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import gradio as gr |
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import openai |
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import anthropic |
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import json |
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import os |
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from typing import Dict, Any |
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class SEOAgent: |
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def __init__(self): |
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self.seo_tasks = { |
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"Keyword Research & Analysis": { |
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"description": "Research short-tail and long-tail keywords with competition analysis", |
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"prompt": """You are an expert SEO strategist with 15 years of experience. Your task is to conduct thorough keyword research. |
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CONTEXT: You must think in first principles - understanding user intent, search behaviour, and market dynamics. |
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TASK: Analyse the provided topic/industry and deliver actionable keyword insights. |
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METHODOLOGY: |
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1. Identify 10-15 high-value short-tail keywords (1-2 words) |
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2. Generate 20-30 long-tail keywords (3+ words) with commercial intent |
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3. Categorise keywords by search intent (informational, navigational, commercial, transactional) |
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4. Estimate search volumes and competition levels |
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5. Identify keyword gaps competitors might be missing |
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OUTPUT FORMAT: |
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- Primary Keywords (short-tail) |
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- Long-tail Opportunities |
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- Intent Classification |
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- Competition Analysis |
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- Content Gap Opportunities |
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- Recommended Focus Keywords (top 5 with rationale) |
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CONSTRAINTS: |
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- Use British English |
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- Be direct and actionable |
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- Consider second-order effects (how these keywords impact overall strategy) |
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- Think about third-order consequences (long-term brand positioning) |
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Industry/Topic: {user_input}""" |
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}, |
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"Technical SEO Audit": { |
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"description": "Detailed technical analysis and recommendations", |
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"prompt": """You are a technical SEO specialist with deep expertise in website architecture and search engine mechanics. |
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FIRST PRINCIPLES THINKING: Search engines need to crawl, understand, and index content efficiently. |
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TASK: Conduct a thorough technical SEO analysis for the provided website. |
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AUDIT FRAMEWORK: |
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1. Site Architecture Assessment |
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- URL structure evaluation |
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- Internal linking analysis |
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- Navigation hierarchy review |
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2. Technical Performance |
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- Page speed factors |
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- Core Web Vitals considerations |
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- Mobile responsiveness issues |
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3. Indexation Analysis |
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- Crawl accessibility |
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- XML sitemap structure |
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- Robots.txt configuration |
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4. On-page Technical Elements |
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- Meta tag optimisation |
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- Schema markup opportunities |
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- Header tag hierarchy |
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SECOND-ORDER CONSIDERATIONS: |
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- How technical issues impact user experience |
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- Effect on conversion rates and business metrics |
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THIRD-ORDER CONSEQUENCES: |
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- Long-term search visibility implications |
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- Brand credibility and trust factors |
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OUTPUT STRUCTURE: |
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- Critical Issues (immediate fixes required) |
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- Moderate Priority Items |
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- Enhancement Opportunities |
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- Implementation Roadmap (30/60/90 days) |
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Website URL: {user_input}""" |
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}, |
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"Content Strategy Development": { |
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"description": "Create a detailed content strategies aligned with SEO goals", |
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"prompt": """You are a content strategist who understands the intersection of user needs, search behaviour, and business objectives. |
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FIRST PRINCIPLES: Content must solve user problems whilst achieving business goals through search visibility. |
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OBJECTIVE: Develop a detailed content strategy for the specified industry/niche. |
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STRATEGIC FRAMEWORK: |
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1. Audience Analysis |
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- Primary and secondary personas |
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- Content consumption patterns |
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- Pain points and information needs |
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2. Content Pillars |
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- Core topic areas |
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- Supporting subtopics |
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- Content cluster strategy |
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3. Content Types & Formats |
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- Blog posts, guides, resources |
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- Video, infographic, interactive content |
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- Gated vs. ungated content strategy |
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4. Editorial Calendar Planning |
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- Publishing frequency recommendations |
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- Seasonal content opportunities |
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- Evergreen vs. trending content balance |
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SECOND-ORDER EFFECTS: |
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- How content supports different funnel stages |
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- Cross-promotional opportunities |
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- Social media amplification potential |
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THIRD-ORDER IMPLICATIONS: |
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- Brand authority building |
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- Industry thought leadership positioning |
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- Long-term organic traffic growth |
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DELIVERABLES: |
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- Content Pillar Framework |
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- 30 Content Ideas with SEO Focus |
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- Editorial Calendar Template |
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- Content Performance KPIs |
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- Resource Requirements |
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Industry/Business Focus: {user_input}""" |
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}, |
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"Competitor SEO Analysis": { |
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"description": "Analyse competitor strategies and identify opportunities", |
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"prompt": """You are a competitive intelligence analyst specialising in SEO strategy evaluation. |
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ANALYTICAL APPROACH: Reverse-engineer successful competitor strategies whilst identifying market gaps. |
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MISSION: Conduct a detailed competitor analysis to uncover strategic opportunities. |
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ANALYSIS FRAMEWORK: |
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1. Competitor Identification |
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- Direct competitors |
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- Indirect/industry competitors |
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- Aspirational competitors (different sectors, similar strategies) |
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2. Content Strategy Analysis |
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- Top-performing content types |
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- Content gap identification |
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- Publishing patterns and frequency |
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3. Keyword Strategy Evaluation |
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- Keyword overlap analysis |
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- Competitor-unique keywords |
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- Ranking position comparisons |
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4. Technical Strategy Assessment |
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- Site architecture approaches |
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- User experience patterns |
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- Technical advantages/disadvantages |
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5. Link Building Strategy Review |
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- Backlink profile analysis |
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- Link acquisition patterns |
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- Authority building approaches |
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SECOND-ORDER CONSIDERATIONS: |
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- Market positioning implications |
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- Resource allocation insights |
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- Timing and opportunity windows |
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THIRD-ORDER STRATEGY: |
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- Long-term competitive differentiation |
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- Market leadership positioning |
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- Industry disruption opportunities |
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OUTPUT STRUCTURE: |
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- Competitor Landscape Overview |
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- Strategic Strengths & Weaknesses |
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- Opportunity Matrix |
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- Recommended Actions (immediate, short-term, long-term) |
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- Competitive Differentiation Strategy |
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Competitor Domain(s) or Industry: {user_input}""" |
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}, |
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"Link Building Strategy": { |
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"description": "Develop detailed link acquisition strategies", |
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"prompt": """You are a digital PR and link building expert with proven success in building high-authority backlink profiles. |
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CORE PRINCIPLE: Quality links come from creating genuine value and building authentic relationships. |
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OBJECTIVE: Design a detailed link building strategy for the specified website/industry. |
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STRATEGIC APPROACH: |
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1. Link Opportunity Audit |
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- Industry-relevant websites |
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- Competitor backlink analysis |
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- Broken link opportunities |
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- Resource page inclusions |
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2. Content-Led Link Building |
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- Linkable asset creation |
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- Digital PR campaign ideas |
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- Industry research and surveys |
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- Expert roundup opportunities |
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3. Relationship Building Framework |
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- Industry influencer identification |
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- Partnership opportunities |
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- Guest posting prospects |
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- Podcast appearance possibilities |
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4. Technical Link Strategies |
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- Internal linking optimisation |
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- Link reclamation opportunities |
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- Brand mention conversion |
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- Competitor link replication |
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SECOND-ORDER EFFECTS: |
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- Brand awareness and visibility |
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- Referral traffic generation |
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- Industry relationship development |
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THIRD-ORDER BENEFITS: |
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- Market authority establishment |
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- Long-term partnership development |
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- Crisis communication network |
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DELIVERABLES: |
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- Target Website List (50+ prospects) |
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- Outreach Email Templates |
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- Content Campaign Ideas |
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- Monthly Link Building Calendar |
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- Success Metrics and KPIs |
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Website/Industry: {user_input}""" |
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}, |
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"Local SEO Optimisation": { |
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"description": "Optimise for local search visibility and conversions", |
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"prompt": """You are a local SEO specialist who understands how local businesses win in their geographic markets. |
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FUNDAMENTAL TRUTH: Local search success requires consistent NAP data, authentic reviews, and genuine community engagement. |
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TASK: Create a detailed local SEO strategy for the specified business. |
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OPTIMISATION FRAMEWORK: |
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1. Google Business Profile Excellence |
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- Profile completion and optimisation |
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- Category selection strategy |
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- Photo and video content plan |
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- Regular posting schedule |
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2. Local Citation Building |
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- Core citation sources identification |
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- Industry-specific directories |
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- NAP consistency audit |
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- Citation cleanup requirements |
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3. Review Management Strategy |
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- Review acquisition campaigns |
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- Response strategy for all reviews |
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- Reputation monitoring system |
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- Customer feedback integration |
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4. Local Content Strategy |
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- Location-specific content creation |
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- Community event participation |
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- Local partnership opportunities |
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- Geo-targeted keyword integration |
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5. Technical Local SEO |
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- Schema markup implementation |
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- Location page optimisation |
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- Mobile-first considerations |
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- Local link building |
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SECOND-ORDER IMPACT: |
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- Customer trust and credibility |
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- Foot traffic and phone call increases |
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- Local market dominance |
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LONG-TERM VISION: |
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- Community brand recognition |
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- Market leadership position |
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- Sustainable competitive advantage |
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OUTPUT: |
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- Local SEO Audit Results |
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- Google Business Profile Action Plan |
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- Citation Building Strategy |
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- Review Management System |
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- Local Content Calendar |
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Business Name/Location: {user_input}""" |
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}, |
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"Performance Analysis & Reporting": { |
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"description": "Analyse SEO performance and create actionable insights", |
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"prompt": """You are a data analyst who transforms SEO metrics into business intelligence and strategic recommendations. |
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DATA PHILOSOPHY: Numbers tell stories, but insights drive decisions and business growth. |
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OBJECTIVE: Analyse SEO performance data and provide actionable strategic recommendations. |
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ANALYSIS FRAMEWORK: |
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1. Traffic & Ranking Analysis |
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- Organic traffic trends |
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- Keyword ranking movements |
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- Click-through rate analysis |
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- Impression and position data |
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2. Conversion & Business Impact |
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- Goal completion analysis |
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- Revenue attribution to organic search |
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- Lead quality assessment |
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- Customer lifetime value correlation |
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3. Technical Performance Review |
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- Site speed impact on rankings |
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- Core Web Vitals performance |
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- Mobile usability metrics |
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- Crawl error identification |
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4. Content Performance Evaluation |
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- Top-performing content identification |
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- Content gap analysis |
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- User engagement metrics |
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- Social sharing patterns |
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SECOND-ORDER INSIGHTS: |
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- User behaviour pattern recognition |
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- Seasonal trend identification |
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- Competitive position changes |
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STRATEGIC IMPLICATIONS: |
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- Resource allocation recommendations |
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- Priority setting for improvements |
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- ROI optimisation opportunities |
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REPORTING STRUCTURE: |
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- Executive Summary (key wins and challenges) |
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- Performance Metrics Dashboard |
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- Trend Analysis and Insights |
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- Recommended Actions with Timeline |
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- Projected Impact Assessment |
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Website/Data Period: {user_input}""" |
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}, |
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"Site Architecture Planning": { |
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"description": "Design optimal website structure for SEO and user experience", |
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"prompt": """You are a website architect who designs structures that serve both users and search engines effectively. |
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ARCHITECTURAL PRINCIPLE: Great site structure makes information findable, understandable, and actionable. |
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CHALLENGE: Design optimal website architecture for the specified project requirements. |
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PLANNING FRAMEWORK: |
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1. Information Architecture Design |
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- Content categorisation and hierarchy |
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- User journey mapping |
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- Navigation structure planning |
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- URL structure strategy |
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2. SEO-Friendly Architecture |
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- Internal linking strategy |
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- Category and tag organisation |
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- Breadcrumb navigation planning |
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- XML sitemap structure |
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3. User Experience Integration |
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- Mobile-first design considerations |
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- Page load speed optimisation |
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- Conversion path optimisation |
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- Accessibility compliance |
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4. Technical Implementation |
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- CMS structure recommendations |
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- Database architecture considerations |
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- Caching strategy integration |
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- CDN implementation planning |
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SECOND-ORDER CONSIDERATIONS: |
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- Content scalability requirements |
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- Future expansion possibilities |
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- Integration with existing systems |
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LONG-TERM VISION: |
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- Sustainable growth accommodation |
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- Maintenance and update efficiency |
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- Competitive advantage creation |
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DELIVERABLES: |
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- Site Architecture Diagram |
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- URL Structure Guidelines |
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- Navigation Design Recommendations |
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- Internal Linking Strategy |
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- Technical Implementation Roadmap |
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Project Requirements: {user_input}""" |
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} |
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} |
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def call_openai(self, api_key: str, prompt: str, user_input: str) -> str: |
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try: |
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client = openai.OpenAI(api_key=api_key) |
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formatted_prompt = prompt.format(user_input=user_input) |
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response = client.chat.completions.create( |
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model="gpt-4.1", |
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messages=[ |
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{"role": "system", "content": "You are an expert SEO professional. Follow the prompt instructions precisely. Use British English, be direct and actionable, think in first principles, and consider second and third-order consequences."}, |
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{"role": "user", "content": formatted_prompt} |
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], |
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max_tokens=2000, |
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temperature=0.7 |
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) |
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return response.choices[0].message.content |
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except Exception as e: |
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return f"OpenAI API Error: {str(e)}" |
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def call_claude(self, api_key: str, prompt: str, user_input: str) -> str: |
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try: |
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client = anthropic.Anthropic(api_key=api_key) |
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formatted_prompt = prompt.format(user_input=user_input) |
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message = client.messages.create( |
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model="claude-sonnet-4-20250514", |
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max_tokens=2000, |
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temperature=0.7, |
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system="You are an expert SEO professional. Follow the prompt instructions precisely. Use British English, be direct and actionable, think in first principles, and consider second and third-order consequences.", |
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messages=[ |
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{ |
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"role": "user", |
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"content": formatted_prompt |
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} |
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] |
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) |
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return message.content[0].text |
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except Exception as e: |
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return f"Claude API Error: {str(e)}" |
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def create_interface(): |
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seo_agent = SEOAgent() |
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def process_seo_task(openai_key, claude_key, selected_task, user_input, selected_model): |
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if not user_input.strip(): |
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return "❌ **Error**: Please provide input for your SEO task." |
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if not openai_key.strip() and not claude_key.strip(): |
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return "❌ **Error**: Please provide at least one API key (OpenAI or Claude)." |
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if selected_task not in seo_agent.seo_tasks: |
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return "❌ **Error**: Invalid task selection." |
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task_info = seo_agent.seo_tasks[selected_task] |
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prompt = task_info["prompt"] |
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result = f"""# 🚀 SEO Agent Results |
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## Task: {selected_task} |
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**Model Used**: {selected_model} |
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**Input**: {user_input[:100]}{"..." if len(user_input) > 100 else ""} |
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--- |
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""" |
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try: |
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if selected_model == "OpenAI GPT-4.1" and openai_key.strip(): |
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ai_response = seo_agent.call_openai(openai_key, prompt, user_input) |
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elif selected_model == "Claude 4 Sonnet" and claude_key.strip(): |
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ai_response = seo_agent.call_claude(claude_key, prompt, user_input) |
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else: |
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return "❌ **Error**: Selected model requires corresponding API key." |
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result += ai_response |
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except Exception as e: |
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result += f"❌ **Processing Error**: {str(e)}" |
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return result |
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with gr.Blocks( |
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title="SEO Agent - Professional SEO Analysis Tool", |
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theme=gr.themes.Soft(), |
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css=""" |
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.gradio-container { |
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max-width: 1200px !important; |
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} |
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.task-description { |
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background: #f8f9fa; |
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border-left: 4px solid #007bff; |
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padding: 15px; |
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margin: 10px 0; |
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border-radius: 5px; |
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color: #000000 !important; |
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} |
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.task-description * { |
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color: #000000 !important; |
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} |
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""" |
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) as demo: |
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gr.Markdown(""" |
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# 🎯 SEO Agent - Professional SEO Analysis Tool |
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**Transform your SEO strategy with AI-powered insights** |
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This tool provides expert-level SEO analysis across eight core areas professional SEO executives handle daily. Each task uses carefully crafted prompts designed to produce optimal results. |
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--- |
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""") |
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with gr.Row(): |
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with gr.Column(scale=1): |
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gr.Markdown("## 🔑 API Configuration") |
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openai_key = gr.Textbox( |
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label="OpenAI API Key", |
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type="password", |
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placeholder="sk-proj-...", |
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info="Required for GPT-4.1 analysis" |
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) |
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claude_key = gr.Textbox( |
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label="Claude API Key", |
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type="password", |
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placeholder="sk-ant-...", |
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info="Required for Claude 4 Sonnet analysis" |
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) |
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|
|
selected_model = gr.Radio( |
|
|
choices=["OpenAI GPT-4.1", "Claude 4 Sonnet"], |
|
|
label="Select AI Model", |
|
|
value="OpenAI GPT-4.1", |
|
|
info="Choose your preferred AI model" |
|
|
) |
|
|
|
|
|
with gr.Column(scale=2): |
|
|
gr.Markdown("## 📋 SEO Task Selection") |
|
|
|
|
|
task_choices = list(seo_agent.seo_tasks.keys()) |
|
|
selected_task = gr.Dropdown( |
|
|
choices=task_choices, |
|
|
label="Select SEO Task", |
|
|
value=task_choices[0], |
|
|
info="Choose the SEO analysis you need" |
|
|
) |
|
|
|
|
|
|
|
|
task_description = gr.Markdown( |
|
|
value=f"**{seo_agent.seo_tasks[task_choices[0]]['description']}**", |
|
|
elem_classes=["task-description"] |
|
|
) |
|
|
|
|
|
def update_task_description(task): |
|
|
return f"**{seo_agent.seo_tasks[task]['description']}**" |
|
|
|
|
|
selected_task.change( |
|
|
fn=update_task_description, |
|
|
inputs=[selected_task], |
|
|
outputs=[task_description] |
|
|
) |
|
|
|
|
|
with gr.Row(): |
|
|
with gr.Column(): |
|
|
user_input = gr.Textbox( |
|
|
label="Your Input", |
|
|
placeholder="Enter your website URL, industry, topic, or specific requirements...", |
|
|
lines=4, |
|
|
info="Provide relevant details for your selected SEO task" |
|
|
) |
|
|
|
|
|
analyze_btn = gr.Button( |
|
|
"🔍 Analyse", |
|
|
variant="primary", |
|
|
size="lg" |
|
|
) |
|
|
|
|
|
with gr.Row(): |
|
|
with gr.Column(): |
|
|
output = gr.Markdown( |
|
|
label="SEO Analysis Results", |
|
|
value="Results will appear here after analysis...", |
|
|
height=600 |
|
|
) |
|
|
|
|
|
|
|
|
analyze_btn.click( |
|
|
fn=process_seo_task, |
|
|
inputs=[openai_key, claude_key, selected_task, user_input, selected_model], |
|
|
outputs=[output] |
|
|
) |
|
|
|
|
|
gr.Markdown(""" |
|
|
--- |
|
|
|
|
|
## 🎯 Available SEO Tasks |
|
|
|
|
|
1. **Keyword Research & Analysis** - Detailed keyword strategy development |
|
|
2. **Technical SEO Audit** - Complete technical analysis and recommendations |
|
|
3. **Content Strategy Development** - Strategic content planning aligned with SEO goals |
|
|
4. **Competitor SEO Analysis** - Competitive intelligence and opportunity identification |
|
|
5. **Link Building Strategy** - Authority-building link acquisition strategies |
|
|
6. **Local SEO Optimisation** - Local search visibility and conversion optimisation |
|
|
7. **Performance Analysis & Reporting** - Data-driven insights and strategic recommendations |
|
|
8. **Site Architecture Planning** - Optimal website structure for SEO and UX |
|
|
|
|
|
**Note**: This tool requires either an OpenAI or Claude API key. Results are generated in real-time and formatted for immediate use in your SEO strategy. |
|
|
""") |
|
|
|
|
|
return demo |
|
|
|
|
|
if __name__ == "__main__": |
|
|
demo = create_interface() |
|
|
demo.launch( |
|
|
server_name="0.0.0.0", |
|
|
server_port=7860, |
|
|
share=True |
|
|
) |
|
|
|
