Agent First public-data Skills: from tasks to MCP
A hub guide to UnifAPI's Skills-first model: task workflows for agents, MCP as the connection path, and public-data APIs as the evidence layer.
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Notes from building Agent First public-data Skills
Skills, MCP patterns, KOL pricing, public-data economics, and lessons from the live platforms that agents call.
Using ChatGPT, Claude Code or another client? See the setup steps
How to run a KOL pricing agent with MCP
A KOL pricing playbook for X creators: inputs, MCP setup, prompt, output template, cost math, confidence rules and public-data limits.
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UnifAPI vs TinyFish: public-data Skills vs. browser agents
TinyFish-style browser agents operate websites. UnifAPI gives agents structured public data and Skills behind MCP. Here's when to use each.
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UnifAPI vs Browserbase / Stagehand: public-data Skills vs. browser agents
Browserbase + Stagehand drive agents through websites. UnifAPI gives agents public-data Skills and HTTP records. Pick by whether the task needs a browser.
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UnifAPI vs Exa: platform-native public data vs. neural web search
Exa is neural web search; UnifAPI gives agents platform-native public records and Skills for creator research, KOL pricing and social listening.
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Why public-data Skills need a unified response envelope
Every platform returns a different response shape. UnifAPI puts them behind one envelope so Skills can call, compare and recover reliably.
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MCP catalog tool design: from dozens of endpoints to a large operation set
How UnifAPI grew from dozens of endpoints to a large public-data operation set behind three MCP catalog tools — and why Skills hide the complexity.
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The minimum viable agent stack for public data Skills
A practical architecture guide for public-data Skills: agent client, MCP runtime, unified data layer, observability, cost controls, and failure boundaries.
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Build a Reddit research agent with UnifAPI + MCP (no code required)
Build a working Reddit research Skill in one MCP prompt: inspect feeds, fetch top comments and summarize, from any MCP-capable agent.
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Give agents public TikTok, Instagram, and YouTube data through Skills
Use public TikTok, Instagram and YouTube records in creator-research and social-listening Skills — through MCP first, HTTP when you productize.
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UnifAPI vs Firecrawl / Tavily: page readers vs. public-data Skills
Firecrawl and Tavily read web pages for agents; UnifAPI gives agents public social records and task Skills like KOL pricing and social listening.
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UnifAPI vs SerpAPI: search specialists vs. public-data Skills
SerpAPI is a focused SERP wrapper; UnifAPI is a Skill-first public social data layer for creator research, KOL pricing and competitive intel.
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