From 310302619b980fdcb8033ac398fea2c8b24eded8 Mon Sep 17 00:00:00 2001
From: harshalmore31 <harshalmore2468@gmail.com>
Date: Thu, 24 Jul 2025 23:15:36 +0530
Subject: [PATCH 1/4] updated footer link with button

---
 docs/mkdocs.yml          |  94 +++++++++++++++++++++++-------------
 docs/overrides/main.html | 100 ++++++++++++++++++++++++++++++++++++++-
 2 files changed, 159 insertions(+), 35 deletions(-)

diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 4027d032..21d5039b 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -55,16 +55,6 @@ extra:
       link: https://www.linkedin.com/company/swarms-corp/
 
   footer_links:
-    "Getting Started":
-      - title: "Installation"
-        url: "https://docs.swarms.world/en/latest/swarms/install/install/"
-      - title: "Quickstart"
-        url: "https://docs.swarms.world/en/latest/quickstart/"
-      - title: "Environment Setup"
-        url: "https://docs.swarms.world/en/latest/swarms/install/env/"
-      - title: "Basic Agent Example"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/basic_agent/"
-    
     
     "Core Capabilities":
       - title: "Agents"
@@ -82,29 +72,67 @@ extra:
       - title: "Swarm Router"
         url: "https://docs.swarms.world/en/latest/swarms/structs/swarm_router/"
 
-    
-    "Templates & Applications":
-      - title: "Examples Overview"
-        url: "https://docs.swarms.world/en/latest/examples/index/"
-      - title: "Cookbook"
-        url: "https://docs.swarms.world/en/latest/examples/cookbook_index/"
-      - title: "Templates"
-        url: "https://docs.swarms.world/en/latest/examples/templates/"
-      - title: "Paper Implementations"
-        url: "https://docs.swarms.world/en/latest/examples/paper_implementations/"
+    "Popular Multi-Agent Patterns":
+      - title: "Mixture of Agents (MoA)"
+        url: "https://docs.swarms.world/en/latest/swarms/structs/moa/"
+      - title: "Sequential Workflow"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/sequential_example/"
+      - title: "Concurrent Workflow"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/concurrent_workflow/"
+      - title: "Hierarchical Swarm"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/hierarchical_swarm_example/"
+      - title: "Group Chat"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/groupchat_example/"
+      - title: "Agent Rearrange"
+        url: "https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/"
+      - title: "Deep Research Swarm"
+        url: "https://docs.swarms.world/en/latest/swarms/structs/deep_research_swarm/"
+      - title: "MALT Framework"
+        url: "https://docs.swarms.world/en/latest/swarms/structs/malt/"
+
+    "Popular Tools & Integrations":
+      - title: "MCP (Model Context Protocol)"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/agent_with_mcp/"
+      - title: "OpenAI Tools & Function Calling"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/agent_structured_outputs/"
+      - title: "Web Search (Exa, Serper)"
+        url: "https://docs.swarms.world/en/latest/swarms_tools/search/"
+      - title: "Browser Automation"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_of_browser_agents/"
+      - title: "Vision & Image Processing"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/vision_processing/"
+      - title: "Crypto APIs (CoinGecko, HTX)"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/agent_with_tools/"
+      - title: "Yahoo Finance"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/yahoo_finance/"
+      - title: "Structured Outputs"
+        url: "https://docs.swarms.world/en/latest/swarms/agents/structured_outputs/"
   
-    
-    "Contributors":
-      - title: "Contributing"
-        url: "https://docs.swarms.world/en/latest/contributors/main/"
-      - title: "Code Style Guide"
-        url: "https://docs.swarms.world/en/latest/swarms/framework/code_cleanliness/"
-      - title: "Adding Documentation"
-        url: "https://docs.swarms.world/en/latest/contributors/docs/"
-      - title: "Bounty Program"
-        url: "https://docs.swarms.world/en/latest/corporate/bounty_program/"
-      - title: "Support"
-        url: "https://docs.swarms.world/en/latest/swarms/support/"
+    "Paper Implementations":
+      - title: "Paper Implementations Overview"
+        url: "https://docs.swarms.world/en/latest/examples/paper_implementations/"
+      - title: "MALT (Multi-Agent Learning Task)"
+        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/malt_example.py"
+      - title: "MAI-DxO (Medical AI Diagnosis)"
+        url: "https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator"
+      - title: "AI-CoScientist Research Framework"
+        url: "https://github.com/The-Swarm-Corporation/AI-CoScientist"
+      - title: "Mixture of Agents (MoA)"
+        url: "https://github.com/kyegomez/swarms/blob/master/examples/multi_agent/mixture_of_agents_example.py"
+      - title: "Agent-as-a-Judge Evaluation"
+        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/agent_judge_example.py"
+      - title: "Swarms of Browser Agents"
+        url: "https://docs.swarms.world/en/latest/examples/swarms_of_browser_agents/"
+      - title: "Swarms DAO Governance"
+        url: "https://docs.swarms.world/en/latest/examples/swarms_dao/"
+      - title: "Deep Research Swarm Examples"
+        url: "https://github.com/kyegomez/swarms/tree/master/examples/multi_agent/deep_research_examples"
+      - title: "Hierarchical Swarm Examples"
+        url: "https://github.com/kyegomez/swarms/tree/master/examples/multi_agent/hiearchical_swarm"
+      - title: "All Examples Repository"
+        url: "https://github.com/kyegomez/swarms/tree/master/examples"
+      - title: "Research Papers Collection"
+        url: "https://github.com/kyegomez/awesome-multi-agent-papers"
 
     "Community":
       - title: "Twitter"
@@ -122,8 +150,6 @@ extra:
       - title: "Onboarding Session"
         url: "https://cal.com/swarms/swarms-onboarding-session"
 
-        
-
   analytics:
     provider: google
     property: G-MPE9C65596
diff --git a/docs/overrides/main.html b/docs/overrides/main.html
index c2828415..dd69212e 100644
--- a/docs/overrides/main.html
+++ b/docs/overrides/main.html
@@ -19,13 +19,22 @@
               <h4 class="md-footer-links__title">{{ section_name }}</h4>
               <ul class="md-footer-links__list">
                 {% for link in links %}
-                  <li class="md-footer-links__item">
+                  <li class="md-footer-links__item{% if loop.index > 4 %} md-footer-links__item--hidden{% endif %}">
                     <a href="{{ link.url }}" class="md-footer-links__link">
                       {{ link.title }}
                     </a>
                   </li>
                 {% endfor %}
               </ul>
+              {% if links|length > 4 %}
+                <button type="button" class="md-footer-links__toggle" 
+                        onclick="toggleFooterLinks(this)"
+                        data-text-more="Show {{ links|length - 4 }} more"
+                        data-text-less="Show less">
+                  <span class="md-footer-links__toggle-text">Show {{ links|length - 4 }} more</span>
+                  <span class="md-footer-links__toggle-icon">▼</span>
+                </button>
+              {% endif %}
             </div>
           {% endfor %}
         </div>
@@ -114,6 +123,45 @@
       color: var(--md-accent-fg-color);
     }
     
+    /* Hidden footer items */
+    .md-footer-links__item--hidden {
+      display: none;
+    }
+    
+    /* Toggle button styles */
+    .md-footer-links__toggle {
+      background: none;
+      border: 0.05rem solid;
+      border-radius: 0.2rem;
+      cursor: pointer;
+      display: flex;
+      align-items: center;
+      gap: 0.3rem;
+      font-size: 0.64rem;
+      font-weight: 500;
+      margin-top: 0.8rem;
+      padding: 0.4rem 0.8rem;
+      text-transform: uppercase;
+      letter-spacing: 0.05em;
+      transition: all 150ms ease;
+      width: auto;
+      min-width: fit-content;
+    }
+    
+    .md-footer-links__toggle:hover {
+      transform: translateY(-1px);
+    }
+    
+    .md-footer-links__toggle-icon {
+      font-size: 0.5rem;
+      transition: transform 200ms ease;
+      line-height: 1;
+    }
+    
+    .md-footer-links__toggle--expanded .md-footer-links__toggle-icon {
+      transform: rotate(180deg);
+    }
+    
     /* Light Mode (Default) */
     [data-md-color-scheme="default"] .md-footer-custom {
       background: #ffffff;
@@ -134,6 +182,18 @@
       color: #1976d2;
     }
     
+    [data-md-color-scheme="default"] .md-footer-links__toggle {
+      border-color: #e1e5e9;
+      color: #636c76;
+      background: #ffffff;
+    }
+    
+    [data-md-color-scheme="default"] .md-footer-links__toggle:hover {
+      border-color: #1976d2;
+      color: #1976d2;
+      background: #f8f9fa;
+    }
+    
     /* Dark Mode (Slate) */
     [data-md-color-scheme="slate"] .md-footer-custom {
       background: #1F2129;
@@ -154,6 +214,18 @@
       color: #42a5f5;
     }
     
+    [data-md-color-scheme="slate"] .md-footer-links__toggle {
+      border-color: #404040;
+      color: #9ca3af;
+      background: #1F2129;
+    }
+    
+    [data-md-color-scheme="slate"] .md-footer-links__toggle:hover {
+      border-color: #42a5f5;
+      color: #42a5f5;
+      background: #2a2d38;
+    }
+    
     /* Company Information Section - Base */
     .md-footer-company {
       padding: 1.5rem 0;
@@ -292,4 +364,30 @@
       }
     }
   </style>
+  
+  <script>
+    function toggleFooterLinks(button) {
+      // Find the parent section
+      const section = button.closest('.md-footer-links__section');
+      const hiddenItems = section.querySelectorAll('.md-footer-links__item--hidden');
+      const toggleText = button.querySelector('.md-footer-links__toggle-text');
+      const isExpanded = button.classList.contains('md-footer-links__toggle--expanded');
+      
+      if (isExpanded) {
+        // Hide items
+        hiddenItems.forEach(item => {
+          item.style.display = 'none';
+        });
+        toggleText.textContent = button.getAttribute('data-text-more');
+        button.classList.remove('md-footer-links__toggle--expanded');
+      } else {
+        // Show items
+        hiddenItems.forEach(item => {
+          item.style.display = 'block';
+        });
+        toggleText.textContent = button.getAttribute('data-text-less');
+        button.classList.add('md-footer-links__toggle--expanded');
+      }
+    }
+  </script>
 {% endblock %}
\ No newline at end of file

From 7de6a03640a99863f60a9cebc12a6321e56f6d5d Mon Sep 17 00:00:00 2001
From: harshalmore31 <harshalmore2468@gmail.com>
Date: Thu, 24 Jul 2025 23:21:48 +0530
Subject: [PATCH 2/4] updates to the footer layout !

---
 docs/overrides/main.html | 65 ++++++++++++++++++++++++++++------------
 1 file changed, 46 insertions(+), 19 deletions(-)

diff --git a/docs/overrides/main.html b/docs/overrides/main.html
index dd69212e..5acae004 100644
--- a/docs/overrides/main.html
+++ b/docs/overrides/main.html
@@ -79,8 +79,8 @@
     
     .md-footer-links {
       display: grid;
-      grid-template-columns: repeat(auto-fit, minmax(240px, 1fr));
-      gap: 2rem;
+      grid-template-columns: repeat(5, 1fr);
+      gap: 1.2rem;
       max-width: 1220px;
       margin: 0 auto;
     }
@@ -90,12 +90,12 @@
     }
     
     .md-footer-links__title {
-      font-size: 0.64rem;
+      font-size: 0.6rem;
       font-weight: 700;
-      margin: 0 0 1rem;
+      margin: 0 0 0.8rem;
       text-transform: uppercase;
       letter-spacing: 0.1em;
-      padding-bottom: 0.4rem;
+      padding-bottom: 0.3rem;
     }
     
     .md-footer-links__list {
@@ -106,14 +106,14 @@
     
     .md-footer-links__item {
       margin: 0;
-      line-height: 1.8;
+      line-height: 1.6;
     }
     
     .md-footer-links__link {
       text-decoration: none;
-      font-size: 0.7rem;
+      font-size: 0.65rem;
       display: block;
-      padding: 0.1rem 0;
+      padding: 0.08rem 0;
       transition: color 125ms;
       border-radius: 0.1rem;
     }
@@ -132,15 +132,15 @@
     .md-footer-links__toggle {
       background: none;
       border: 0.05rem solid;
-      border-radius: 0.2rem;
+      border-radius: 0.15rem;
       cursor: pointer;
       display: flex;
       align-items: center;
-      gap: 0.3rem;
-      font-size: 0.64rem;
+      gap: 0.25rem;
+      font-size: 0.58rem;
       font-weight: 500;
-      margin-top: 0.8rem;
-      padding: 0.4rem 0.8rem;
+      margin-top: 0.6rem;
+      padding: 0.3rem 0.6rem;
       text-transform: uppercase;
       letter-spacing: 0.05em;
       transition: all 150ms ease;
@@ -153,7 +153,7 @@
     }
     
     .md-footer-links__toggle-icon {
-      font-size: 0.5rem;
+      font-size: 0.45rem;
       transition: transform 200ms ease;
       line-height: 1;
     }
@@ -312,28 +312,45 @@
     }
     
     /* Responsive Design */
-    @media screen and (max-width: 76.1875em) {
+    @media screen and (min-width: 90em) {
       .md-footer-links {
-        grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+        max-width: 1400px;
         gap: 1.5rem;
       }
+    }
+    
+    @media screen and (max-width: 76.1875em) {
+      .md-footer-links {
+        grid-template-columns: repeat(3, 1fr);
+        gap: 1rem;
+      }
       
       .md-footer-custom {
-        padding: 2rem 0 1rem;
+        padding: 1.8rem 0 1rem;
       }
     }
     
     @media screen and (max-width: 59.9375em) {
       .md-footer-links {
         grid-template-columns: repeat(2, 1fr);
-        gap: 1.5rem;
+        gap: 1rem;
+      }
+      
+      .md-footer-links__title {
+        font-size: 0.62rem;
+        margin: 0 0 0.9rem;
+      }
+      
+      .md-footer-links__link {
+        font-size: 0.68rem;
+        padding: 0.1rem 0;
       }
     }
     
     @media screen and (max-width: 44.9375em) {
       .md-footer-links {
         grid-template-columns: 1fr;
-        gap: 1.5rem;
+        gap: 1.2rem;
       }
       
       .md-footer-custom {
@@ -344,6 +361,16 @@
         padding: 0 1rem;
       }
       
+      .md-footer-links__title {
+        font-size: 0.65rem;
+        margin: 0 0 1rem;
+      }
+      
+      .md-footer-links__link {
+        font-size: 0.7rem;
+        padding: 0.12rem 0;
+      }
+      
       /* Company section mobile styles */
       .md-footer-company__content {
         flex-direction: column;

From dfcd608525ee23699466dea9c0fb76a1005ba9c4 Mon Sep 17 00:00:00 2001
From: harshalmore31 <harshalmore2468@gmail.com>
Date: Fri, 25 Jul 2025 10:29:14 +0530
Subject: [PATCH 3/4] fixed the links

---
 docs/mkdocs.yml | 25 +------------------------
 1 file changed, 1 insertion(+), 24 deletions(-)

diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 94d57d8d..df7314db 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -63,12 +63,6 @@ extra:
         url: "https://docs.swarms.world/en/latest/swarms/tools/tools_examples/"
       - title: "Multi-Agent Architectures"
         url: "https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/"
-      - title: "Sequential Workflow"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/sequential_workflow/"
-      - title: "Concurrent Workflow"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/concurrentworkflow/"
-      - title: "Hierarchical Swarm"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/hierarchical_swarm/"
       - title: "Swarm Router"
         url: "https://docs.swarms.world/en/latest/swarms/structs/swarm_router/"
 
@@ -85,10 +79,7 @@ extra:
         url: "https://docs.swarms.world/en/latest/swarms/examples/groupchat_example/"
       - title: "Agent Rearrange"
         url: "https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/"
-      - title: "Deep Research Swarm"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/deep_research_swarm/"
-      - title: "MALT Framework"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/malt/"
+
 
     "Popular Tools & Integrations":
       - title: "MCP (Model Context Protocol)"
@@ -109,28 +100,14 @@ extra:
         url: "https://docs.swarms.world/en/latest/swarms/agents/structured_outputs/"
   
     "Paper Implementations":
-      - title: "Paper Implementations Overview"
-        url: "https://docs.swarms.world/en/latest/examples/paper_implementations/"
       - title: "MALT (Multi-Agent Learning Task)"
         url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/malt_example.py"
       - title: "MAI-DxO (Medical AI Diagnosis)"
         url: "https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator"
       - title: "AI-CoScientist Research Framework"
         url: "https://github.com/The-Swarm-Corporation/AI-CoScientist"
-      - title: "Mixture of Agents (MoA)"
-        url: "https://github.com/kyegomez/swarms/blob/master/examples/multi_agent/mixture_of_agents_example.py"
       - title: "Agent-as-a-Judge Evaluation"
         url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/agent_judge_example.py"
-      - title: "Swarms of Browser Agents"
-        url: "https://docs.swarms.world/en/latest/examples/swarms_of_browser_agents/"
-      - title: "Swarms DAO Governance"
-        url: "https://docs.swarms.world/en/latest/examples/swarms_dao/"
-      - title: "Deep Research Swarm Examples"
-        url: "https://github.com/kyegomez/swarms/tree/master/examples/multi_agent/deep_research_examples"
-      - title: "Hierarchical Swarm Examples"
-        url: "https://github.com/kyegomez/swarms/tree/master/examples/multi_agent/hiearchical_swarm"
-      - title: "All Examples Repository"
-        url: "https://github.com/kyegomez/swarms/tree/master/examples"
       - title: "Research Papers Collection"
         url: "https://github.com/kyegomez/awesome-multi-agent-papers"
 

From a5e39f289f6d298274a56d3d9da11e85bae7a4ce Mon Sep 17 00:00:00 2001
From: harshalmore31 <harshalmore2468@gmail.com>
Date: Fri, 25 Jul 2025 18:54:37 +0530
Subject: [PATCH 4/4] updates !!

---
 docs/mkdocs.yml | 94 +++++++++++++++++++++++--------------------------
 1 file changed, 45 insertions(+), 49 deletions(-)

diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index df7314db..2ac7a052 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -56,76 +56,72 @@ extra:
 
   footer_links:
     
+    "Quick Start":
+      - title: "Installation"
+        url: "https://docs.swarms.world/en/latest/swarms/install/install/"
+      - title: "Quickstart Guide"
+        url: "https://docs.swarms.world/en/latest/quickstart/"
+      - title: "Environment Setup"
+        url: "https://docs.swarms.world/en/latest/swarms/install/env/"
+      - title: "Basic Agent Example"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/basic_agent/"
+
     "Core Capabilities":
       - title: "Agents"
         url: "https://docs.swarms.world/en/latest/swarms/structs/agent/"
-      - title: "Tools and MCP"
-        url: "https://docs.swarms.world/en/latest/swarms/tools/tools_examples/"
       - title: "Multi-Agent Architectures"
         url: "https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/"
+      - title: "LLM Providers"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/model_providers/"
       - title: "Swarm Router"
         url: "https://docs.swarms.world/en/latest/swarms/structs/swarm_router/"
 
-    "Popular Multi-Agent Patterns":
-      - title: "Mixture of Agents (MoA)"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/moa/"
-      - title: "Sequential Workflow"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/sequential_example/"
-      - title: "Concurrent Workflow"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/concurrent_workflow/"
-      - title: "Hierarchical Swarm"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/hierarchical_swarm_example/"
-      - title: "Group Chat"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/groupchat_example/"
-      - title: "Agent Rearrange"
-        url: "https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/"
-
-
-    "Popular Tools & Integrations":
+    "Advanced Concepts":
+      - title: "MALT (Multi-Agent Learning Task)"
+        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/malt_example.py"
+      - title: "MAI-DxO (Medical AI Diagnosis)"
+        url: "https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator"
+      - title: "AI-CoScientist Research Framework"
+        url: "https://github.com/The-Swarm-Corporation/AI-CoScientist"
+      - title: "Agent-as-a-Judge Evaluation"
+        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/agent_judge_example.py"
+      - title: "Research Papers Collection"
+        url: "https://github.com/kyegomez/awesome-multi-agent-papers"
+
+
+    "Popular Tools Integration":
+      - title: "Tools and MCP"
+        url: "https://docs.swarms.world/en/latest/swarms/tools/tools_examples/"
       - title: "MCP (Model Context Protocol)"
         url: "https://docs.swarms.world/en/latest/swarms/examples/agent_with_mcp/"
       - title: "OpenAI Tools & Function Calling"
         url: "https://docs.swarms.world/en/latest/swarms/examples/agent_structured_outputs/"
       - title: "Web Search (Exa, Serper)"
         url: "https://docs.swarms.world/en/latest/swarms_tools/search/"
-      - title: "Browser Automation"
-        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_of_browser_agents/"
       - title: "Vision & Image Processing"
         url: "https://docs.swarms.world/en/latest/swarms/examples/vision_processing/"
+      - title: "Browser Automation"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_of_browser_agents/"
       - title: "Crypto APIs (CoinGecko, HTX)"
         url: "https://docs.swarms.world/en/latest/swarms/examples/agent_with_tools/"
       - title: "Yahoo Finance"
         url: "https://docs.swarms.world/en/latest/swarms/examples/yahoo_finance/"
-      - title: "Structured Outputs"
-        url: "https://docs.swarms.world/en/latest/swarms/agents/structured_outputs/"
-  
-    "Paper Implementations":
-      - title: "MALT (Multi-Agent Learning Task)"
-        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/malt_example.py"
-      - title: "MAI-DxO (Medical AI Diagnosis)"
-        url: "https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator"
-      - title: "AI-CoScientist Research Framework"
-        url: "https://github.com/The-Swarm-Corporation/AI-CoScientist"
-      - title: "Agent-as-a-Judge Evaluation"
-        url: "https://github.com/kyegomez/swarms/blob/master/examples/single_agent/reasoning_agent_examples/agent_judge_example.py"
-      - title: "Research Papers Collection"
-        url: "https://github.com/kyegomez/awesome-multi-agent-papers"
 
-    "Community":
-      - title: "Twitter"
-        url: "https://twitter.com/swarms_corp"
-      - title: "Discord"
-        url: "https://discord.gg/jM3Z6M9uMq"
-      - title: "YouTube"
-        url: "https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ"
-      - title: "LinkedIn"
-        url: "https://www.linkedin.com/company/the-swarm-corporation"
-      - title: "Blog"
-        url: "https://medium.com/@kyeg"
-      - title: "Events"
-        url: "https://lu.ma/5p2jnc2v"
-      - title: "Onboarding Session"
-        url: "https://cal.com/swarms/swarms-onboarding-session"
+    "Applications Use Case":
+      - title: "Examples Overview"
+        url: "https://docs.swarms.world/en/latest/examples/index/"
+      - title: "Templates & Applications"
+        url: "https://docs.swarms.world/en/latest/examples/templates/"
+      - title: "Financial Analysis Swarms"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_api_finance/"
+      - title: "Deep Research Swarm"
+        url: "https://docs.swarms.world/en/latest/swarms/structs/deep_research_swarm/"
+      - title: "Medical Diagnosis Systems"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_api_medical/"
+      - title: "DAO Governance"
+        url: "https://docs.swarms.world/en/latest/swarms/examples/swarms_dao/"
+      - title: "All Examples Repository"
+        url: "https://github.com/kyegomez/swarms/tree/master/examples"
 
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