed Jun 8, 2026

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Comment thread litellm/llms/azure_ai/image_generation/mai_transformation.py Outdated

fix(azure_ai): build MAI image edit URL correctly for /mai/ root bases

92a917f

fix(azure_ai): build MAI image generation URL correctly for /mai/ roo…

f108201

…t bases

mateo-berri approved these changes Jun 9, 2026

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mateo-berri merged commit 424db6a into litellm_internal_staging Jun 9, 2026
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mateo-berri deleted the litellm_azure_mai_image_generation branch June 9, 2026 01:27

emerzon mentioned this pull request Jul 1, 2026

Add Azure AI MAI image generation support #27061

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	if output_tokens is None:
	if output_tokens is None or output_tokens == 0:

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Confidence Score: 5/5

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