Upload 5 files

MarketingPostGeneratorAgent.py

@@ -13,18 +13,15 @@ llm_models = [
 ]
 selected_model = llm_models[0]
 
-
 def set_model(selected_model_name):
     global selected_model
     selected_model = selected_model_name
 
-
 def configure_api_keys(gemini_api_key):
     if not gemini_api_key:
         raise ValueError("Gemini API key is required")
     os.environ['GEMINI_API_KEY'] = gemini_api_key
 
-
 # Pydantic models for output validation
 class MarketStrategy(BaseModel):
     """Market strategy model"""
@@ -33,7 +30,6 @@ class MarketStrategy(BaseModel):
     channels: List[str] = Field(..., description="List of channels to be used in the market strategy")
     KPIs: List[str] = Field(..., description="List of KPIs to be used in the market strategy")
 
-
 class CampaignIdea(BaseModel):
     """Campaign idea model"""
     name: str = Field(..., description="Name of the campaign idea")
@@ -41,13 +37,11 @@ class CampaignIdea(BaseModel):
     audience: str = Field(..., description="Audience of the campaign idea")
     channel: str = Field(..., description="Channel of the campaign idea")
 
-
 class Copy(BaseModel):
     """Copy model"""
     title: str = Field(..., description="Title of the copy")
     body: str = Field(..., description="Body of the copy")
 
-
 @CrewBase
 class MarketingPostsCrew:
     """MarketingPosts crew"""
@@ -60,7 +54,6 @@ class MarketingPostsCrew:
             config=self.agents_config['lead_market_analyst'],
             tools=[SerperDevTool(), ScrapeWebsiteTool()],
             verbose=True,
-            memory=False,
             llm=selected_model
         )
 
@@ -70,7 +63,6 @@ class MarketingPostsCrew:
             config=self.agents_config['chief_marketing_strategist'],
             tools=[SerperDevTool(), ScrapeWebsiteTool()],
             verbose=True,
-            memory=False,
             llm=selected_model
         )
 
@@ -79,7 +71,6 @@ class MarketingPostsCrew:
         return Agent(
             config=self.agents_config['creative_content_creator'],
             verbose=True,
-            memory=False,
             llm=selected_model
         )
 
@@ -102,7 +93,7 @@ class MarketingPostsCrew:
         return Task(
             config=self.tasks_config['marketing_strategy_task'],
             agent=self.chief_marketing_strategist(),
-            output_json=MarketStrategy
+            # output_json=MarketStrategy
         )
 
     @task
@@ -110,7 +101,7 @@ class MarketingPostsCrew:
         return Task(
             config=self.tasks_config['campaign_idea_task'],
             agent=self.creative_content_creator(),
-            output_json=CampaignIdea
+            # output_json=CampaignIdea
         )
 
     @task
@@ -119,7 +110,7 @@ class MarketingPostsCrew:
             config=self.tasks_config['copy_creation_task'],
             agent=self.creative_content_creator(),
             context=[self.marketing_strategy_task(), self.campaign_idea_task()],
-            output_json=Copy
+            output_file="post_generation.md"
         )
 
     @crew
@@ -127,27 +118,38 @@ class MarketingPostsCrew:
         """Creates the MarketingPosts crew"""
         return Crew(
             agents=self.agents,  # Automatically created by the @agent decorator
-            tasks=self.tasks,  # Automatically created by the @task decorator
+            tasks=self.tasks,    # Automatically created by the @task decorator
             process=Process.sequential,
             verbose=True,
+            output_log_file=True
         )
 
-
-def run_crew_mpga(gemini_api_key, inputs):
+def run_crew_mpga(gemini_api_key, customer_domain, project_description):
     """
     Run the MarketingPosts crew using the provided Gemini API key and inputs.
 
     Args:
-        gemini_api_key (str): The Gemini API key to configure the environment.
-        inputs (dict): Input parameters required by the tasks (e.g., customer_domain, project_description).
+        gemini_api_key (str): The Gemini API key.
+        customer_domain (str): The customer domain.
+        project_description (str): The project description.
 
     Returns:
-        The final output from the crew kickoff.
+        A tuple (result, logs) from the crew kickoff.
     """
     try:
         configure_api_keys(gemini_api_key)
         crew_instance = MarketingPostsCrew().crew()
+        inputs = {
+            "customer_domain": customer_domain,
+            "project_description": project_description
+        }
         result = crew_instance.kickoff(inputs=inputs)
-        return result
+        with open("post_generation.md", "r", encoding='utf-8') as f:
+            post_generation = f.read()
+        with open("logs.txt", 'r', encoding='utf-8') as f:
+            logs = f.read()
+        with open("logs.txt", 'w', encoding='utf-8') as f:
+            f.truncate(0)
+        return post_generation, logs
     except Exception as e:
-        return f"Error: {str(e)}"
+        return f"Error: {str(e)}", ""

app.py

@@ -1,200 +1,199 @@
-import gradio as gr
-import markdown as md
-import yaml
-from ContentGeneratorAgent import run_crew_cga, set_model, llm_models
-from GameBuilderAgent import run_crew_game
-from MarketingPostGeneratorAgent import run_crew_mpga
-import base64
-
-def toggle_serper_input(choice):
-    return gr.Textbox(visible=(choice == "Yes"))
-
-def update_game_instructions(example_key):
-    # Load the game design examples from the YAML file
-    with open('gamedesign.yaml', 'r', encoding='utf-8') as f:
-        examples = yaml.safe_load(f)
-    return examples.get(example_key, "")
-
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Encode the images
-github_logo_encoded = encode_image("Images/github-logo.png")
-linkedin_logo_encoded = encode_image("Images/linkedin-logo.png")
-website_logo_encoded = encode_image("Images/ai-logo.png")
-
-# UI Setup
-with gr.Blocks(theme=gr.themes.Soft(font=[gr.themes.GoogleFont("Roboto Mono")]),
-               css='footer {visibility: hidden}') as demo:
-    gr.Markdown("# AI Agents 🤖🕵🏻")
-
-    with gr.Tabs():
-        with gr.TabItem("Intro"):
-            gr.Markdown(md.description)
-        # Tab for SEO Content Generator Agent
-        with gr.TabItem("SEO Content Agent"):
-            with gr.Accordion("📔 Description:", open=False):
-                gr.Markdown(md.seo_content)
-            with gr.Accordion("How to get GEMINI API KEY", open=False):
-                gr.Markdown(md.gemini_api_key)
-            with gr.Accordion("How to get SERPER API KEY", open=False):
-                gr.Markdown(md.serper_api_key)
-            with gr.Row():
-                with gr.Column(scale=1):
-                    model_dropdown = gr.Dropdown(
-                        llm_models,
-                        label="1. Select AI Model",
-                        value=llm_models[0]
-                    )
-                    gemini_key = gr.Textbox(
-                        label="2. Enter Gemini API Key",
-                        type="password",
-                        placeholder="Paste your Gemini API key here..."
-                    )
-                    search_toggle = gr.Radio(
-                        ["Yes", "No"],
-                        label="3. Enable Online Search?",
-                        value="No"
-                    )
-                    serper_key = gr.Textbox(
-                        label="4. Enter Serper API Key",
-                        type="password",
-                        visible=False,
-                        placeholder="Paste your Serper API key if enabled..."
-                    )
-                    topic_input = gr.Textbox(
-                        label="5. Enter Content Topic",
-                        placeholder="Enter your article topic here..."
-                    )
-                    run_btn = gr.Button("Generate Content", variant="primary")
-                with gr.Column(scale=3):
-                    output = gr.Markdown(
-                        label="Generated Content",
-                        value="Your content will appear here..."
-                    )
-                    with gr.Accordion("Process Logs", open=True):
-                        logs = gr.Markdown()
-
-            # Event handlers for SEO Content Generator
-            model_dropdown.change(set_model, model_dropdown)
-            search_toggle.change(
-                toggle_serper_input,
-                inputs=search_toggle,
-                outputs=serper_key
-            )
-            run_btn.click(
-                run_crew_cga,
-                inputs=[gemini_key, search_toggle, serper_key, topic_input],
-                outputs=[output, logs],
-                show_progress="full"
-            )
-
-        # Tab for Game Dev Agent
-        with gr.TabItem("Game Dev Agent"):
-            with gr.Accordion('📔 Description:', open=True):
-                gr.Markdown(md.game_dev)
-            with gr.Accordion("How to get GEMINI API KEY", open=False):
-                gr.Markdown(md.gemini_api_key)
-            with gr.Row():
-                with gr.Column(scale=1):
-                    game_model_dropdown = gr.Dropdown(
-                        llm_models,
-                        label="1. Select AI Model",
-                        value=llm_models[0]
-                    )
-                    game_gemini_key = gr.Textbox(
-                        label="2. Enter Gemini API Key",
-                        type="password",
-                        placeholder="Paste your Gemini API key here..."
-                    )
-                    game_example_dropdown = gr.Dropdown(
-                        choices=["pacman", "pacman2", "snake", "space_invaders", "Tetris", "Frogger", "Chess", "Go", "Reversi"],
-                        label="3. Select Example",
-                        value="example1_pacman"
-                    )
-                    game_load_example_btn = gr.Button("Load Example", variant="secondary")
-
-                    game_instructions = gr.Textbox(
-                        label="4. Enter Game Design Instructions",
-                        placeholder="Enter your game design instructions here...",
-                        lines=5
-                    )
-                    game_run_btn = gr.Button("Generate Game Code", variant="primary")
-                with gr.Column(scale=3):
-                    game_output = gr.Markdown(
-                        label="Generated Game Code",
-                        value="Your game code will appear here..."
-                    )
-                    with gr.Accordion("Process Logs", open=False):
-                        game_logs = gr.Markdown()
-
-            # Event handlers for Game Dev Agent
-            game_model_dropdown.change(set_model, game_model_dropdown)
-            game_load_example_btn.click(
-                update_game_instructions,
-                inputs=[game_example_dropdown],
-                outputs=[game_instructions]
-            )
-            game_run_btn.click(
-                run_crew_game,
-                inputs=[game_gemini_key, game_instructions],
-                outputs=[game_output, game_logs],
-                show_progress="full"
-            )
-
-        # Tab for Marketing Posts Generator Agent
-        with gr.TabItem("Marketing Posts Generator Agent"):
-            with gr.Accordion("How to get GEMINI API KEY", open=False):
-                gr.Markdown(md.gemini_api_key)
-            with gr.Accordion("How to get SERPER API KEY", open=False):
-                gr.Markdown(md.serper_api_key)
-            with gr.Row():
-                with gr.Column(scale=1):
-                    mpga_model_dropdown = gr.Dropdown(
-                        llm_models,
-                        label="1. Select AI Model",
-                        value=llm_models[0]
-                    )
-                    mpga_gemini_key = gr.Textbox(
-                        label="2. Enter Gemini API Key",
-                        type="password",
-                        placeholder="Paste your Gemini API key here..."
-                    )
-                    mpga_serper_key = gr.Textbox(
-                        label="3. Enter Serper API Key",
-                        type="password",
-                        placeholder="Paste your Serper API key here..."
-                    )
-                    customer_domain = gr.Textbox(
-                        label="4. Enter Customer Domain",
-                        placeholder="Enter the customer domain here..."
-                    )
-                    project_description = gr.Textbox(
-                        label="5. Enter Project Description",
-                        placeholder="Enter the project description here..."
-                    )
-                    mpga_run_btn = gr.Button("Generate Marketing Posts", variant="primary")
-                with gr.Column(scale=3):
-                    mpga_output = gr.Markdown(
-                        label="Generated Marketing Posts",
-                        value="Your marketing posts will appear here..."
-                    )
-                    with gr.Accordion("Process Logs", open=False):
-                        mpga_logs = gr.Markdown()
-
-            # Event handlers for Marketing Posts Generator Agent
-            mpga_model_dropdown.change(set_model, mpga_model_dropdown)
-            # mpga_run_btn.click(
-            #     run_crew_mpga,
-            #     inputs=[mpga_gemini_key, mpga_serper_key, {
-            #         "customer_domain": customer_domain,
-            #         "project_description": project_description
-            #     }],
-            #     outputs=[mpga_output, mpga_logs],
-            #     show_progress="full"
-            # )
-    gr.HTML(md.footer.format(github_logo_encoded, linkedin_logo_encoded, website_logo_encoded))
-
-if __name__ == "__main__":
-    demo.launch()
+import gradio as gr
+import markdown as md
+import yaml
+from ContentGeneratorAgent import run_crew_cga, set_model, llm_models
+from GameBuilderAgent import run_crew_game
+from MarketingPostGeneratorAgent import run_crew_mpga
+import base64
+
+def toggle_serper_input(choice):
+    return gr.Textbox(visible=(choice == "Yes"))
+
+def update_game_instructions(example_key):
+    # Load the game design examples from the YAML file
+    with open('gamedesign.yaml', 'r', encoding='utf-8') as f:
+        examples = yaml.safe_load(f)
+    return examples.get(example_key, "")
+
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Encode the images
+github_logo_encoded = encode_image("Images/github-logo.png")
+linkedin_logo_encoded = encode_image("Images/linkedin-logo.png")
+website_logo_encoded = encode_image("Images/ai-logo.png")
+
+# UI Setup
+with gr.Blocks(theme=gr.themes.Soft(font=[gr.themes.GoogleFont("Roboto Mono")]),
+               css='footer {visibility: hidden}') as demo:
+    gr.Markdown("# AI Agents 🤖🕵🏻")
+
+    with gr.Tabs():
+        with gr.TabItem("Intro"):
+            gr.Markdown(md.description)
+        # Tab for SEO Content Generator Agent
+        with gr.TabItem("SEO Content Agent"):
+            with gr.Accordion("📔 Description:", open=False):
+                gr.Markdown(md.seo_content)
+            with gr.Accordion("How to get GEMINI API KEY", open=False):
+                gr.Markdown(md.gemini_api_key)
+            with gr.Accordion("How to get SERPER API KEY", open=False):
+                gr.Markdown(md.serper_api_key)
+            with gr.Row():
+                with gr.Column(scale=1):
+                    model_dropdown = gr.Dropdown(
+                        llm_models,
+                        label="1. Select AI Model",
+                        value=llm_models[0]
+                    )
+                    gemini_key = gr.Textbox(
+                        label="2. Enter Gemini API Key",
+                        type="password",
+                        placeholder="Paste your Gemini API key here..."
+                    )
+                    search_toggle = gr.Radio(
+                        ["Yes", "No"],
+                        label="3. Enable Online Search?",
+                        value="No"
+                    )
+                    serper_key = gr.Textbox(
+                        label="4. Enter Serper API Key",
+                        type="password",
+                        visible=False,
+                        placeholder="Paste your Serper API key if enabled..."
+                    )
+                    topic_input = gr.Textbox(
+                        label="5. Enter Content Topic",
+                        placeholder="Enter your article topic here..."
+                    )
+                    run_btn = gr.Button("Generate Content", variant="primary")
+                with gr.Column(scale=3):
+                    output = gr.Markdown(
+                        label="Generated Content",
+                        value="Your content will appear here..."
+                    )
+                    with gr.Accordion("Process Logs", open=True):
+                        logs = gr.Markdown()
+
+            # Event handlers for SEO Content Generator
+            model_dropdown.change(set_model, model_dropdown)
+            search_toggle.change(
+                toggle_serper_input,
+                inputs=search_toggle,
+                outputs=serper_key
+            )
+            run_btn.click(
+                run_crew_cga,
+                inputs=[gemini_key, search_toggle, serper_key, topic_input],
+                outputs=[output, logs],
+                show_progress="full"
+            )
+
+        # Tab for Game Dev Agent
+        with gr.TabItem("Game Dev Agent"):
+            with gr.Accordion('📔 Description:', open=False):
+                gr.Markdown(md.game_dev)
+            with gr.Accordion("How to get GEMINI API KEY", open=False):
+                gr.Markdown(md.gemini_api_key)
+            with gr.Row():
+                with gr.Column(scale=1):
+                    game_model_dropdown = gr.Dropdown(
+                        llm_models,
+                        label="1. Select AI Model",
+                        value=llm_models[0]
+                    )
+                    game_gemini_key = gr.Textbox(
+                        label="2. Enter Gemini API Key",
+                        type="password",
+                        placeholder="Paste your Gemini API key here..."
+                    )
+                    game_example_dropdown = gr.Dropdown(
+                        choices=["pacman", "pacman2", "snake", "space_invaders", "Tetris", "Frogger", "Chess", "Go", "Reversi"],
+                        label="3. Select Example",
+                        value="pacman"
+                    )
+                    game_load_example_btn = gr.Button("Load Example", variant="secondary")
+                    game_instructions = gr.Textbox(
+                        label="4. Enter Game Design Instructions",
+                        placeholder="Enter your game design instructions here...",
+                        lines=5
+                    )
+                    game_run_btn = gr.Button("Generate Game Code", variant="primary")
+                with gr.Column(scale=3):
+                    game_output = gr.Markdown(
+                        label="Generated Game Code",
+                        value="Your game code will appear here..."
+                    )
+                    with gr.Accordion("Process Logs", open=False):
+                        game_logs = gr.Markdown()
+
+            # Event handlers for Game Dev Agent
+            game_model_dropdown.change(set_model, game_model_dropdown)
+            game_load_example_btn.click(
+                update_game_instructions,
+                inputs=[game_example_dropdown],
+                outputs=[game_instructions]
+            )
+            game_run_btn.click(
+                run_crew_game,
+                inputs=[game_gemini_key, game_instructions],
+                outputs=[game_output, game_logs],
+                show_progress="full"
+            )
+
+        # Tab for Marketing Posts Generator Agent
+        with gr.TabItem("Marketing Posts Generator Agent"):
+            with gr.Accordion("📔 Description: ", open=False):
+                gr.Markdown(md.marking_post_gen_agent)
+            with gr.Accordion("How to get GEMINI API KEY", open=False):
+                gr.Markdown(md.gemini_api_key)
+            with gr.Accordion("How to get SERPER API KEY", open=False):
+                gr.Markdown(md.serper_api_key)
+            with gr.Row():
+                with gr.Column(scale=1):
+                    mpga_model_dropdown = gr.Dropdown(
+                        llm_models,
+                        label="1. Select AI Model",
+                        value=llm_models[0]
+                    )
+                    mpga_gemini_key = gr.Textbox(
+                        label="2. Enter Gemini API Key",
+                        type="password",
+                        placeholder="Paste your Gemini API key here..."
+                    )
+                    mpga_serper_key = gr.Textbox(
+                        label="3. Enter Serper API Key",
+                        type="password",
+                        placeholder="Paste your Serper API key here..."
+                    )
+                    customer_domain = gr.Textbox(
+                        label="4. Enter Customer Domain",
+                        placeholder="Enter the customer domain here..."
+                    )
+                    project_description = gr.Textbox(
+                        label="5. Enter Project Description",
+                        placeholder="Enter the project description here..."
+                    )
+                    mpga_run_btn = gr.Button("Generate Marketing Posts", variant="primary")
+                with gr.Column(scale=3):
+                    mpga_output = gr.Markdown(
+                        label="Generated Marketing Posts",
+                        value="Your marketing posts will appear here..."
+                    )
+                    with gr.Accordion("Process Logs", open=False):
+                        mpga_logs = gr.Markdown()
+
+            # Event handlers for Marketing Posts Generator Agent
+            mpga_model_dropdown.change(set_model, mpga_model_dropdown)
+            mpga_run_btn.click(
+                run_crew_mpga,
+                inputs=[mpga_gemini_key, customer_domain, project_description],
+                outputs=[mpga_output, mpga_logs],
+                show_progress="full"
+            )
+
+    gr.HTML(md.footer.format(github_logo_encoded, linkedin_logo_encoded, website_logo_encoded))
+
+if __name__ == "__main__":
+    demo.launch()

config/MarketingPostGeneratorAgent/agents.yaml

@@ -0,0 +1,43 @@
+lead_market_analyst:
+  role: >
+    Lead Market Analyst
+  goal: >
+    Conduct amazing analysis of the products and competitors, providing in-depth
+    insights to guide marketing strategies.
+  backstory: >
+    As the Lead Market Analyst at a premier digital marketing firm, you specialize
+    in dissecting online business landscapes.
+
+chief_marketing_strategist:
+  role: >
+    Chief Marketing Strategist
+  goal: >
+    Synthesize amazing insights from product analysis to formulate incredible
+    marketing strategies.
+  backstory: >
+    You are the Chief Marketing Strategist at a leading digital marketing agency,
+    known for crafting bespoke strategies that drive success.
+
+creative_content_creator:
+  role: >
+    Creative Content Creator
+  goal: >
+    Develop compelling and innovative content for social media campaigns, with a
+    focus on creating high-impact ad copies.
+  backstory: >
+    As a Creative Content Creator at a top-tier digital marketing agency, you
+    excel in crafting narratives that resonate with audiences. Your expertise
+    lies in turning marketing strategies into engaging stories and visual
+    content that capture attention and inspire action.
+
+chief_creative_director:
+  role: >
+    Chief Creative Director
+  goal: >
+    Oversee the work done by your team to make sure it is the best possible and
+    aligned with the product goals, review, approve, ask clarifying questions or
+    delegate follow-up work if necessary.
+  backstory: >
+    You are the Chief Content Officer at a leading digital marketing agency
+    specializing in product branding. You ensure your team crafts the best
+    possible content for the customer.

config/MarketingPostGeneratorAgent/tasks.yaml

@@ -0,0 +1,42 @@
+research_task:
+  description: >
+    Conduct a thorough research about the customer and competitors in the context
+    of {customer_domain}.
+    Make sure you find any interesting and relevant information given the
+    current year is 2024.
+    We are working with them on the following project: {project_description}.
+  expected_output: >
+    A complete report on the customer and their customers and competitors,
+    including their demographics, preferences, market positioning and audience engagement.
+
+project_understanding_task:
+  description: >
+    Understand the project details and the target audience for
+    {project_description}.
+    Review any provided materials and gather additional information as needed.
+  expected_output: >
+    A detailed summary of the project and a profile of the target audience.
+
+marketing_strategy_task:
+  description: >
+    Formulate a comprehensive marketing strategy for the project
+    {project_description} of the customer {customer_domain}.
+    Use the insights from the research task and the project understanding
+    task to create a high-quality strategy.
+  expected_output: >
+    A detailed marketing strategy document that outlines the goals, target
+    audience, key messages, and proposed tactics, make sure to have name, tatics, channels and KPIs
+
+campaign_idea_task:
+  description: >
+    Develop creative marketing campaign ideas for {project_description}.
+    Ensure the ideas are innovative, engaging, and aligned with the overall marketing strategy.
+  expected_output: >
+    A list of 5 campaign ideas, each with a brief description and expected impact.
+
+copy_creation_task:
+  description: >
+    Create marketing copies based on the approved campaign ideas for {project_description}.
+    Ensure the copies are compelling, clear, and tailored to the target audience.
+  expected_output: >
+    Marketing copies for each campaign idea.

markdown.py

@@ -254,6 +254,48 @@ The provided code utilizes the CrewAI framework to automate the development and
 Experience streamlined game development with CrewAI's advanced automation capabilities.
 """
 
+marking_post_gen_agent = '''
+# CrewAI Marketing Post Generator Agent
+
+## Overview
+
+The Marketing Post Generator Agent leverages the CrewAI framework to automate the creation of engaging and effective marketing posts for social media campaigns. It integrates with the Gemini language model to ensure high-quality, tailored content.
+
+## Roles
+
+- **Market Research Analyst**: Conducts in-depth research on the target audience and competitors to gather insights for post creation.
+- **Creative Content Writer**: Crafts compelling and innovative marketing posts based on the research findings.
+- **Social Media Strategist**: Ensures the posts align with the overall marketing strategy and are optimized for engagement.
+
+## Tasks
+
+- **Research Task**: Aggregates detailed information on the target audience, competitors, and current market trends.
+- **Content Creation Task**: Develops engaging and innovative marketing posts tailored to the target audience.
+- **Strategy Alignment Task**: Ensures the posts are aligned with the overall marketing strategy and optimized for maximum impact.
+
+## Usage
+
+1. **Set Model**: Choose the desired Gemini model.
+2. **Configure API Keys**: Provide the necessary API key for Gemini.
+3. **Run Crew**: Execute the crew with the specified campaign details to generate marketing posts.
+
+## Features
+
+- **Model Selection**: Supports multiple Gemini language models for flexibility.
+- **API Configuration**: Manages API keys for Gemini.
+- **Agent Roles**: Defines specialized agents for market research, content creation, and strategy alignment.
+- **Task Management**: Orchestrates sequential tasks for research, content creation, and strategy alignment.
+- **Output**: Generates a set of polished marketing posts and detailed logs.
+
+## Benefits
+
+- **Efficiency**: Automates the marketing post creation process, saving time and effort.
+- **Quality**: Ensures high-quality, engaging, and strategically aligned content.
+- **Flexibility**: Allows for easy integration of additional tools for enhanced functionality.
+
+Experience streamlined marketing post generation with CrewAI's advanced automation capabilities.
+'''
+
 footer = """
 <div style="background-color: #1d2938; color: white; padding: 10px; width: 100%; bottom: 0; left: 0; display: flex; justify-content: space-between; align-items: center; padding: .2rem 35px; box-sizing: border-box; font-size: 16px;">
     <div style="text-align: left;">