diff --git a/README.md b/README.md
index 45b94c2..9ae2033 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@
# π Awesome LLM Apps
-A curated collection of awesome LLM apps built with RAG and AI agents. This repository features LLM apps that use models from OpenAI, Anthropic, Google, and open-source models like DeepSeek, Qwen or Llama that you can run locally on your computer.
+A curated collection of awesome LLM apps built with RAG, AI Agents, Multi-agent Teams, MCP, Voice Agents, and more. This repository features LLM apps that use models from OpenAI, Anthropic, Google, and open-source models like DeepSeek, Qwen or Llama that you can run locally on your computer.
@@ -28,21 +28,9 @@ A curated collection of awesome LLM apps built with RAG and AI agents. This repo
## π€ Why Awesome LLM Apps?
- π‘ Discover practical and creative ways LLMs can be applied across different domains, from code repositories to email inboxes and more.
-- π₯ Explore apps that combine LLMs from OpenAI, Anthropic, Gemini, and open-source alternatives with RAG and AI Agents.
+- π₯ Explore apps that combine LLMs from OpenAI, Anthropic, Gemini, and open-source alternatives with AI Agents, Agent Teams, MCP & RAG.
- π Learn from well-documented projects and contribute to the growing open-source ecosystem of LLM-powered applications.
-## π¨ Open Source AI Agent Hackathon
-
-We're launching a Global AI Agent Hackathon in collaboration with AI Agent ecosystem partners β open to all developers, builders, and startups working on agents, RAG, tool use, or multi-agent systems.
-
-- Win up to **$25,000** in cash by building Agents
-- Top 5 projects will be featured in the top trending [Awesome LLM Apps](https://github.com/Shubhamsaboo/awesome-llm-apps) repo.
-- **$20,000** worth of API and tool use credits from the partners
-
-### Participate Now: [Global AI Agent Hackathon](https://github.com/global-agent-hackathon/global-agent-hackathon-may-2025)
-
-β Star this repo and subscribe to [Unwind AI](https://www.theunwindai.com) for latest updates.
-
## π Featured AI Projects
### AI Agents
@@ -72,6 +60,7 @@ We're launching a Global AI Agent Hackathon in collaboration with AI Agent ecosy
* [π¬ AI Movie Production Agent](advanced_ai_agents/single_agent_apps/ai_movie_production_agent/)
* [π AI Investment Agent](advanced_ai_agents/single_agent_apps/ai_investment_agent/)
* [ποΈββοΈ AI Health & Fitness Agent](advanced_ai_agents/single_agent_apps/ai_health_fitness_agent/)
+* [π AI Product Launch Intelligence Agent](advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent)
* [ποΈ AI Journalist Agent](advanced_ai_agents/single_agent_apps/ai_journalist_agent/)
* [π§ AI Mental Wellbeing Agent](advanced_ai_agents/multi_agent_apps/ai_mental_wellbeing_agent/)
* [π AI Meeting Agent](advanced_ai_agents/single_agent_apps/ai_meeting_agent/)
@@ -104,12 +93,14 @@ We're launching a Global AI Agent Hackathon in collaboration with AI Agent ecosy
### π MCP AI Agents
-* [βΎοΈ MCP Browser Agent](mcp_ai_agents/browser_mcp_agent/)
-* [π MCP GitHub Agent](mcp_ai_agents/github_mcp_agent/)
-
+* [βΎοΈ Browser MCP Agent](mcp_ai_agents/browser_mcp_agent/)
+* [π GitHub MCP Agent](mcp_ai_agents/github_mcp_agent/)
+* [π Notion MCP Agent](mcp_ai_agents/notion_mcp_agent)
+* [π AI Travel Planner MCP Agent](mcp_ai_agents/ai_travel_planner_mcp_agent_team)
### RAG (Retrieval Augmented Generation)
* [π Agentic RAG](rag_tutorials/agentic_rag/)
+* [π§ Agentic RAG with Reasoning](rag_tutorials/agentic_rag_with reasoning)
* [π° AI Blog Search (RAG)](rag_tutorials/ai_blog_search/)
* [π Autonomous RAG](rag_tutorials/autonomous_rag/)
* [π Corrective RAG (CRAG)](rag_tutorials/corrective_rag/)
@@ -125,11 +116,15 @@ We're launching a Global AI Agent Hackathon in collaboration with AI Agent ecosy
* [π RAG with Database Routing](rag_tutorials/rag_database_routing/)
* [πΌοΈ Vision RAG](rag_tutorials/vision_rag/)
-### MCP AI Agents
-- [π MCP GitHub Agent](https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/github_mcp_agent)
-- [βΎοΈ MCP Browser Agent](https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/browser_mcp_agent)
+### πΎ LLM Apps with Memory Tutorials
+
+* [πΎ AI ArXiv Agent with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/ai_arxiv_agent_memory/)
+* [π©οΈ AI Travel Agent with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/ai_travel_agent_memory/)
+* [π¬ Llama3 Stateful Chat](advanced_llm_apps/llm_apps_with_memory_tutorials/llama3_stateful_chat/)
+* [π LLM App with Personalized Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/llm_app_personalized_memory/)
+* [ποΈ Local ChatGPT Clone with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/)
+* [π§ Multi-LLM Application with Shared Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/multi_llm_memory/)
-### π§ Advanced LLM Apps
### π¬ Chat with X Tutorials
@@ -140,15 +135,6 @@ We're launching a Global AI Agent Hackathon in collaboration with AI Agent ecosy
* [π Chat with Substack](advanced_llm_apps/chat_with_X_tutorials/chat_with_substack/)
* [π½οΈ Chat with YouTube Videos](advanced_llm_apps/chat_with_X_tutorials/chat_with_youtube_videos/)
-### πΎ LLM Apps with Memory Tutorials
-
-* [πΎ AI ArXiv Agent with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/ai_arxiv_agent_memory/)
-* [π©οΈ AI Travel Agent with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/ai_travel_agent_memory/)
-* [π¬ Llama3 Stateful Chat](advanced_llm_apps/llm_apps_with_memory_tutorials/llama3_stateful_chat/)
-* [π LLM App with Personalized Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/llm_app_personalized_memory/)
-* [ποΈ Local ChatGPT Clone with Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/)
-* [π§ Multi-LLM Application with Shared Memory](advanced_llm_apps/llm_apps_with_memory_tutorials/multi_llm_memory/)
-
### π§ LLM Fine-tuning Tutorials
* [π§ Llama 3.2 Fine-tuning](advanced_llm_apps/llm_finetuning_tutorials/llama3.2_finetuning/)
diff --git a/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/README.md b/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/README.md
index 69b37c5..f441d9e 100644
--- a/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/README.md
+++ b/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/README.md
@@ -1,4 +1,4 @@
-# π Product Launch Intelligence Agent
+# π AI Product Launch Intelligence Agent
A **streamlined intelligence hub** for Go-To-Market (GTM) & Product-Marketing teams.
Built with **Streamlit + Agno (GPT-4o) + Firecrawl**, the app turns scattered public-web data into concise, actionable launch insights.
diff --git a/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/product_launch_intelligence_agent.py b/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/product_launch_intelligence_agent.py
index 3453374..226e1c2 100644
--- a/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/product_launch_intelligence_agent.py
+++ b/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent/product_launch_intelligence_agent.py
@@ -9,7 +9,7 @@ import os
# ---------------- Page Config ----------------
st.set_page_config(
- page_title="Product Intelligence Agent",
+ page_title="AI Product Intelligence Agent",
page_icon="π",
layout="wide",
initial_sidebar_state="expanded"
@@ -213,7 +213,7 @@ def expand_metrics_report(bullet_text: str, launch: str) -> str:
return resp.content if hasattr(resp, "content") else str(resp)
# ---------------- UI ----------------
-st.title("π Product Launch Intelligence Agent")
+st.title("π AI Product Launch Intelligence Agent")
st.markdown("*AI-powered insights for GTM, Product Marketing & Growth Teams*")
st.divider()
diff --git a/mcp_ai_agents/ai_travel_planner_mcp_agent_team/README.md b/mcp_ai_agents/ai_travel_planner_mcp_agent_team/README.md
index 9b56b3e..e37dd14 100644
--- a/mcp_ai_agents/ai_travel_planner_mcp_agent_team/README.md
+++ b/mcp_ai_agents/ai_travel_planner_mcp_agent_team/README.md
@@ -1,9 +1,10 @@
-## π AI Travel Planner Agent
+## π AI Travel Planner MCP Agent
This is a Streamlit-based application that helps users plan their travel itineraries using AI. The app integrates with various mcp servers to provide a comprehensive travel planning experience, including weather forecasts, maps, and calendar integration.
## Features
-## MCP Servers Integration
+
+### MCP Servers Integration
This project utilizes several MCP (Model Context Protocol) servers to provide a comprehensive travel planning experience:
diff --git a/mcp_ai_agents/browser_mcp_agent/README.md b/mcp_ai_agents/browser_mcp_agent/README.md
index 8ead4b4..afcf19d 100644
--- a/mcp_ai_agents/browser_mcp_agent/README.md
+++ b/mcp_ai_agents/browser_mcp_agent/README.md
@@ -1,4 +1,4 @@
-# π MCP Browser Agent
+# π Browser MCP Agent

diff --git a/mcp_ai_agents/github_mcp_agent/README.md b/mcp_ai_agents/github_mcp_agent/README.md
index ae99bd1..47cf29f 100644
--- a/mcp_ai_agents/github_mcp_agent/README.md
+++ b/mcp_ai_agents/github_mcp_agent/README.md
@@ -1,4 +1,4 @@
-# π MCP GitHub Agent
+# π GitHub MCP Agent
A Streamlit application that allows you to explore and analyze GitHub repositories using natural language queries through the Model Context Protocol (MCP).
diff --git a/mcp_ai_agents/notion_mcp_agent/README.md b/mcp_ai_agents/notion_mcp_agent/README.md
index a3af65f..861465f 100644
--- a/mcp_ai_agents/notion_mcp_agent/README.md
+++ b/mcp_ai_agents/notion_mcp_agent/README.md
@@ -1,4 +1,4 @@
-# Notion MCP Agent with Agno
+# π Notion MCP Agent
A terminal-based Notion Agent for interacting with your Notion pages using natural language through the Notion MCP (Model Context Protocol) server.