diff --git a/docs/images/external/anthropic/anthropic_icon_slate.png b/docs/images/external/anthropic/anthropic_icon_slate.png
index 7ce130f7..894b2fba 100644
Binary files a/docs/images/external/anthropic/anthropic_icon_slate.png and b/docs/images/external/anthropic/anthropic_icon_slate.png differ
diff --git a/docs/images/external/cohere/Cohere-Logo-Mono Volcanic Black-RGB.png b/docs/images/external/cohere/Cohere-Logo-Mono Volcanic Black-RGB.png
index b1bdc271..f5ac1c68 100644
Binary files a/docs/images/external/cohere/Cohere-Logo-Mono Volcanic Black-RGB.png and b/docs/images/external/cohere/Cohere-Logo-Mono Volcanic Black-RGB.png differ
diff --git a/docs/images/external/cohere/cohere-logo.svg b/docs/images/external/cohere/cohere-logo.svg
new file mode 100644
index 00000000..012e78d7
--- /dev/null
+++ b/docs/images/external/cohere/cohere-logo.svg
@@ -0,0 +1,12 @@
+<svg width="18" height="18" viewBox="0 0 17.5 17.5" fill="none" xmlns="http://www.w3.org/2000/svg">
+<g clip-path="url(#clip0_2207_90691)">
+<path fill-rule="evenodd" clip-rule="evenodd" d="M5.50773 10.6219C5.9653 10.6219 6.8755 10.5968 8.13362 10.0788C9.59973 9.47518 12.5166 8.37942 14.6208 7.2539C16.0924 6.46668 16.7375 5.42553 16.7375 4.02344C16.7375 2.07751 15.16 0.5 13.2141 0.5H5.06095C2.26586 0.5 0 2.76586 0 5.56095C0 8.35604 2.12151 10.6219 5.50773 10.6219Z" fill="#A9BED4"/>
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+<path d="M2.91749 11.2891H2.91744C1.30618 11.2891 0 12.5952 0 14.2065V14.5844C0 16.1956 1.30618 17.5018 2.91744 17.5018H2.91749C4.52875 17.5018 5.83493 16.1956 5.83493 14.5844V14.2065C5.83493 12.5952 4.52875 11.2891 2.91749 11.2891Z" fill="#A9BED4"/>
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diff --git a/docs/images/external/langchain/langchain-logo.png b/docs/images/external/langchain/langchain-logo.png
new file mode 100644
index 00000000..b7ea8add
Binary files /dev/null and b/docs/images/external/langchain/langchain-logo.png differ
diff --git a/docs/images/external/openai/openai-logomark.png b/docs/images/external/openai/openai-logomark.png
index 7d420287..52ef7044 100644
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diff --git a/docs/images/external/xai/xai-logo.png b/docs/images/external/xai/xai-logo.png
index c3829241..063c6602 100644
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diff --git a/docs/v1/examples/examples.mdx b/docs/v1/examples/examples.mdx
index 468a2643..84a792df 100644
--- a/docs/v1/examples/examples.mdx
+++ b/docs/v1/examples/examples.mdx
@@ -24,13 +24,13 @@ mode: "wide"
     <Card title="AI21" icon="brain" href="/v1/integrations/ai21">
         Integration with AI21's language models
     </Card>
-    <Card title="Anthropic" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/anthropic/anthropic_icon_ivory.png?raw=true" alt="Anthropic" />} iconType="image" href="/v1/integrations/anthropic">
+    <Card title="Anthropic" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/anthropic/anthropic_icon_slate.png?raw=true" alt="Anthropic" />} iconType="image" href="/v1/integrations/anthropic">
         Track observations from Claude, Haiku and Sonnet series of models
     </Card>
     <Card title="AutoGen" icon="microsoft" href="/v1/integrations/autogen">
         AutoGen multi-agent conversible workflow with tool usage
     </Card>
-    <Card title="Cohere" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/cohere/Cohere-Logo-Mono Marble White-RGB.png?raw=true" alt="Cohere" />} iconType="image" href="/v1/integrations/cohere">
+    <Card title="Cohere" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/cohere/cohere-logo.svg?raw=true" alt="Cohere" />} iconType="image" href="/v1/integrations/cohere">
         First class support for Command-R-Plus and chat streaming
     </Card>
     <Card title="Crew.ai" icon="ship" href="/v1/integrations/crewai">
@@ -39,13 +39,13 @@ mode: "wide"
     <Card title="Groq" icon="bolt" href="/v1/integrations/groq">
         Ultra-fast LLM inference with Groq Cloud
     </Card>
-    <Card title="LangChain" icon="crow" href="/v1/examples/langchain">
+    <Card title="LangChain" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/langchain/langchain-logo.svg?raw=true" alt="LangChain" />} iconType="image" href="/v1/examples/langchain">
         Jupyter Notebook with a sample LangChain integration
     </Card>
-    <Card title="Llama Stack" icon="crow" href="/v1/integrations/llama_stack">
+    <Card title="Llama Stack" icon="pancakes" href="/v1/integrations/llama_stack">
         Create an agent to search the web using Brave Search and find the winner of NBA western conference semifinals 2014
     </Card>
-    <Card title="LiteLLM" icon="wand-magic-sparkles" href="/v1/integrations/litellm">
+    <Card title="LiteLLM" icon="train-tram" href="/v1/integrations/litellm">
         Unified interface for multiple LLM providers
     </Card>
     <Card title="Mistral" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/mistral/mistral-ai-icon.png?raw=true" alt="Mistral" />} iconType="image" href="/v1/integrations/mistral">
@@ -57,13 +57,13 @@ mode: "wide"
     <Card title="Ollama" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/ollama/ollama-icon.png?raw=true" alt="Ollama" />} iconType="image" href="/v1/examples/ollama">
         Simple Ollama integration with AgentOps
     </Card>
-    <Card title="OpenAI" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/openai/openai-white-logomark.png?raw=true" alt="OpenAI" />} iconType="image" href="/v1/integrations/openai">
+    <Card title="OpenAI" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/openai/openai-logomark.png?raw=true" alt="OpenAI" />} iconType="image" href="/v1/integrations/openai">
         First class support for GPT family of models
     </Card>
     <Card title="REST API" icon="bolt-lightning" href="/v1/examples/restapi">
         Create a REST server that performs and observes agent tasks
     </Card>
-    <Card title="xAI" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/openai/xai-logo.png?raw=true" alt="xAI" />} iconType="image" href="/v1/integrations/xai">
+    <Card title="xAI" icon={<img src="https://www.github.com/agentops-ai/agentops/blob/main/docs/images/external/xai/xai-logo.png?raw=true" alt="xAI" />} iconType="image" href="/v1/integrations/xai">
         Observe the power of Grok and Grok Vision with AgentOps
     </Card>
 </CardGroup>