LLM Prompt Tracker

--- name: llm-prompt-tracker description: Track and compare prompt visibility and rankings across major AI platforms including ChatGPT, Claude, Perplexity, Grok, and Gemini with parallel execution for faster results. Use when users need to monitor how AI platforms respond to specific prompts, track website visibility in AI responses, analyze prompt performance across platforms, compare AI platform behaviors, or optimize content for AI search and discovery. metadata: author: MCP360 version: "1.0.0" tags: - AI Platforms - Prompt Tracking - LLM Analytics - Visibility Monitoring - AI SEO - Position Tracking - Platform Comparison - AI Search keywords: - llm - tracking - position - monitoring - seo - ai - visibility - analytics - perplexity - chatgpt - claude - grok - gemini - parallel - bulk - prompt - compare creditsPerUse: 5 isPremium: false --- # LLM Prompt Tracker Advanced AI platform monitoring service for tracking prompt visibility, response analysis, and content discovery across ChatGPT, Claude, Perplexity, Grok, and Gemini. Monitor how AI platforms respond to your target prompts, track website mentions and rankings, and optimize content strategy for AI-powered search. ## Core Capabilities - **Single Platform Tracking**: Track a specific prompt on one AI platform to analyze response content and visibility, and returns detailed response analysis with website mentions, position rankings, response quality, source citations, confidence scores, and content relevance metrics for targeted optimization - **Multi-Platform Comparison**: Compare how a single prompt performs across multiple AI platforms simultaneously with parallel execution, and returns comparative analysis with cross-platform visibility scores, response variations, ranking differences, platform preferences, citation patterns, and competitive intelligence for comprehensive AI SEO strategy ## API Access ### MCP360 Connect Endpoints - **Base URL**: `https://connect.mcp360.ai/api/v1` - **Service Path**: `llm-prompt-tracker` - **Authentication**: Bearer token (API key required) ### Service Metadata Endpoint ```bash curl "https://connect.mcp360.ai/api/v1/llm-prompt-tracker" \ -H "Authorization: Bearer YOUR_API_KEY" ``` ### Tool Execution Endpoint ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/{tool_name}" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{...parameters...}' ``` ## Available Tools ### Track Prompt on Single Platform Monitor how a specific AI platform responds to your prompt and track website visibility in the response. **Tool Name:** `track_prompt` **Credits Required:** 5 **Parameters:** - `prompt` (string, required): The search query or question to track like "best project management software" or "how to learn machine learning" - `platform` (enum, required): AI platform to analyze - "perplexity", "chatgpt", "claude", "grok", or "gemini" - `targetUrl` (string, optional): Your website URL to check for mentions like "https://example.com" or "https://blog.example.com" **Example:** ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/track_prompt" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "prompt": "best CRM software for small business", "platform": "perplexity", "targetUrl": "https://mycrm.com" }' ``` **Response Format:** ```json { "prompt": "best CRM software for small business", "platform": "perplexity", "response": { "text": "Based on current reviews, the top CRM solutions are...", "length": 1250, "sources_count": 8 }, "visibility": { "mentioned": true, "position": 3, "context": "MyC RM is noted for its affordability..." }, "analysis": { "relevance_score": 87, "sentiment": "positive", "confidence": "high" }, "competitors": [ {"domain": "hubspot.com", "mentions": 5}, {"domain": "salesforce.com", "mentions": 4} ] } ``` ### Compare Prompt Across Platforms Track a prompt across multiple AI platforms simultaneously to compare responses and visibility. **Tool Name:** `compare_prompt` **Credits Required:** 10 **Parameters:** - `prompt` (string, required): The search query to track across platforms like "best digital marketing tools 2024" - `platforms` (array of enum, required): List of platforms to compare from ["perplexity", "chatgpt", "claude", "grok", "gemini"], minimum 2 platforms - `targetUrl` (string, optional): Your website URL to track across all platforms **Example:** ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/compare_prompt" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "prompt": "best SEO tools for agencies", "platforms": ["perplexity", "chatgpt", "claude", "gemini"], "targetUrl": "https://myseo tool.com" }' ``` **Response Format:** ```json { "prompt": "best SEO tools for agencies", "platforms_analyzed": 4, "execution_time_ms": 3250, "results": [ { "platform": "perplexity", "mentioned": true, "position": 2, "response_length": 1850, "sources": 12 }, { "platform": "chatgpt", "mentioned": false, "position": null, "response_length": 980, "sources": 0 }, { "platform": "claude", "mentioned": true, "position": 5, "response_length": 1420, "sources": 8 }, { "platform": "gemini", "mentioned": true, "position": 3, "response_length": 1650, "sources": 10 } ], "overall_analysis": { "visibility_rate": 75, "average_position": 3.33, "best_platform": "perplexity", "recommendation": "Focus on Perplexity and Gemini optimization" } } ``` **Common Use Cases:** **Monitor Brand Visibility:** ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/track_prompt" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "prompt": "top productivity apps for remote teams", "platform": "chatgpt", "targetUrl": "https://myproductivityapp.com" }' ``` **Competitive Analysis:** ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/compare_prompt" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "prompt": "best accounting software for freelancers", "platforms": ["perplexity", "claude", "gemini"] }' ``` **Content Strategy Optimization:** ```bash curl -X POST "https://connect.mcp360.ai/api/v1/llm-prompt-tracker/compare_prompt" \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "prompt": "how to choose email marketing platform", "platforms": ["chatgpt", "claude", "perplexity", "grok", "gemini"], "targetUrl": "https://emailmarketing.guide" }' ``` ## Supported Platforms - **Perplexity**: AI-powered search with source citations - **ChatGPT**: OpenAI's conversational AI - **Claude**: Anthropic's AI assistant - **Grok**: X (Twitter) AI platform - **Gemini**: Google's advanced AI model ## Authentication All API requests require a Bearer token for authentication: ```bash -H "Authorization: Bearer YOUR_API_KEY" ``` ## Rate Limiting - Single platform tracking (track_prompt): 5 credits per request - Multi-platform comparison (compare_prompt): 10 credits per request - Rate limit: 200 requests per hour - Concurrent requests: Up to 5 parallel calls - Parallel execution: Platforms queried simultaneously for faster results ## Support - **Blog & Tutorials**: https://mcp360.ai/blog - **Contact**: https://mcp360.ai/contact