TrueSource GEO MCP Server
MCP ServerFreeMake any website visible to ChatGPT, Claude, Gemini & Perplexity. Free MCP tools for AI-readiness scoring, robots.txt/llms.txt generation, VibeTags, and AI bot analysis. No API key required. 25 free scans/day.
Capabilities4 decomposed
ai-readiness scoring for websites
Medium confidenceThis capability assesses a website's readiness for AI integration by analyzing its structure, content, and accessibility. It employs a set of predefined metrics and heuristics to generate a score, which indicates how well the site can be utilized by AI models like ChatGPT and Claude. The scoring process is automated and does not require any API keys, making it accessible for users without technical expertise.
Utilizes a unique scoring algorithm that combines multiple metrics without requiring API keys, making it user-friendly.
More accessible than traditional scoring tools as it does not require API integration or technical setup.
robots.txt generation for ai models
Medium confidenceThis capability automates the creation of a robots.txt file tailored for AI models, ensuring that the right content is accessible while blocking unwanted sections. It analyzes the website's structure and generates a compliant file that adheres to best practices for AI crawlers, facilitating better indexing and interaction with AI tools.
Generates robots.txt files specifically optimized for AI crawlers, unlike standard tools that focus on traditional search engines.
More tailored for AI integration than generic robots.txt generators.
vibetags generation for content categorization
Medium confidenceThis capability generates VibeTags for website content, which are designed to categorize and enhance the discoverability of the content by AI models. It analyzes the text and context of the website to produce relevant tags that reflect the content's themes and intents, facilitating better AI understanding and interaction.
Focuses on generating tags specifically for AI models, unlike traditional tagging systems that cater to human users.
Provides AI-centric tagging that enhances content discoverability better than standard tagging tools.
ai bot analysis for performance insights
Medium confidenceThis capability analyzes the performance of AI bots interacting with a website, providing insights into their effectiveness and areas for improvement. It collects interaction data and evaluates it against predefined benchmarks, offering actionable recommendations to enhance bot performance and user experience.
Offers a comprehensive analysis framework specifically for AI bots, unlike generic performance monitoring tools.
Delivers targeted insights for AI bots, providing more relevant data than traditional web analytics tools.
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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Best For
- ✓web developers looking to optimize their sites for AI interactions
- ✓webmasters and SEO specialists aiming to optimize their sites for AI
- ✓content creators and marketers looking to improve AI engagement
- ✓developers and product managers monitoring AI bot performance
Known Limitations
- ⚠Scores are based on heuristic evaluations and may not capture all nuances of AI compatibility.
- ⚠Generated files may require manual adjustments to fit specific needs.
- ⚠Tag suggestions may not always align perfectly with niche content.
- ⚠Analysis is limited to available interaction data and may not cover all scenarios.
Requirements
Input / Output
UnfragileRank
UnfragileRank is computed from adoption signals, documentation quality, ecosystem connectivity, match graph feedback, and freshness. No artifact can pay for a higher rank.
Repository Details
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Make any website visible to ChatGPT, Claude, Gemini & Perplexity. Free MCP tools for AI-readiness scoring, robots.txt/llms.txt generation, VibeTags, and AI bot analysis. No API key required. 25 free scans/day.
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