# Oraliva

**Canonical:** https://apis.io/providers/oraliva/  
**Website:** https://oraliva.com/  
**APIs profiled:** 0

OraLiva, Inc. is a dental diagnostics company developing an AI-powered oral cancer and dysplasia detection system for use during routine dental visits. Its ONC In-Cyt platform pairs a minimally-invasive brush biopsy with deep-learning cytology trained on more than 13 million cell images to score early malignancy risk. The company emerged from NIH-funded research at NYU by Dr. John T. McDevitt and is a portfolio company of DCVC. It is a medical-diagnostics (medtech/healthtech) company with no public developer, API, or technical surface at this time.

## Kin Score — 3.6 / 100 (minimal)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 3.6).

| Facet | Score |
|---|---|
| Discoverability | 50.0 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 0.0 |
| Developer Ergonomics | 7.1 |
| Commercial Clarity | 0.0 |
| Access Clarity | 0.0 |

Regulatory layer — **Health**: 0.0 (matched via tags).

## Agent readiness — 0.0 (human-only)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | no |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | no |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Unknown — onboarding: unknown, pricing: unknown, trial: no (confidence: low).

## Tags

Company, Diagnostics, Oral Cancer, Cytology, Artificial Intelligence, Healthcare, Medical Devices, Dental

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/oraliva/). Scores are computed from the provider's own public artifacts under a published rubric.