Atlas Discovery
Atlas Discovery is an AI-powered biotechnology company (Y Combinator Summer 2026) building foundation models of human patient biology to predict how people will respond to drugs in clinical trials. Nine of ten drugs fail in trials because no animal model or cell in a dish reliably predicts a human response; Atlas Discovery trains models on preclinical and clinical data to improve trial design and rescue stalled drug programs. Its research spans single-cell representation learning (ExpressionVAE) and clinical response prediction, with work presented at ICLR '26, ICML '26, and CSHL '26. The company is an early-stage research lab with no public API, developer program, or product surface yet; this profile is maintained in the API Evangelist network as a portfolio lead awaiting a public developer offering.
Index entry only — little beyond a description and a link, and nothing machine-readable enough for an agent to act on without a human reading the site first.
API Evangelist profiles Atlas Discovery the way a machine reads it — 1 machine-readable artifact, pulled from the provider's own public surface and indexed so a developer, an analyst, or an AI agent can evaluate it against every other provider on the network.
Every provider in the network is reduced to the same set of machine-readable artifacts — OpenAPI contracts, event specifications, GraphQL schemas, runnable collections, pricing and rate-limit signals, security posture, OAuth scopes, and the agent surfaces (MCP servers and skills) that let software drive the API on its own. We profile them because the interface is the part of a company you can actually inspect: it is a truer signal of what a provider does than any marketing page. From those artifacts we compute the Kin Score — Atlas Discovery scores 8.1/100 (minimal), with a separate agent-readiness read of 0/100 (human only). The full breakdown is below, followed by every artifact we hold — each card links through to its machine-readable definition on apis.io.
Kin Score
This is the API Evangelist rating — a single, repeatable read computed from the artifacts on this page. Green fill is points earned; the red track is points possible, so every bar shows earned-versus-possible at a glance.
How we profile Atlas Discovery
Each block below is one kind of artifact we hold for Atlas Discovery. For each we say what it is and why it earns a place in the profile, then list every one we've indexed — capped at two rows, scroll within the panel for the rest.
Security Posture 1
Authentication, domain security, vulnerability disclosure, and trust-center signals — the evidence that a provider takes security seriously enough to document it. We profile it because you can't govern what you can't see.
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Resources
Every other property we hold for Atlas Discovery — documentation, portals, status pages, policies, and corporate surface — grouped by the job it does, following the integrator's arc from getting started to running in production.
Access & Security 1
Authentication, authorization, and security posture
Company 4
The organization behind the API
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