The minimum viable agent stack for public web data in 2026
Four pieces every public-data agent needs in 2026: a model, an MCP runtime, a unified data API, and observability. Here's a sample stack.
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Notes from building the public-data API for agents
Pricing decisions, MCP patterns, lessons from the platforms we wrap. Written for builders.
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Build a Reddit research agent with UnifAPI + MCP (no code required)
A working Reddit research agent in one MCP prompt: search, fetch top comments, summarize. Runs from Claude Desktop or Cursor at $0.001 per record.
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Giving AI agents public data from TikTok, Instagram, and YouTube
A practical guide to wiring TikTok, Instagram, and YouTube public-data into agents — endpoints, unified request shape, pagination, and cost math.
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