Market Opportunity
Too-late discovery of new AI agents & MCPs — real-time aggregated feed targets a $38.4B = 24M developers x $1,600 annual spend on developer tools, discovery and productivity subscriptions total addressable market with medium saturation and a year-over-year growth rate of 40%+ adoption growth for AI tooling/discovery segments driven by agent & model proliferation.
Key trends driving demand: Agentization of software -- more autonomous agents and orchestration frameworks create many small, rapidly evolving projects that are hard to track.; Embedded/semantic search -- embeddings and vector search make relevance scoring and surfacing new, niche projects feasible and accurate.; Community-first open-source growth -- major innovation now appears first in GitHub/Reddit/HN rather than centralized marketplaces, increasing need for aggregation.; Shift to APIs & programmatic access -- teams want feeds and APIs for CI, monitoring, and integration into developer workflows..
Key competitors include FutureTools, AI Tool Tracker / AI directories (aggregate sites), Hugging Face, GitHub Trending / Native Search & Product Hunt.
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