GitMCP is a developer tool that instantly generates Model Context Protocol (MCP) servers for public GitHub repositories. It enables AI coding assistants to access and understand codebase context by converting standard GitHub URLs into MCP-compatible endpoints. The service integrates with popular AI tools like Claude, Cursor, and VS Code to enhance code accuracy through deep repository awareness.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch GitMCP mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "GitMCP",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]