From ed90bd103ec113a0f3b81b2024a124967127699b Mon Sep 17 00:00:00 2001
From: erikengervall <5392475+erikengervall@users.noreply.github.com>
Date: Fri, 9 Oct 2026 06:36:56 +0000
Subject: [PATCH] docs: update LLM framework guide intros

---
 developer-guides/cookbooks/ai-research-assistant-cookbook.mdx | 2 +-
 developer-guides/llm-sdks-and-frameworks/anthropic.mdx        | 4 ++--
 developer-guides/llm-sdks-and-frameworks/gemini.mdx           | 4 ++--
 developer-guides/llm-sdks-and-frameworks/langchain.mdx        | 4 ++--
 developer-guides/llm-sdks-and-frameworks/openai.mdx           | 4 ++--
 5 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/developer-guides/cookbooks/ai-research-assistant-cookbook.mdx b/developer-guides/cookbooks/ai-research-assistant-cookbook.mdx
index f341d4c6e..a1fae558f 100644
--- a/developer-guides/cookbooks/ai-research-assistant-cookbook.mdx
+++ b/developer-guides/cookbooks/ai-research-assistant-cookbook.mdx
@@ -487,7 +487,7 @@ export default ChatBotDemo;
 
     ### Install Firecrawl SDK
 
-    Firecrawl converts websites into LLM-ready formats with scraping and search capabilities:
+    Firecrawl turns websites into LLM-ready context with search and scraping:
 
     ```bash
     npm i firecrawl
diff --git a/developer-guides/llm-sdks-and-frameworks/anthropic.mdx b/developer-guides/llm-sdks-and-frameworks/anthropic.mdx
index 692d0d308..3747ea3b8 100644
--- a/developer-guides/llm-sdks-and-frameworks/anthropic.mdx
+++ b/developer-guides/llm-sdks-and-frameworks/anthropic.mdx
@@ -1,9 +1,9 @@
 ---
 title: "Anthropic"
-description: "Use Firecrawl with Claude for web scraping + AI workflows"
+description: "Use Firecrawl with Claude to give AI workflows live web context"
 ---
 
-Integrate Firecrawl with Claude to build AI applications powered by web data.
+Integrate Firecrawl with Claude to build AI applications with live web context.
 
 ## Setup
 
diff --git a/developer-guides/llm-sdks-and-frameworks/gemini.mdx b/developer-guides/llm-sdks-and-frameworks/gemini.mdx
index e27119ada..d87e25e97 100644
--- a/developer-guides/llm-sdks-and-frameworks/gemini.mdx
+++ b/developer-guides/llm-sdks-and-frameworks/gemini.mdx
@@ -1,9 +1,9 @@
 ---
 title: "Gemini"
-description: "Use Firecrawl with Google's Gemini AI for web scraping + AI workflows"
+description: "Use Firecrawl with Google's Gemini AI to give AI workflows live web context"
 ---
 
-Integrate Firecrawl with Google's Gemini for AI applications powered by web data.
+Integrate Firecrawl with Google's Gemini for AI applications with live web context.
 
 ## Setup
 
diff --git a/developer-guides/llm-sdks-and-frameworks/langchain.mdx b/developer-guides/llm-sdks-and-frameworks/langchain.mdx
index 0c6bad92c..a50a9039c 100644
--- a/developer-guides/llm-sdks-and-frameworks/langchain.mdx
+++ b/developer-guides/llm-sdks-and-frameworks/langchain.mdx
@@ -1,9 +1,9 @@
 ---
 title: "LangChain"
-description: "Use Firecrawl with LangChain for web scraping + AI workflows"
+description: "Use Firecrawl with LangChain to give AI workflows live web context"
 ---
 
-Integrate Firecrawl with LangChain to build AI applications powered by web data.
+Integrate Firecrawl with LangChain to build AI applications with live web context.
 
 ## Setup
 
diff --git a/developer-guides/llm-sdks-and-frameworks/openai.mdx b/developer-guides/llm-sdks-and-frameworks/openai.mdx
index 814f46f76..d84682822 100644
--- a/developer-guides/llm-sdks-and-frameworks/openai.mdx
+++ b/developer-guides/llm-sdks-and-frameworks/openai.mdx
@@ -1,9 +1,9 @@
 ---
 title: "OpenAI"
-description: "Use Firecrawl with OpenAI for web scraping + AI workflows"
+description: "Use Firecrawl with OpenAI to give AI workflows live web context"
 ---
 
-Integrate Firecrawl with OpenAI to build AI applications powered by web data.
+Integrate Firecrawl with OpenAI to build AI applications with live web context.
 
 ## Setup