ContextQMD
contextqmd.comContextQMD is a local-first documentation package system designed for developers using CLI and MCP-compatible AI editors. It enables users to install, search, and retrieve version-aware documentation libraries directly on their machine, ensuring AI tools have accurate context without requiring API keys or network connectivity.
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 ContextQMD mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "ContextQMD", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]
