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LLM Prompt Tracker

Track and compare prompt visibility and rankings across AI platforms (ChatGPT, Claude, Perplexity, Grok, Gemini)

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Overview

LLM Prompt Tracker gives AI agents the ability to monitor and compare how any brand, product, or keyword appears across major AI platforms — including ChatGPT, Claude, Perplexity, Grok, and Gemini — delivering the prompt management tool infrastructure needed to measure visibility in AI-generated answers that are increasingly replacing traditional search results.

It acts as a standardized bridge between large language models and AI search visibility data. As tracking AI-generated brand mentions becomes a strategic priority for marketers, understanding how products and topics are described, recommended, or omitted in AI-generated responses is as important as tracking Google rankings — and this MCP provides the systematic measurement infrastructure to do exactly that.

By integrating LLM Prompt Tracker, developers enable AI agents to:

• Submit any query to a specific AI platform using track_prompt and receive visibility signals, ranking position data, and analysis of how the brand or topic is represented in the AI-generated response • Run the same query across all five major AI platforms simultaneously using compare_prompt — returning a side-by-side comparison revealing consistency gaps, brand representation differences, and citation patterns • Monitor how brands, products, and topics are described, recommended, or omitted across different AI systems • Build ongoing llm prompt tracking pipelines that measure AI visibility trends over time and alert on representation changes

Built for brand monitoring teams, SEO professionals adapting to the AI search era, digital marketers, and any organisation that needs to understand and optimise how they appear in AI-generated responses — making it an essential prompt management tool for any AI-era visibility strategy.

Highlights

Protocol
MCP v1.0
Security
OAuth 2.0
Access
Real-time
Tools
2 Tools

Standardized bridge for real-time model context.

Installation

Connect this server to your local or remote agent environment.

mcp_config.json
{
  "mcpServers": {
    "mcp360": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://connect.mcp360.ai/v1/llm-prompt-tracker/mcp?token=YOUR_API_KEY"
      ]
    }
  }
}
Replace YOUR_API_KEY with your actual key from the dashboard.

Skills & Capabilities

What this MCP server can do for your AI agents.

CAPABILITIES
--- 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
These capabilities are available through the MCP protocol interface.

Watch Demo

See LLM Prompt Tracker in action.

Available Tools

Technical specifications for the 2 available protocol tools.

2 tools

Compare a single prompt across multiple AI platforms simultaneously (parallel execution for speed)

Input Specification
{
  "type": "object",
  "required": [
    "prompt"
  ],
  "properties": {
    "prompt": {
      "type": "string",
      "maxLength": 1000,
      "minLength": 1,
      "description": "The search query to analyze across multiple AI platforms simultaneously"
    },
    "platforms": {
      "type": "array",
      "items": {
        "enum": [
          "perplexity",
          "chatgpt",
          "claude",
          "grok",
          "gemini"
        ],
        "type": "string"
      },
      "default": [
        "perplexity",
        "chatgpt",
        "claude",
        "grok",
        "gemini"
      ],
      "maxItems": 5,
      "minItems": 1,
      "description": "AI platforms to compare. Executes in parallel for speed. Default: all 5 platforms.",
      "uniqueItems": true
    },
    "targetUrl": {
      "type": "string",
      "format": "uri",
      "description": "Optional: Your website URL to track its visibility and ranking across all selected platforms"
    }
  }
}
Output Response
{
  "type": "object",
  "properties": {
    "prompt": {
      "type": "string",
      "description": "The prompt that was tracked"
    },
    "results": {
      "type": "object",
      "description": "Platform-keyed results object",
      "additionalProperties": {
        "type": "object",
        "properties": {
          "metadata": {
            "type": "object"
          },
          "position": {
            "type": "number",
            "nullable": true
          },
          "responseQuality": {
            "type": "number",
            "nullable": true
          }
        }
      }
    },
    "analysis": {
      "type": "object",
      "properties": {
        "visibleOn": {
          "type": "number"
        },
        "bestPlatform": {
          "type": "string",
          "nullable": true
        },
        "averageQuality": {
          "type": "number",
          "nullable": true
        },
        "totalPlatforms": {
          "type": "number"
        },
        "visibilityRate": {
          "type": "string"
        },
        "averagePosition": {
          "type": "number",
          "nullable": true
        },
        "recommendations": {
          "type": "array",
          "items": {
            "type": "string"
          }
        }
      }
    },
    "platforms": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "targetUrl": {
      "type": "string",
      "nullable": true
    },
    "timestamp": {
      "type": "string",
      "format": "date-time"
    }
  }
}

Direct API Access

Production-ready REST endpoints for custom integrations.

POSTServer Metadata
/api/v1/llm-prompt-tracker
curl "https://connect.mcp360.ai/api/v1/llm-prompt-tracker" \
  -H "Authorization: Bearer YOUR_API_KEY"
POSTExecute Tool
/api/v1/llm-prompt-tracker/{tool_name}
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": "string"
}'
Authentication

To authenticate, include your API key in the Authorization header using the Bearer scheme. Alternatively, you can use the X-API-KEY header.

Infrastructure

Unified MCP Gateway

One hub for 100+ production-ready tools with centralized management.

Unified API Key

Access 100+ MCP servers with a single authentication token.

Instant Testing

Test and debug any MCP server instantly in our integrated environment.

Centralized Billing

One monthly subscription for all your AI tool integrations and credits.

Scenarios

Standard Use Cases

Use llm observability tools to log every prompt, model response, latency, and token usage in one centralized tracking system
Track llm prompt performance over time to identify which prompt versions produce the most accurate, relevant, and cost-efficient outputs
Integrate an LLM prompt tracker into CI/CD pipelines to detect prompt regressions before they reach production AI features
Monitor LLM usage costs by tracking token consumption per prompt, user, and feature to optimize spend and enforce usage budgets
Build a structured prompt version history with the LLM prompt tracker to A/B test prompt variations and roll back underperforming changes

Frequently Asked Questions

What is LLM Prompt Tracker?

LLM Prompt Tracker is an MCP server that provides structured access to llm prompt tracker capabilities through a standardized protocol, enabling AI models to retrieve and process real-time data.

Which AI models are supported?

Any model that supports MCP protocol including Claude (via Claude Desktop), GPT-4, Gemini, and open-source LLMs through compatible frameworks.

How do I authenticate?

The server supports OAuth 2.0 authentication with API keys. You'll receive credentials upon registration which can be configured in your MCP client.

Is there rate limiting?

Yes, rate limits apply based on your subscription tier. Free tier includes generous limits for development, with higher limits available in paid plans.

Can I use this in production?

Absolutely. LLM Prompt Tracker is designed for production use with enterprise-grade reliability, security, and performance.

Deploy AI agent with LLM Prompt Tracker today.

Start building production-ready AI agent integrations in minutes with standardized protocol access.

Get Started FreeDocumentation
Enterprise Ready
Secure OAuth
24/7 Support