diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
index e3733b98..4203b99b 100644
--- a/.github/FUNDING.yml
+++ b/.github/FUNDING.yml
@@ -1,6 +1,4 @@
----
 # These are supported funding model platforms
-
 github: [kyegomez]
 # patreon: # Replace with a single Patreon username
 # open_collective: # Replace with a single Open Collective username
diff --git a/.github/action.yml b/.github/action.yml
index f2f9016c..dd40a722 100644
--- a/.github/action.yml
+++ b/.github/action.yml
@@ -3,35 +3,30 @@ description: "Initialize environment for tests"
 runs:
   using: "composite"
   steps:
-      - name: Checkout actions
-        uses: actions/checkout@v3
-
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Install and configure Poetry
-        uses: snok/install-poetry@v1
-        with:
-          virtualenvs-create: true
-          virtualenvs-in-project: true
-          installer-parallel: true
-
-      - name: Load cached venv
-        id: cached-poetry-dependencies
-        uses: actions/cache@v3
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
-
-      - name: Install dependencies
-        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
-        run: poetry install --no-interaction --no-root --with test --with dev --all-extras
-        shell: bash
-
-      - name: Activate venv 
-        run: |
-          source .venv/bin/activate
-          echo PATH=$PATH >> $GITHUB_ENV
-        shell: bash
\ No newline at end of file
+    - name: Checkout actions
+      uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install and configure Poetry
+      uses: snok/install-poetry@v1
+      with:
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+        installer-parallel: true
+    - name: Load cached venv
+      id: cached-poetry-dependencies
+      uses: actions/cache@v3
+      with:
+        path: .venv
+        key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
+    - name: Install dependencies
+      if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+      run: poetry install --no-interaction --no-root --with test --with dev --all-extras
+      shell: bash
+    - name: Activate venv
+      run: |
+        source .venv/bin/activate
+        echo PATH=$PATH >> $GITHUB_ENV
+      shell: bash
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index b523994a..6b10ed04 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,13 +1,10 @@
----
 # https://docs.github.com/en/code-security/supply-chain-security/keeping-your-dependencies-updated-automatically/configuration-options-for-dependency-updates
-
 version: 2
 updates:
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:
       interval: "weekly"
-
   - package-ecosystem: "pip"
     directory: "/"
     schedule:
diff --git a/.github/labeler.yml b/.github/labeler.yml
index 1fb9d7ec..05bdfe5b 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,13 +1,10 @@
----
 # this is a config file for the github action labeler
 
 # Add 'label1' to any changes within 'example' folder or any subfolders
 example_change:
   - example/**
-
 # Add 'label2' to any file changes within 'example2' folder
 example2_change: example2/*
-
 # Add label3 to any change to .txt files within the entire repository.
 # Quotation marks are required for the leading asterisk
 text_files:
diff --git a/.github/library/setup/action.yml b/.github/library/setup/action.yml
index f3f7dec5..faf529c5 100644
--- a/.github/library/setup/action.yml
+++ b/.github/library/setup/action.yml
@@ -1,6 +1,5 @@
 name: "Setup environment"
 description: "Setup environment for the CI"
-
 runs:
   using: composite
   steps:
diff --git a/.github/workflows/RELEASE.yml b/.github/workflows/RELEASE.yml
index b219bb77..eb3619b3 100644
--- a/.github/workflows/RELEASE.yml
+++ b/.github/workflows/RELEASE.yml
@@ -1,5 +1,4 @@
 name: release
-
 on:
   pull_request:
     types:
@@ -8,15 +7,13 @@ on:
       - master
     paths:
       - 'pyproject.toml'
-
 env:
   POETRY_VERSION: "1.4.2"
-
 jobs:
   if_release:
     if: |
-        ${{ github.event.pull_request.merged == true }}
-        && ${{ contains(github.event.pull_request.labels.*.name, 'release') }}
+      ${{ github.event.pull_request.merged == true }}
+      && ${{ contains(github.event.pull_request.labels.*.name, 'release') }}
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
@@ -45,5 +42,5 @@ jobs:
       - name: Publish to PyPI
         env:
           POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_API_TOKEN }}
-        run: |
-          poetry publish
\ No newline at end of file
+        run: |-
+          poetry publish
diff --git a/.github/workflows/codacy.yml b/.github/workflows/codacy.yml
index 5f58b11d..c04900b8 100644
--- a/.github/workflows/codacy.yml
+++ b/.github/workflows/codacy.yml
@@ -12,19 +12,16 @@
 # https://github.com/codacy/codacy-analysis-cli.
 
 name: Codacy Security Scan
-
 on:
   push:
-    branches: [ "master" ]
+    branches: ["master"]
   pull_request:
     # The branches below must be a subset of the branches above
-    branches: [ "master" ]
+    branches: ["master"]
   schedule:
     - cron: '18 23 * * 4'
-
 permissions:
   contents: read
-
 jobs:
   codacy-security-scan:
     permissions:
@@ -37,7 +34,6 @@ jobs:
       # Checkout the repository to the GitHub Actions runner
       - name: Checkout code
         uses: actions/checkout@v4
-
       # Execute Codacy Analysis CLI and generate a SARIF output with the security issues identified during the analysis
       - name: Run Codacy Analysis CLI
         uses: codacy/codacy-analysis-cli-action@33d455949345bddfdb845fba76b57b70cc83754b
@@ -53,7 +49,6 @@ jobs:
           # Force 0 exit code to allow SARIF file generation
           # This will handover control about PR rejection to the GitHub side
           max-allowed-issues: 2147483647
-
       # Upload the SARIF file generated in the previous step
       - name: Upload SARIF results file
         uses: github/codeql-action/upload-sarif@v3
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 56930314..f7773c66 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -10,16 +10,14 @@
 # supported CodeQL languages.
 #
 name: "CodeQL"
-
 on:
   push:
-    branches: [ "master" ]
+    branches: ["master"]
   pull_request:
     # The branches below must be a subset of the branches above
-    branches: [ "master" ]
+    branches: ["master"]
   schedule:
     - cron: '33 12 * * 5'
-
 jobs:
   analyze:
     name: Analyze
@@ -34,49 +32,42 @@ jobs:
       actions: read
       contents: read
       security-events: write
-
     strategy:
       fail-fast: false
       matrix:
-        language: [ 'python' ]
+        language: ['python']
         # CodeQL supports [ 'c-cpp', 'csharp', 'go', 'java-kotlin', 'javascript-typescript', 'python', 'ruby', 'swift' ]
         # Use only 'java-kotlin' to analyze code written in Java, Kotlin or both
         # Use only 'javascript-typescript' to analyze code written in JavaScript, TypeScript or both
         # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
-
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-
-    # Initializes the CodeQL tools for scanning.
-    - name: Initialize CodeQL
-      uses: github/codeql-action/init@v3
-      with:
-        languages: ${{ matrix.language }}
-        # If you wish to specify custom queries, you can do so here or in a config file.
-        # By default, queries listed here will override any specified in a config file.
-        # Prefix the list here with "+" to use these queries and those in the config file.
-
+      - name: Checkout repository
+        uses: actions/checkout@v4
+      # Initializes the CodeQL tools for scanning.
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v3
+        with:
+          languages: ${{ matrix.language }}
+          # If you wish to specify custom queries, you can do so here or in a config file.
+          # By default, queries listed here will override any specified in a config file.
+          # Prefix the list here with "+" to use these queries and those in the config file.
+      # Autobuild attempts to build any compiled languages (C/C++, C#, Go, Java, or Swift).
+      # If this step fails, then you should remove it and run the build manually (see below)
+      - name: Autobuild
         # For more details on CodeQL's query packs, refer to: https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
         # queries: security-extended,security-and-quality
 
+        uses: github/codeql-action/autobuild@v3
+      # ℹ️ Command-line programs to run using the OS shell.
+      # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
 
-    # Autobuild attempts to build any compiled languages (C/C++, C#, Go, Java, or Swift).
-    # If this step fails, then you should remove it and run the build manually (see below)
-    - name: Autobuild
-      uses: github/codeql-action/autobuild@v3
-
-    # ℹ️ Command-line programs to run using the OS shell.
-    # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
-
-    #   If the Autobuild fails above, remove it and uncomment the following three lines.
-    #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
-
-    # - run: |
-    #     echo "Run, Build Application using script"
-    #     ./location_of_script_within_repo/buildscript.sh
+      #   If the Autobuild fails above, remove it and uncomment the following three lines.
+      #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
 
-    - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v3
-      with:
-        category: "/language:${{matrix.language}}"
+      # - run: |
+      #     echo "Run, Build Application using script"
+      #     ./location_of_script_within_repo/buildscript.sh
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v3
+        with:
+          category: "/language:${{matrix.language}}"
diff --git a/.github/workflows/cron_job_tests.yml b/.github/workflows/cron_job_tests.yml
index 60bd98d3..d91c3cb9 100644
--- a/.github/workflows/cron_job_tests.yml
+++ b/.github/workflows/cron_job_tests.yml
@@ -1,27 +1,22 @@
 name: Run pytest
-
 on:
   schedule:
     # This will run the job every day at a random minute past the hour
-    - cron:  '0 0 * * *'
-
+    - cron: '0 0 * * *'
 jobs:
   test:
     runs-on: ubuntu-latest
     steps:
-    - name: Check out code
-      uses: actions/checkout@v4
-
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.9'
-
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install pytest
-        pip install swarms
-
-    - name: Run tests
-      run: pytest
\ No newline at end of file
+      - name: Check out code
+        uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.9'
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install pytest
+          pip install swarms
+      - name: Run tests
+        run: pytest
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 0b830b9f..321ca45d 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -1,5 +1,4 @@
 name: Docs WorkAgent
-
 on:
   push:
     branches:
@@ -17,4 +16,4 @@ jobs:
       - run: pip install mkdocs-material
       - run: pip install mkdocs-glightbox
       - run: pip install "mkdocstrings[python]"
-      - run: mkdocs gh-deploy --force
\ No newline at end of file
+      - run: mkdocs gh-deploy --force
diff --git a/.github/workflows/label.yml b/.github/workflows/label.yml
index d23c4d40..62df9dd3 100644
--- a/.github/workflows/label.yml
+++ b/.github/workflows/label.yml
@@ -7,16 +7,13 @@
 
 name: Labeler
 on: [pull_request_target]
-
 jobs:
   label:
-
     runs-on: ubuntu-latest
     permissions:
       contents: read
       pull-requests: write
-
     steps:
-    - uses: actions/labeler@v5
-      with:
-        repo-token: "${{ secrets.GITHUB_TOKEN }}"
+      - uses: actions/labeler@v5
+        with:
+          repo-token: "${{ secrets.GITHUB_TOKEN }}"
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 4658157a..67f7f634 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -1,8 +1,14 @@
 name: Lint
-
 on: [push, pull_request] # yamllint disable-line rule:truthy
-
 jobs:
+  yaml-format:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-go@v5
+      - run: go install github.com/google/yamlfmt/cmd/yamlfmt@latest
+      - run: yamlfmt -w .
+        # - uses: autofix-ci/action@d3e591514b99d0fca6779455ff8338516663f7cc
   yaml-lint:
     runs-on: ubuntu-latest
     steps:
@@ -27,4 +33,4 @@ jobs:
       - run: pip install ruff
       - run: ruff format .
       - run: ruff check --fix .
-      # - uses: autofix-ci/action@d3e591514b99d0fca6779455ff8338516663f7cc
+      - uses: autofix-ci/action@d3e591514b99d0fca6779455ff8338516663f7cc
diff --git a/.github/workflows/pr_labeler.yml b/.github/workflows/pr_labeler.yml
index 7745d717..af914dc8 100644
--- a/.github/workflows/pr_labeler.yml
+++ b/.github/workflows/pr_labeler.yml
@@ -1,9 +1,7 @@
 name: "PR Labeler"
-
 on:
   pull_request_target:
     types: ["opened", "reopened", "ready_for_review"]
-
 jobs:
   triage:
     permissions:
@@ -11,5 +9,5 @@ jobs:
       pull-requests: write
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/labeler@v5
-    if: ${{ github.event.pull_request.draft == false }}
\ No newline at end of file
+      - uses: actions/labeler@v5
+    if: ${{ github.event.pull_request.draft == false }}
diff --git a/.github/workflows/pr_request_checks.yml b/.github/workflows/pr_request_checks.yml
index cfc01afb..34b77de9 100644
--- a/.github/workflows/pr_request_checks.yml
+++ b/.github/workflows/pr_request_checks.yml
@@ -1,29 +1,20 @@
 name: Pull Request Checks
-
 on:
   pull_request:
     branches:
       - master
-
 jobs:
   test:
     runs-on: ubuntu-latest
-
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
           python-version: 3.x
-
       - name: Install dependencies
-        run: |
-          pip install -r requirements.txt
-          pip install swarms
-          pip install pytest 
-
+        run: "pip install -r requirements.txt\npip install swarms\npip install pytest \n"
       - name: Run tests and checks
         run: |
           pytest
diff --git a/.github/workflows/pull-request-links.yml b/.github/workflows/pull-request-links.yml
index 4cb674d8..96846d2f 100644
--- a/.github/workflows/pull-request-links.yml
+++ b/.github/workflows/pull-request-links.yml
@@ -5,14 +5,12 @@ on:
       - opened
     paths:
       - "docs/**"
-
 permissions:
   pull-requests: write
-
 jobs:
   pull-request-links:
     runs-on: ubuntu-latest
     steps:
       - uses: readthedocs/actions/preview@v1
         with:
-          project-slug: swarms
\ No newline at end of file
+          project-slug: swarms
diff --git a/.github/workflows/pylint.yml b/.github/workflows/pylint.yml
index d3f42fb1..c9c7ac2f 100644
--- a/.github/workflows/pylint.yml
+++ b/.github/workflows/pylint.yml
@@ -1,7 +1,5 @@
 name: Pylint
-
 on: [push]
-
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -9,15 +7,15 @@ jobs:
       matrix:
         python-version: ["3.8", "3.9", "3.10"]
     steps:
-    - uses: actions/checkout@v4
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install pylint
-    - name: Analysing the code with pylint
-      run: |
-        pylint $(git ls-files '*.py')
+      - uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install pylint
+      - name: Analysing the code with pylint
+        run: |
+          pylint $(git ls-files '*.py')
diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index adc0c5ef..5d39cc0f 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -2,38 +2,33 @@
 # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
 
 name: Python application
-
 on:
   push:
-    branches: [ "master" ]
+    branches: ["master"]
   pull_request:
-    branches: [ "master" ]
-
+    branches: ["master"]
 permissions:
   contents: read
-
 jobs:
   build:
-
     runs-on: ubuntu-latest
-
     steps:
-    - uses: actions/checkout@v4
-    - name: Set up Python 3.10
-      uses: actions/setup-python@v5
-      with:
-        python-version: "3.10"
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install flake8 pytest swarms
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
-    - name: Lint with flake8
-      run: |
-        # stop the build if there are Python syntax errors or undefined names
-        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
-        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
-        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
-    - name: Test with pytest
-      run: |
-        pytest
+      - uses: actions/checkout@v4
+      - name: Set up Python 3.10
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install flake8 pytest swarms
+          if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+      - name: Lint with flake8
+        run: |
+          # stop the build if there are Python syntax errors or undefined names
+          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+      - name: Test with pytest
+        run: |
+          pytest
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 31cdfb93..b9266b12 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -2,40 +2,36 @@
 # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
 
 name: Python package
-
 on:
   push:
-    branches: [ "master" ]
+    branches: ["master"]
   pull_request:
-    branches: [ "master" ]
-
+    branches: ["master"]
 jobs:
   build:
-
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
       matrix:
         python-version: ["3.7", "3.9", "3.10", "3.11"]
-
     steps:
-    - uses: actions/checkout@v4
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        python -m pip install --upgrade swarms
-        python -m pip install flake8 pytest swarms
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
-    - name: Lint with flake8
-      run: |
-        # stop the build if there are Python syntax errors or undefined names
-        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
-        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
-        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
-    - name: Test with pytest
-      run: |
-        pytest
\ No newline at end of file
+      - uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install --upgrade swarms
+          python -m pip install flake8 pytest swarms
+          if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+      - name: Lint with flake8
+        run: |
+          # stop the build if there are Python syntax errors or undefined names
+          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+      - name: Test with pytest
+        run: |-
+          pytest
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index e055b770..b6ddeb5f 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -1,17 +1,12 @@
 name: Upload Python Package
-
-on:  # yamllint disable-line rule:truthy
+on: # yamllint disable-line rule:truthy
   release:
     types: [published]
-
 permissions:
   contents: read
-
 jobs:
   deploy:
-
     runs-on: ubuntu-latest
-
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python
diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml
index ea07b0f3..1988948e 100644
--- a/.github/workflows/run_examples.yml
+++ b/.github/workflows/run_examples.yml
@@ -1,34 +1,28 @@
 name: Run Examples Script
-
 on:
   push:
-    branches: [ main ]
+    branches: [main]
   pull_request:
-    branches: [ main ]
+    branches: [main]
   schedule:
     # Runs at 3:00 AM UTC every day
     - cron: '0 3 * * *'
-
 jobs:
   run-examples:
     runs-on: ubuntu-latest
-
     steps:
-    - uses: actions/checkout@v4
-
-    - name: Setup Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.9'
-
-    - name: Install dependencies
-      run: |
-        pip install -r requirements.txt
-        # Assuming your script might also need pytest and swarms
-        pip install pytest
-        pip install swarms
-
-    - name: Make Script Executable and Run
-      run: |
-        chmod +x ./swarms/scripts/run_examples.sh
-        ./swarms/scripts/run_examples.sh
\ No newline at end of file
+      - uses: actions/checkout@v4
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+      - name: Install dependencies
+        run: |
+          pip install -r requirements.txt
+          # Assuming your script might also need pytest and swarms
+          pip install pytest
+          pip install swarms
+      - name: Make Script Executable and Run
+        run: |-
+          chmod +x ./swarms/scripts/run_examples.sh
+          ./swarms/scripts/run_examples.sh
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index 3aa6410b..f43cdfbf 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -4,24 +4,20 @@
 # For more information, see:
 # https://github.com/actions/stale
 name: Mark stale issues and pull requests
-
 on:
   schedule:
-  - cron: '26 12 * * *'
-
+    - cron: '26 12 * * *'
 jobs:
   stale:
-
     runs-on: ubuntu-latest
     permissions:
       issues: write
       pull-requests: write
-
     steps:
-    - uses: actions/stale@v9
-      with:
-        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        stale-issue-message: 'Stale issue message'
-        stale-pr-message: 'Stale pull request message'
-        stale-issue-label: 'no-issue-activity'
-        stale-pr-label: 'no-pr-activity'
\ No newline at end of file
+      - uses: actions/stale@v9
+        with:
+          repo-token: ${{ secrets.GITHUB_TOKEN }}
+          stale-issue-message: 'Stale issue message'
+          stale-pr-message: 'Stale pull request message'
+          stale-issue-label: 'no-issue-activity'
+          stale-pr-label: 'no-pr-activity'
diff --git a/.github/workflows/stale_issue.yml b/.github/workflows/stale_issue.yml
index c5fe2648..9bb11d88 100644
--- a/.github/workflows/stale_issue.yml
+++ b/.github/workflows/stale_issue.yml
@@ -4,46 +4,41 @@
 # For more information, see:
 # https://github.com/actions/stale
 name: Mark stale issues and pull requests
-
 on:
   schedule:
-  # Scheduled to run at 1.30 UTC everyday
-  - cron: '30 1 * * *'
-
+    # Scheduled to run at 1.30 UTC everyday
+    - cron: '30 1 * * *'
 jobs:
   stale:
-
     runs-on: ubuntu-latest
     permissions:
       issues: write
       pull-requests: write
-
     steps:
-    - uses: actions/stale@v9
-      with:
-        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        days-before-issue-stale: 14
-        days-before-issue-close: 14
-        stale-issue-label: "status:stale"
-        close-issue-reason: not_planned
-        any-of-labels: "status:awaiting user response,status:more data needed"
-        stale-issue-message: >
-          Marking this issue as stale since it has been open for 14 days with no activity.
-          This issue will be closed if no further activity occurs.
-        close-issue-message: >
-          This issue was closed because it has been inactive for 28 days.
-          Please post a new issue if you need further assistance. Thanks!
-        days-before-pr-stale: 14
-        days-before-pr-close: 14
-        stale-pr-label: "status:stale"
-        stale-pr-message: >
-          Marking this pull request as stale since it has been open for 14 days with no activity.
-          This PR will be closed if no further activity occurs.
-        close-pr-message: >
-          This pull request was closed because it has been inactive for 28 days.
-          Please open a new pull request if you need further assistance. Thanks!
-        # Label that can be assigned to issues to exclude them from being marked as stale
-        exempt-issue-labels: 'override-stale'
-        # Label that can be assigned to PRs to exclude them from being marked as stale
-        exempt-pr-labels: "override-stale"
-        
\ No newline at end of file
+      - uses: actions/stale@v9
+        with:
+          repo-token: ${{ secrets.GITHUB_TOKEN }}
+          days-before-issue-stale: 14
+          days-before-issue-close: 14
+          stale-issue-label: "status:stale"
+          close-issue-reason: not_planned
+          any-of-labels: "status:awaiting user response,status:more data needed"
+          stale-issue-message: >
+            Marking this issue as stale since it has been open for 14 days with no activity. This issue will be closed if no further activity occurs.
+
+          close-issue-message: >
+            This issue was closed because it has been inactive for 28 days. Please post a new issue if you need further assistance. Thanks!
+
+          days-before-pr-stale: 14
+          days-before-pr-close: 14
+          stale-pr-label: "status:stale"
+          stale-pr-message: >
+            Marking this pull request as stale since it has been open for 14 days with no activity. This PR will be closed if no further activity occurs.
+
+          close-pr-message: >
+            This pull request was closed because it has been inactive for 28 days. Please open a new pull request if you need further assistance. Thanks!
+
+          # Label that can be assigned to issues to exclude them from being marked as stale
+          exempt-issue-labels: 'override-stale'
+          # Label that can be assigned to PRs to exclude them from being marked as stale
+          exempt-pr-labels: "override-stale"
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index baaadfc8..09b6c51e 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -1,14 +1,11 @@
 name: test
-
 on:
   push:
     branches: [master]
   pull_request:
   workflow_dispatch:
-
 env:
   POETRY_VERSION: "1.4.2"
-
 jobs:
   test:
     runs-on: ubuntu-latest
@@ -30,14 +27,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
           poetry-version: "1.4.2"
           cache-key: ${{ matrix.test_type }}
-          install-command: 
-              if [ "${{ matrix.test_type }}" == "core" ]; then
-                echo "Running core tests, installing dependencies with poetry..."
-                poetry install
-              else
-                echo "Running extended tests, installing dependencies with poetry..."
-                poetry install -E extended_testing
-              fi
+          install-command: if [ "${{ matrix.test_type }}" == "core" ]; then echo "Running core tests, installing dependencies with poetry..." poetry install else echo "Running extended tests, installing dependencies with poetry..." poetry install -E extended_testing fi
       - name: Run ${{matrix.test_type}} tests
         run: |
           if [ "${{ matrix.test_type }}" == "core" ]; then
@@ -56,13 +46,13 @@ jobs:
           poetry-version: "1.4.2"
           cache-key: ${{ matrix.test_type }}
           install-command: |
-              if [ "${{ matrix.test_type }}" == "core" ]; then
-                echo "Running core tests, installing dependencies with poetry..."
-                poetry install
-              else
-                echo "Running extended tests, installing dependencies with poetry..."
-                poetry install -E extended_testing
-              fi
+            if [ "${{ matrix.test_type }}" == "core" ]; then
+              echo "Running core tests, installing dependencies with poetry..."
+              poetry install
+            else
+              echo "Running extended tests, installing dependencies with poetry..."
+              poetry install -E extended_testing
+            fi
       - name: Run ${{matrix.test_type}} tests
         run: |
           if [ "${{ matrix.test_type }}" == "core" ]; then
@@ -93,13 +83,13 @@ jobs:
           poetry-version: "1.4.2"
           cache-key: ${{ matrix.test_type }}
           install-command: |
-              if [ "${{ matrix.test_type }}" == "core" ]; then
-                echo "Running core tests, installing dependencies with poetry..."
-                poetry install
-              else
-                echo "Running extended tests, installing dependencies with poetry..."
-                poetry install -E extended_testing
-              fi
+            if [ "${{ matrix.test_type }}" == "core" ]; then
+              echo "Running core tests, installing dependencies with poetry..."
+              poetry install
+            else
+              echo "Running extended tests, installing dependencies with poetry..."
+              poetry install -E extended_testing
+            fi
       - name: Run ${{matrix.test_type}} tests
         run: |
           if [ "${{ matrix.test_type }}" == "core" ]; then
@@ -107,4 +97,4 @@ jobs:
           else
             make extended_tests
           fi
-        shell: bash
\ No newline at end of file
+        shell: bash
diff --git a/.github/workflows/test_pr.yml b/.github/workflows/test_pr.yml
index 8da3bd0a..56b077b0 100644
--- a/.github/workflows/test_pr.yml
+++ b/.github/workflows/test_pr.yml
@@ -1,81 +1,79 @@
 # Notebook-related checks
 
 name: Presubmit checks
-
 on:
   # Relevant PRs
   pull_request:
     paths:
-    - "swarms/**"
-    - "tests/**"
+      - "swarms/**"
+      - "tests/**"
   # Allow manual runs
   workflow_dispatch:
-
 jobs:
   test3_11:
     name: Test Py3.11
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Run tests
-      run: |
-        python --version
-        pip install .[dev]
-        python -m pytest
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+      - name: Run tests
+        run: |
+          python --version
+          pip install .[dev]
+          python -m pytest
   test3_10:
     name: Test Py3.10
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
-      with:
-        python-version: '3.10'
-    - name: Run tests
-      run: |
-        python --version
-        pip install -q .[dev]
-        python -m pytest
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'
+      - name: Run tests
+        run: |
+          python --version
+          pip install -q .[dev]
+          python -m pytest
   test3_9:
     name: Test Py3.9
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
-      with:
-        python-version: '3.9'
-    - name: Run tests
-      run: |
-        python --version
-        pip install .[dev]
-        python -m pytest
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+      - name: Run tests
+        run: |
+          python --version
+          pip install .[dev]
+          python -m pytest
   pytype3_10:
     name: pytype 3.10
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
-      with:
-        python-version: '3.10'
-    - name: Run pytype
-      run: |
-        python --version
-        pip install .[dev]
-        pip install -q gspread ipython
-        pytype
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'
+      - name: Run pytype
+        run: |
+          python --version
+          pip install .[dev]
+          pip install -q gspread ipython
+          pytype
   format:
     name: Check format with black
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-    - name: Check format
-      run: |
-        python --version
-        pip install -q .
-        pip install -q black
-        black . --check
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+      - name: Check format
+        run: |
+          python --version
+          pip install -q .
+          pip install -q black
+          black . --check
diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
index c858b5fe..d4567904 100644
--- a/.github/workflows/testing.yml
+++ b/.github/workflows/testing.yml
@@ -1,27 +1,21 @@
 name: Unit Tests
-
 on:
   push:
     branches:
       - master
-
 jobs:
   test:
     runs-on: ubuntu-latest
-
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
-
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
           python-version: "3.10"
-
       - name: Install dependencies
         run: |
           pip install -r requirements.txt
           pip install pytest
-
       - name: Run unit tests
         run: pytest
diff --git a/.github/workflows/unit-test.yml b/.github/workflows/unit-test.yml
index a858dae4..09b42750 100644
--- a/.github/workflows/unit-test.yml
+++ b/.github/workflows/unit-test.yml
@@ -1,36 +1,26 @@
 name: build
-
 on:
   push:
-    branches: [ main ]
+    branches: [main]
   pull_request:
-    branches: [ main ]
-
+    branches: [main]
 jobs:
-
   build:
-
     runs-on: ubuntu-latest
-
     steps:
-    - uses: actions/checkout@v4
-
-    - name: Setup Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.9'
-
-    - name: Install dependencies
-      run: |
-        pip install -r requirements.txt
-        pip install pytest
-        pip install swarms
-
-    - name: Run Python unit tests
-      run: pytest
-
-    - name: Verify that the Docker image for the action builds
-      run: docker build . --file Dockerfile
-
-    - name: Verify integration test results
-      run: pytest
+      - uses: actions/checkout@v4
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+      - name: Install dependencies
+        run: |
+          pip install -r requirements.txt
+          pip install pytest
+          pip install swarms
+      - name: Run Python unit tests
+        run: pytest
+      - name: Verify that the Docker image for the action builds
+        run: docker build . --file Dockerfile
+      - name: Verify integration test results
+        run: pytest
diff --git a/.github/workflows/welcome.yml b/.github/workflows/welcome.yml
index 3dcd5bb1..978cb5b0 100644
--- a/.github/workflows/welcome.yml
+++ b/.github/workflows/welcome.yml
@@ -1,11 +1,9 @@
 name: Welcome WorkAgent
-
 on:
   issues:
     types: [opened]
   pull_request_target:
     types: [opened]
-
 jobs:
   build:
     name: 👋 Welcome
@@ -16,4 +14,4 @@ jobs:
         with:
           repo-token: ${{ secrets.GITHUB_TOKEN }}
           issue-message: "Hello there, thank you for opening an Issue ! 🙏🏻 The team was notified and they will get back to you asap."
-          pr-message:  "Hello there, thank you for opening an PR ! 🙏🏻 The team was notified and they will get back to you asap."
\ No newline at end of file
+          pr-message: "Hello there, thank you for opening an PR ! 🙏🏻 The team was notified and they will get back to you asap."
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0c936705..b7bd5eeb 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,17 +2,17 @@ repos:
   - repo: https://github.com/ambv/black
     rev: 22.3.0
     hooks:
-    - id: black
+      - id: black
   - repo: https://github.com/charliermarsh/ruff-pre-commit
     rev: 'v0.0.255'
     hooks:
       - id: ruff
-        args: [----unsafe-fixes]
+        args: ['----unsafe-fixes']
   - repo: https://github.com/nbQA-dev/nbQA
     rev: 1.6.3
     hooks:
-    - id: nbqa-black
-      additional_dependencies: [ipython==8.12, black]
-    - id: nbqa-ruff 
-      args: ["--ignore=I001"]
-      additional_dependencies: [ipython==8.12, ruff]
\ No newline at end of file
+      - id: nbqa-black
+        additional_dependencies: [ipython==8.12, black]
+      - id: nbqa-ruff
+        args: ["--ignore=I001"]
+        additional_dependencies: [ipython==8.12, ruff]
diff --git a/.readthedocs.yml b/.readthedocs.yml
index e3e74fad..dc508ab2 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,13 +1,10 @@
 version: 2
-
 build:
   os: ubuntu-22.04
   tools:
     python: "3.11"
-
 mkdocs:
   configuration: mkdocs.yml
-
 python:
-   install:
-   - requirements: requirements.txt
+  install:
+    - requirements: requirements.txt
diff --git a/mkdocs.yml b/mkdocs.yml
index 608d306e..fa99710d 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -16,15 +16,15 @@ extra:
     - icon: fontawesome/brands/python
       link: https://pypi.org/project/Swarms/
 theme:
-    name: material
-    custom_dir: docs/overrides
-    logo: assets/img/SwarmsLogoIcon.png
-    palette:
-      # Palette toggle for light mode
+  name: material
+  custom_dir: docs/overrides
+  logo: assets/img/SwarmsLogoIcon.png
+  palette:
+    # Palette toggle for light mode
     - scheme: default
       primary: black
       toggle:
-        icon: material/brightness-7 
+        icon: material/brightness-7
         name: Switch to dark mode
     # Palette toggle for dark mode
     - scheme: slate
@@ -32,14 +32,14 @@ theme:
       toggle:
         icon: material/brightness-4
         name: Switch to light mode
-    features:
-        - content.code.copy
-        - content.code.annotate
-        - navigation.tabs
-        - navigation.sections
-        - navigation.expand
-        - navigation.top
-        - announce.dismiss
+  features:
+    - content.code.copy
+    - content.code.annotate
+    - navigation.tabs
+    - navigation.sections
+    - navigation.expand
+    - navigation.top
+    - announce.dismiss
 markdown_extensions:
   - pymdownx.highlight:
       anchor_linenums: true
@@ -55,131 +55,127 @@ markdown_extensions:
   - def_list
   - footnotes
 nav:
-- Home:
-    - Overview: "index.md"
-    - Contributing: "contributing.md"
-    - Limitations of Individual Agents: "limits_of_individual_agents.md"
-    - Why Swarms: "why_swarms.md"
-    - The Swarms Bounty System: "swarms_bounty_system.md"
-- Swarms Cloud API:
-  - Overview: "swarms_cloud/main.md"
-  - Migrate from OpenAI to Swarms in 3 lines of code: "swarms_cloud/migrate_openai.md"
-- Swarms Framework [PY]:
-  - Overview: "swarms/index.md"
-  - DIY Build Your Own Agent: "diy_your_own_agent.md"
-  - swarms.agents:
-    - Agents:
-      - WorkerAgent: "swarms/agents/workeragent.md"
-      - OmniAgent: "swarms/agents/omni_agent.md"
-      - AbstractAgent: "swarms/agents/abstractagent.md"
-      - ToolAgent: "swarms/agents/toolagent.md"
-  - swarms.models:
-    - How to Create A Custom Language Model: "swarms/models/custom_model.md"
-    - Deploying Azure OpenAI in Production: A Comprehensive Guide: "swarms/models/azure_openai.md"
-    - Language:
-      - BaseLLM: "swarms/models/base_llm.md"
-      - Overview: "swarms/models/index.md"
-      - HuggingFaceLLM: "swarms/models/huggingface.md"
-      - Anthropic: "swarms/models/anthropic.md"
-      - OpenAI: "swarms/models/openai.md"
-      - vLLM: "swarms/models/vllm.md"
-      - MPT7B: "swarms/models/mpt.md"
-      - Mistral: "swarms/models/mistral.md"
-      - Mixtral: "swarms/models/mixtral.md"
-    - MultiModal:
-      - BaseMultiModalModel: "swarms/models/base_multimodal_model.md"
-      - Fuyu: "swarms/models/fuyu.md"
-      - Vilt: "swarms/models/vilt.md"
-      - Idefics: "swarms/models/idefics.md"
-      - Kosmos: "swarms/models/kosmos.md"
-      - Nougat: "swarms/models/nougat.md"
-      - Dalle3: "swarms/models/dalle3.md"
-      - GPT4V: "swarms/models/gpt4v.md"
-      - DistilWhisperModel: "swarms/models/distilled_whisperx.md"
-  - swarms.structs:
-      - Foundational Structures:
-        - agent: "swarms/structs/agent.md"
-        - basestructure: "swarms/structs/basestructure.md"
-        - artifactupload: "swarms/structs/artifactupload.md"
-        - taskinput: "swarms/structs/taskinput.md"
-        - stepinput: "swarms/structs/stepinput.md"
-        - artifact: "swarms/structs/artifact.md"
-        - task: "swarms/structs/task.md"
-        - Task Queue Base: "swarms/structs/taskqueuebase.md"
-      - Workflows:
-        - recursiveworkflow: "swarms/structs/recursiveworkflow.md"
-        - concurrentworkflow: "swarms/structs/concurrentworkflow.md"
-        - nonlinearworkflow: "swarms/structs/nonlinearworkflow.md"
-        - sequential_workflow: "swarms/structs/sequential_workflow.md"
-        - workflow: "swarms/structs/workflow.md"
-        - baseworkflow: "swarms/structs/baseworkflow.md"      
-      - Multi Agent Architectures:
-        - conversation: "swarms/structs/conversation.md"
-        - groupchat: "swarms/structs/groupchat.md"
-        - swarmnetwork: "swarms/structs/swarmnetwork.md"
-        - groupchatmanager: "swarms/structs/groupchatmanager.md"
-        - MajorityVoting: "swarms/structs/majorityvoting.md"
-  - swarms.memory:
-    - Building Custom Vector Memory Databases with the AbstractVectorDatabase Class: "swarms/memory/diy_memory.md"
-    - Vector Databases:
-      - Weaviate: "swarms/memory/weaviate.md"
-      - PineconeDB: "swarms/memory/pinecone.md"
-      - PGVectorStore: "swarms/memory/pg.md"
-    - ShortTermMemory: "swarms/memory/short_term_memory.md"
-  - swarms.utils:
-    - Misc:
-      - pdf_to_text: "swarms/utils/pdf_to_text.md"
-      - load_model_torch: "swarms/utils/load_model_torch.md"
-      - metrics_decorator: "swarms/utils/metrics_decorator.md"
-      - prep_torch_inference: "swarms/utils/prep_torch_inference.md"
-      - find_image_path: "swarms/utils/find_image_path.md"
-      - print_class_parameters: "swarms/utils/print_class_parameters.md"
-      - extract_code_from_markdown: "swarms/utils/extract_code_from_markdown.md"
-      - check_device: "swarms/utils/check_device.md"
-      - display_markdown_message: "swarms/utils/display_markdown_message.md"
-      - phoenix_tracer: "swarms/utils/phoenix_tracer.md"
-      - limit_tokens_from_string: "swarms/utils/limit_tokens_from_string.md"
-      - math_eval: "swarms/utils/math_eval.md"
-- Guides:
-    - Building Custom Vector Memory Databases with the AbstractVectorDatabase Class: "swarms/memory/diy_memory.md"
-    - How to Create A Custom Language Model: "swarms/models/custom_model.md"
-    - Deploying Azure OpenAI in Production: A Comprehensive Guide: "swarms/models/azure_openai.md"
-    - DIY Build Your Own Agent: "diy_your_own_agent.md"
-    - Overview: "examples/index.md"
-    - Agents:
-      - Agent: "examples/flow.md"
-      - OmniAgent: "examples/omni_agent.md"
-    - Swarms:
-      - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
-    - 2O+ Autonomous Agent Blogs: "examples/ideas.md"
-- Applications:
-    - CustomerSupport: 
-      - Overview: "applications/customer_support.md"
-    - Marketing: 
-      - Overview: "applications/marketing_agencies.md" 
-- Corporate:
-    - Corporate Documents:
-      - Data Room: "corporate/data_room.md"
-      - SwarmMemo: "corporate/swarm_memo.md"
-      - Corporate Architecture: "corporate/architecture.md"
-      - Flywheel: "corporate/flywheel.md"
-      - Bounties: "corporate/bounties.md"
-      - Purpose: "corporate/purpose.md"
-      - Roadmap: "corporate/roadmap.md"
-    - Sales:
-      - FAQ: "corporate/faq.md"
-      - Distribution: "corporate/distribution"
-    - Product:
-      - SwarmCloud: "corporate/swarm_cloud.md"
-      - Weaknesses: "corporate/failures.md"
-      - Design: "corporate/design.md"
-      - Metric: "corporate/metric.md"
-      - Research: "corporate/research.md"
-      - Demos: "corporate/demos.md"
-      - Checklist: "corporate/checklist.md"
-    
-    - Organization:
-      - FrontEnd Member Onboarding: "corporate/front_end_contributors.md"
-    
-    
-    
\ No newline at end of file
+  - Home:
+      - Overview: "index.md"
+      - Contributing: "contributing.md"
+      - Limitations of Individual Agents: "limits_of_individual_agents.md"
+      - Why Swarms: "why_swarms.md"
+      - The Swarms Bounty System: "swarms_bounty_system.md"
+  - Swarms Cloud API:
+      - Overview: "swarms_cloud/main.md"
+      - Migrate from OpenAI to Swarms in 3 lines of code: "swarms_cloud/migrate_openai.md"
+  - Swarms Framework [PY]:
+      - Overview: "swarms/index.md"
+      - DIY Build Your Own Agent: "diy_your_own_agent.md"
+      - swarms.agents:
+          - Agents:
+              - WorkerAgent: "swarms/agents/workeragent.md"
+              - OmniAgent: "swarms/agents/omni_agent.md"
+              - AbstractAgent: "swarms/agents/abstractagent.md"
+              - ToolAgent: "swarms/agents/toolagent.md"
+      - swarms.models:
+          - How to Create A Custom Language Model: "swarms/models/custom_model.md"
+          - "Deploying Azure OpenAI in Production: A Comprehensive Guide": "swarms/models/azure_openai.md"
+          - Language:
+              - BaseLLM: "swarms/models/base_llm.md"
+              - Overview: "swarms/models/index.md"
+              - HuggingFaceLLM: "swarms/models/huggingface.md"
+              - Anthropic: "swarms/models/anthropic.md"
+              - OpenAI: "swarms/models/openai.md"
+              - vLLM: "swarms/models/vllm.md"
+              - MPT7B: "swarms/models/mpt.md"
+              - Mistral: "swarms/models/mistral.md"
+              - Mixtral: "swarms/models/mixtral.md"
+          - MultiModal:
+              - BaseMultiModalModel: "swarms/models/base_multimodal_model.md"
+              - Fuyu: "swarms/models/fuyu.md"
+              - Vilt: "swarms/models/vilt.md"
+              - Idefics: "swarms/models/idefics.md"
+              - Kosmos: "swarms/models/kosmos.md"
+              - Nougat: "swarms/models/nougat.md"
+              - Dalle3: "swarms/models/dalle3.md"
+              - GPT4V: "swarms/models/gpt4v.md"
+              - DistilWhisperModel: "swarms/models/distilled_whisperx.md"
+      - swarms.structs:
+          - Foundational Structures:
+              - agent: "swarms/structs/agent.md"
+              - basestructure: "swarms/structs/basestructure.md"
+              - artifactupload: "swarms/structs/artifactupload.md"
+              - taskinput: "swarms/structs/taskinput.md"
+              - stepinput: "swarms/structs/stepinput.md"
+              - artifact: "swarms/structs/artifact.md"
+              - task: "swarms/structs/task.md"
+              - Task Queue Base: "swarms/structs/taskqueuebase.md"
+          - Workflows:
+              - recursiveworkflow: "swarms/structs/recursiveworkflow.md"
+              - concurrentworkflow: "swarms/structs/concurrentworkflow.md"
+              - nonlinearworkflow: "swarms/structs/nonlinearworkflow.md"
+              - sequential_workflow: "swarms/structs/sequential_workflow.md"
+              - workflow: "swarms/structs/workflow.md"
+              - baseworkflow: "swarms/structs/baseworkflow.md"
+          - Multi Agent Architectures:
+              - conversation: "swarms/structs/conversation.md"
+              - groupchat: "swarms/structs/groupchat.md"
+              - swarmnetwork: "swarms/structs/swarmnetwork.md"
+              - groupchatmanager: "swarms/structs/groupchatmanager.md"
+              - MajorityVoting: "swarms/structs/majorityvoting.md"
+      - swarms.memory:
+          - Building Custom Vector Memory Databases with the AbstractVectorDatabase Class: "swarms/memory/diy_memory.md"
+          - Vector Databases:
+              - Weaviate: "swarms/memory/weaviate.md"
+              - PineconeDB: "swarms/memory/pinecone.md"
+              - PGVectorStore: "swarms/memory/pg.md"
+          - ShortTermMemory: "swarms/memory/short_term_memory.md"
+      - swarms.utils:
+          - Misc:
+              - pdf_to_text: "swarms/utils/pdf_to_text.md"
+              - load_model_torch: "swarms/utils/load_model_torch.md"
+              - metrics_decorator: "swarms/utils/metrics_decorator.md"
+              - prep_torch_inference: "swarms/utils/prep_torch_inference.md"
+              - find_image_path: "swarms/utils/find_image_path.md"
+              - print_class_parameters: "swarms/utils/print_class_parameters.md"
+              - extract_code_from_markdown: "swarms/utils/extract_code_from_markdown.md"
+              - check_device: "swarms/utils/check_device.md"
+              - display_markdown_message: "swarms/utils/display_markdown_message.md"
+              - phoenix_tracer: "swarms/utils/phoenix_tracer.md"
+              - limit_tokens_from_string: "swarms/utils/limit_tokens_from_string.md"
+              - math_eval: "swarms/utils/math_eval.md"
+  - Guides:
+      - Building Custom Vector Memory Databases with the AbstractVectorDatabase Class: "swarms/memory/diy_memory.md"
+      - How to Create A Custom Language Model: "swarms/models/custom_model.md"
+      - "Deploying Azure OpenAI in Production: A Comprehensive Guide": "swarms/models/azure_openai.md"
+      - DIY Build Your Own Agent: "diy_your_own_agent.md"
+      - Overview: "examples/index.md"
+      - Agents:
+          - Agent: "examples/flow.md"
+          - OmniAgent: "examples/omni_agent.md"
+      - Swarms:
+          - SequentialWorkflow: "examples/reliable_autonomous_agents.md"
+      - 2O+ Autonomous Agent Blogs: "examples/ideas.md"
+  - Applications:
+      - CustomerSupport:
+          - Overview: "applications/customer_support.md"
+      - Marketing:
+          - Overview: "applications/marketing_agencies.md"
+  - Corporate:
+      - Corporate Documents:
+          - Data Room: "corporate/data_room.md"
+          - SwarmMemo: "corporate/swarm_memo.md"
+          - Corporate Architecture: "corporate/architecture.md"
+          - Flywheel: "corporate/flywheel.md"
+          - Bounties: "corporate/bounties.md"
+          - Purpose: "corporate/purpose.md"
+          - Roadmap: "corporate/roadmap.md"
+      - Sales:
+          - FAQ: "corporate/faq.md"
+          - Distribution: "corporate/distribution"
+      - Product:
+          - SwarmCloud: "corporate/swarm_cloud.md"
+          - Weaknesses: "corporate/failures.md"
+          - Design: "corporate/design.md"
+          - Metric: "corporate/metric.md"
+          - Research: "corporate/research.md"
+          - Demos: "corporate/demos.md"
+          - Checklist: "corporate/checklist.md"
+      - Organization:
+          - FrontEnd Member Onboarding: "corporate/front_end_contributors.md"