Atlas Discovery website screenshot

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.

Atlas Discovery is profiled on the APIs.io network. Tagged areas include Company, Biotechnology, Drug Discovery, Artificial Intelligence, and Machine Learning.

Atlas Discovery’s developer surface includes engineering blog and 4 more developer resources.

🌐 Visit website 📡 Source on GitHub
8.1/100 minimal ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-07-27 · rubric v0.5
0 APIs
CompanyBiotechnologyDrug DiscoveryArtificial IntelligenceMachine LearningClinical TrialsFoundation ModelsLife Sciences

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-07-27 · rubric v0.5
Composite quality — 8.1/100 · minimal
Contract Quality 0.0 / 25
Developer Ergonomics 0.4 / 20
Commercial Clarity 0.0 / 20
Operational Transparency 0.0 / 13
Governance 0.0 / 12
Discoverability 6.8 / 10
Agent readiness — 0/100 · human only
Machine-Readable Contract 0 / 18
Agentic Access Contract 0 / 15
MCP Server 0 / 12
Machine-Readable Auth 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling 0 / 7
Typed Event Surface 0 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/atlas-discovery: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

Security Posture 1

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Atlas Discovery Domain Security

TLSv1.3 · HSTS

SECURITY

Resources

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity
DomainSecurity

Company 4

The organization behind the API

Website
Website
 Blog
Blog
 LinkedIn
LinkedIn
 Twitter
Twitter

Source (apis.yml)

apis.yml Raw ↑ 
aid: atlas-discovery
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source: []
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/atlas-discovery.png
name: Atlas Discovery
description: 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.
url: https://raw.githubusercontent.com/api-evangelist/atlas-discovery/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- y-combinator
- pear-ventures
- glasswing-ventures
x-yc-batch: Summer 2026
x-location: San Francisco, CA
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.20'
created: '2026-07-17'
modified: '2026-07-18'
tags:
- Company
- Biotechnology
- Drug Discovery
- Artificial Intelligence
- Machine Learning
- Clinical Trials
- Foundation Models
- Life Sciences
apis: []
common:
- type: DomainSecurity
  url: security/atlas-discovery-domain-security.yml
- type: Website
  url: https://atlasdiscovery.bio
- type: Blog
  url: https://atlasdiscovery.bio/blog.html
- type: LinkedIn
  url: https://www.linkedin.com/company/atlas-discovery
- type: Twitter
  url: https://x.com/atlasdiscovery0
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence