Good Driver website screenshot

Good Driver

Good Driver Club (formerly Good Driver Mutuality) is an insurtech company backed by Ribbit Capital and Hedosophia. It runs a membership-based, cost-sharing alternative to traditional collision and comprehensive auto coverage: members pay weekly pledges into a shared community pool that covers vehicle damage from accidents, weather, theft, and other qualifying events across 5,000+ partner repair shops nationwide, and accident-free members keep their unused pledge balances as savings. It is explicitly not insurance. The product is delivered through a consumer mobile app (Good Driver Club on Google Play); the company publishes no public developer API, OpenAPI, or documentation surface at this time.

Good Driver is profiled on the APIs.io network. Tagged areas include Company, Insurtech, Auto Insurance, Financial Services, and Mobile App.

Good Driver’s developer surface includes engineering blog, signup flow, and 4 more developer resources.

16.5/100 emerging ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-07-27 · rubric v0.5
0 APIs
CompanyInsurtechAuto InsuranceFinancial ServicesMobile AppConsumerVehicle Coverage

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-07-27 · rubric v0.5
Composite quality — 16.5/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 0.4 / 20
Commercial Clarity 6.8 / 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/good-driver: 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.

Good Driver Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Get Started 1

Portal, sign-up, and the first successful call

Access & Security 1

Authentication, authorization, and security posture

Commercial 2

Pricing, plans, and the legal terms of use

Company 2

The organization behind the API

Source (apis.yml)

apis.yml Raw ↑
aid: good-driver
name: Good Driver
description: 'Good Driver Club (formerly Good Driver Mutuality) is an insurtech company backed by Ribbit Capital and Hedosophia.
  It runs a membership-based, cost-sharing alternative to traditional collision and comprehensive auto coverage: members pay
  weekly pledges into a shared community pool that covers vehicle damage from accidents, weather, theft, and other qualifying
  events across 5,000+ partner repair shops nationwide, and accident-free members keep their unused pledge balances as savings.
  It is explicitly not insurance. The product is delivered through a consumer mobile app (Good Driver Club on Google Play);
  the company publishes no public developer API, OpenAPI, or documentation surface at this time.'
url: https://raw.githubusercontent.com/api-evangelist/good-driver/refs/heads/main/apis.yml
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://framerusercontent.com/images/RWPgUUccTwQ8gLNdhOoiWMYFnk.png
x-type: company
x-source: vc-portfolio
x-backed-by:
- ribbit-capital
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.20'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Insurtech
- Auto Insurance
- Financial Services
- Mobile App
- Consumer
- Vehicle Coverage
common:
- type: DomainSecurity
  url: security/good-driver-domain-security.yml
- type: Website
  url: https://www.gooddriver.ai/
- type: TermsOfService
  url: https://www.gooddriver.ai/terms-of-service/
- type: PrivacyPolicy
  url: https://www.gooddriver.ai/privacy-policy/
- type: Blog
  url: https://www.gooddriver.ai/blog
- type: SignUp
  url: https://play.google.com/store/apps/details?id=io.gomutual.prod
apis: []
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