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Wes Shields

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I build reliable, agent-native data tools — small Actors that turn public sources with no clean API into structured data AI agents can call and trust.

ACTOR STATS

1 public Actor

2 total users

>99% runs succeeded

Reliable data tools for AI agents 🛠️

I build small, single-purpose Actors that turn human-first public data sources — the government portals, procurement sites, and record systems that were never built for machines — into clean, structured data an AI agent can call and trust.

What I care about

  • ✅ Correctness over flash. Every tool is scored against an independent answer key before it ships. "Has code" isn't "works" — if it can't hit ≥95% field accuracy with zero silent failures, it doesn't get listed.
  • ⚡ Reliability is the product. Valid structured output every run — metered, rate-limited, cost-capped.
  • 💸 Priced to use. Pay-per-event and undercut on price. You shouldn't pay a premium for public data.

What I'm building: a growing shelf of agent-native tools for underserved public-data niches — government bids & procurement, permits, licensing, and more.

Need a source made agent-callable? If there's a site your agents can't reliably pull from, that's what I build. Reach out.

Public Actors