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Mireye (YC S26) Launches Infrastructure for Physical World AI Agents

Mireye, backed by Y Combinator, has launched an infrastructure platform providing AI agents with accurate data and tools for decision-making regarding physical locations. The service utilizes an API and MCP server to offer enriched location data, deterministic geometry tools, and real-time signals, addressing the hallucination issues often found in frontier models when querying specific places.

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Mireye: Building the Data Infrastructure for Physical-World AI Agents

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Mireye (YC S26) launches a unified API and MCP server, providing AI agents with cited physical-world data, enriched fields, and deterministic tools, covering US federal data sources, and supporting field requests and queue building.

  • Mireye offers a unified API and MCP server for physical-world AI agents, with data coverage across the US and drive-time analysis covering the US and Canada.
  • Every field returns source name, URL, fetch timestamp, and confidence score, ensuring traceability.
  • Free tier provides 5,000 credits per month; paid plans start at $19/month with no overage risk.
Open section navigationCore Problem: How Can AI Agents Reliably Obtain Physical-World Context?

Core Problem: How Can AI Agents Reliably Obtain Physical-World Context?

Mireye's launch addresses a pain point: general AI agents (like Claude) often lack real-time data access when answering physical-world questions, providing only rough estimates based on common sense. For example, without Mireye, asking Claude for the elevation of a coordinate in New York yields only a vague answer like "roughly sea level to 10-50 meters," with no source or timestamp.

Mireye claims that through its API and MCP tools, agents can obtain precise answers such as "elevation 13.03 meters (NAVD88 datum)" with source (USGS_3DEP_COG), fetch time (2026-07-28), and confidence (medium). This demonstrates its core value: transforming physical-world data into cited, deterministic facts.

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Credibility boundary

This report is based on Mireye's official launch information (Hacker News Launch HN and official website), which is a first-party source. All product features, data source counts, and pricing are self-reported by the company and have not been independently verified, so they are marked as source claims rather than confirmed facts.

Sources for this version

  1. Launch HN: Mireye (YC S26) - Infrastructure for Physical World AI AgentsHacker News (AI filter)

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Hacker News (AI filter)

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