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.

🌐 Visit website 📡 Source on GitHub

11.4/100 emerging ▬ flat Agent 0/100 human only saas Full breakdown ↓
scored 2026-09-14 · rubric v0.22.0

0 APIs

Company Insurtech Auto Insurance Financial-Services Mobile App ConsumerVehicle Coverage

Kin Score

Kin Score How this is scored →
scored 2026-09-14 · rubric v0.22.0

Composite quality — 11.4/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 0.4 / 17

Access Clarity 5.8 / 17

Operational Transparency 0.0 / 11

Contract Governance 0.0 / 10

Discoverability 4.3 / 9

Regulatory Posture 3.2 / 15

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

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

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Regulatory Posture applies to this provider. Its tags matched the Insurance regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. 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. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

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

SignUp

SignUp

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Source (apis.yml)

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
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - pricing
  generated: '2026-08-28'
  method: derived
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: '0.23'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Insurtech
- Auto Insurance
- Financial-Services
- Mobile App
- Consumer
- Vehicle Coverage
tags_raw:
- 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

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this

find_providersBrowse and filter every provider in the catalog.
get_provider_artifactsEvery artifact this provider publishes, grouped by type.
get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
get_provider_ratingPRO — composite, band, trend and facet scores.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

All 92 tools →

Call it yourself

curl for this page

This provider

curl "https://apis.io/api/v1/providers/good-driver"

All providers

curl "https://apis.io/api/v1/providers?limit=25"

Every operation they expose

curl "https://apis.io/api/v1/providers/good-driver/operations?limit=25"

How their score was established

curl "https://apis.io/api/v1/providers/good-driver/evidence"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.