Distributional

Distributional is an a16z-backed company (security contact Scott Clark) tracked in the API Evangelist network. As of July 2026 distributional.com serves a pre-launch holding page ("Something new is coming") with no public API, backend, or authentication surface. The site does publish machine-readable discovery surfaces, however: an RFC 9116 security.txt at /.well-known/security.txt and an llms.txt with plain-markdown page twins for direct LLM ingestion. This profile captures those published surfaces and probed domain-security posture, and will be enriched further once the company launches a developer or API offering.

Distributional is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Machine Learning, AI Testing, and Reliability.

🌐 Visit website 📡 Source on GitHub
8.1/100 minimal ▬ flat Agent 7/100 human only Full breakdown ↓
scored 2026-07-23 · rubric v0.5
0 APIs
CompanyArtificial IntelligenceMachine LearningAI TestingReliabilityMLOps

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-07-23 · rubric v0.5
Composite quality — 8.1/100 · minimal
Contract Quality 0.0 / 25
Developer Ergonomics 0.0 / 20
Commercial Clarity 0.0 / 20
Operational Transparency 1.4 / 13
Governance 0.0 / 12
Discoverability 6.8 / 10
Agent readiness — 7/100 · 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 4 / 4
Consent & Bot Identity 3 / 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/distributional: 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 2

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

Distributional Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Distributional Vulnerability Disclosure

security.txt · contact published

SECURITY

Resources

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

WellKnown
WellKnown
 LLMsTxt
LLMsTxt

Access & Security 4

Authentication, authorization, and security posture

VulnerabilityDisclosure
VulnerabilityDisclosure
 Security
Security
 DomainSecurity
DomainSecurity
 SecurityTxt
SecurityTxt

Company 1

The organization behind the API

Website
Website

Source (apis.yml)

apis.yml Raw ↑ 
aid: distributional
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/distributional.png
name: Distributional
description: 'Distributional is an a16z-backed company (security contact Scott Clark) tracked in the API Evangelist network.
  As of July 2026 distributional.com serves a pre-launch holding page ("Something new is coming") with no public API, backend,
  or authentication surface. The site does publish machine-readable discovery surfaces, however: an RFC 9116 security.txt
  at /.well-known/security.txt and an llms.txt with plain-markdown page twins for direct LLM ingestion. This profile captures
  those published surfaces and probed domain-security posture, and will be enriched further once the company launches a developer
  or API offering.'
url: https://raw.githubusercontent.com/api-evangelist/distributional/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- a16z
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.20'
created: '2026-07-17'
modified: '2026-07-18'
tags:
- Company
- Artificial Intelligence
- Machine Learning
- AI Testing
- Reliability
- MLOps
apis: []
common:
- type: VulnerabilityDisclosure
  url: security/distributional-vulnerability-disclosure.yml
- type: Security
  url: well-known/distributional-security.txt
- type: DomainSecurity
  url: security/distributional-domain-security.yml
- type: Website
  url: https://distributional.com
- type: SecurityTxt
  url: well-known/distributional-security.txt
- type: WellKnown
  url: well-known/distributional-well-known.yml
- type: LLMsTxt
  url: llms/distributional-llms.txt
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