Traditional social listening tools completely break down when tracking common-word brands or highly technical topics, drowning you in thousands of completely irrelevant notifications. Octolens fixes this by operating as a specialized social data layer for B2B SaaS and developer tools, scanning high-intent hubs like Reddit, Hacker News, GitHub, and tech podcasts. Its core strength lies in its AI relevance scoring engine, which analyzes found mentions against your specific business context to tag intent (such as buying signals or churn risks) and filters out the noise. Combined with an open Model Context Protocol (MCP) server, it allows you to pipe clean, structured JSON social telemetry straight into your engineering workflows or internal AI agents seamlessly.