Model Context Standard
modelcontextstandard.ioModel Context Standard (MCS) is an enterprise-grade protocol designed to streamline Large Language Model (LLM) integrations by treating API connections as standardized drivers. It eliminates the need for custom wrapper servers and complex prompt engineering, allowing developers to connect any LLM to any API—including REST, GraphQL, and industrial protocols—using a single configuration file. The platform enhances security and scalability by abstracting credential management and reducing the overhead of maintaining multiple integration pipelines.
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 Model Context Standard mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "Model Context Standard", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]