Sift

Sift provides a real‑time fraud prevention platform that stops payment fraud and account takeover. It offers transparent workflows, global data, and expert analysts, delivering machine‑learning‑driven risk decisions via APIs and dashboards. The service protects e‑commerce, fintech, and digital businesses with customizable rules, scoring, and extensive reporting.

Sift is listed with 1 API on the APIs.io network. Tagged areas include Company, Fraud Prevention, Real-time, Machine Learning, and API.

The Sift catalog on APIs.io includes 1 JSON-LD context and 1 Spectral governance ruleset.

Sift’s developer surface includes engineering blog, documentation, and 17 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

25.5/100 emerging Agent 39/100 agent ready Full breakdown ↓
scored 2026-10-31 · rubric v0.25.0 · Show this score on your site →

1 API

Company Fraud PreventionReal-timeMachine LearningAPI

Kin Score

Kin Score How this is scored →
scored 2026-10-31 · rubric v0.25.0

Composite quality — 25.5/100 · emerging

Contract Quality 4.6 / 21

Developer Ergonomics 3.6 / 17

Access Clarity 2.7 / 17

Operational Transparency 2.9 / 11

Contract Governance 2.2 / 10

Discoverability 5.0 / 9

Regulatory Posture 3.0 / 15

Agent readiness — 39/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 4 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 6 / 6

Protected Resource Metadata 5 / 5

Registration Without a Human 6 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 5

Distinct Operations 3 / 3

Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) 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/.

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Agent readiness — checks not met, largest first (exact, from this profile):

MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes
Rate-Limit Signaling +7 pts — OpenAPI responses document X-RateLimit-* / RateLimit headers (verified), else a rate_limits artifact or RateLimits link (documented)

6 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 21.6 — up to +19.6 composite points
Access Clarity scores 15.8 — up to +16.8 composite points
Developer Ergonomics scores 21.4 — up to +15.7 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

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 the provider profile at artifacts.apis.io/siftscience-com/apis.yml: open an issue on github.com/api-evangelist/siftscience-com to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

APIs 1

Individual APIs this provider publishes, each with its own machine-readable definition.

Sift API

Sift API as documented publicly: 11 operations. Contract generated from the documentation by API Evangelist (2026-10-26); not the provider's own document.

Semantic Vocabularies 1

JSON-LD contexts and semantic vocabularies used across these APIs.

Siftscience Com Context

10 classes · 5 properties

JSON-LD

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Sift API Rules

11 rules · 9 errors 1 warnings 1 info

SPECTRAL

JSON Schema 6

Standalone JSON Schema definitions for this provider's data models.

GetV3AccountsAccountidSessionsSessionidResponse

3 properties

JSON SCHEMA

PostV203EventsRequest

3 properties

JSON SCHEMA

PostV203EventsResponse

3 properties

JSON SCHEMA

PostV204EventsRequest

3 properties

JSON SCHEMA

PostV3AccountsIdDevicesIdResponse

1 properties

JSON SCHEMA

PutV3AccountsAccountidDevicesDeviceidLabelRequest

1 properties

JSON SCHEMA

Security Posture 2

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

Siftscience Com Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Siftscience Com Trust Center

SOC 2, ISO 27001, GDPR

SECURITY

Resources

Get Started 1

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

WellKnown

WellKnown

Design & Contract 5

Pagination, idempotency, versioning, errors, and events

Spectral

JSONLD

Vocabulary

DataModel

Conformance

Access & Security 4

Authentication, authorization, and security posture

SecurityTxt

Compliance

TrustCenter

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

StatusPage

StatusPage

Company 3

The organization behind the API

Newsroom

Newsroom

Blog

Blog

Website

Website

Other 2

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: siftscience-com
name: Sift
image: https://sift.com/wp-content/uploads/2026/07/Digital-Fraud-Prevention-Risk-Based-Authentication-Sift.png
description: Sift provides a real‑time fraud prevention platform that stops payment fraud and account takeover. It offers
  transparent workflows, global data, and expert analysts, delivering machine‑learning‑driven risk decisions via APIs and
  dashboards. The service protects e‑commerce, fintech, and digital businesses with customizable rules, scoring, and extensive
  reporting.
url: https://raw.githubusercontent.com/api-evangelist/siftscience-com/refs/heads/main/apis.yml
x-type: company
x-source: harvest:vc-portfolio
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-26 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-25'
modified: '2026-10-25'
tags:
- Company
- Fraud Prevention
- Real-time
- Machine Learning
- API
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: SecurityTxt
  url: well-known/siftscience-com-status-security.txt
- type: Spectral
  url: rules/siftscience-com-rules.yml
- type: JSONLD
  url: json-ld/siftscience-com-context.jsonld
- type: Vocabulary
  url: vocabulary/siftscience-com-vocabulary.yml
- type: DataModel
  url: data-model/siftscience-com-data-model.yml
- type: Compliance
  url: https://trust.siftscience.com/
- type: Conformance
  url: conformance/siftscience-com-conformance.yml
- type: LLMsTxt
  url: llms/siftscience-com-llms.txt
- type: WellKnown
  url: well-known/siftscience-com-well-known.yml
- type: Hosts
  url: hosts/siftscience-com-hosts.yml
- type: Vendors
  url: vendors/siftscience-com-vendors.yml
- type: StatusPage
  url: https://status.sift.com/?_gl=1*1i2xc1z*_gcl_au*MTU1MjA1MDc5Ny4xNzI5MDEwMTg3*_ga*NDU5MTA0MjYwLjE3MjkwMTAxODc.*_ga_R8SV2EK5NZ*MTczMjkxMjI5Ny44NS4xLjE3MzI5MTI3OTguNTkuMC4w
- type: Newsroom
  url: https://sift.com/company/newsroom/
- type: DeveloperPortal
  url: https://developers.sift.com/?_gl=1*1xozy3y*_gcl_au*ODE1MTM0MDY0LjE3NzkyMTkyNTIuNDc3NzU2NTIxLjE3ODI5MzM0MjMuMTc4MjkzNTM0OA..*_ga*MTI3MDM3NDI2NS4xNzcwNjU0MjYz*_ga_R8SV2EK5NZ*czE3ODQxMjI3ODUkbzIxNCRnMSR0MTc4NDEyMzU3NyRqNTkkbDAkaDA.
- type: Blog
  url: https://sift.com/blog/
- type: Documentation
  url: https://developers.siftscience.com/
- type: TrustCenter
  url: security/siftscience-com-trust-center.yml
- type: DomainSecurity
  url: security/siftscience-com-domain-security.yml
- type: Website
  url: https://siftscience.com/
apis:
- aid: siftscience-com:siftscience-com-api
  name: Sift API
  description: 'Sift API as documented publicly: 11 operations. Contract generated from the documentation by API Evangelist
    (2026-10-26); not the provider''s own document.'
  humanURL: https://developers.sift.com/docs/v204/curl/events-api
  properties:
  - type: OpenAPI
    url: openapi/_ae-authored/siftscience-com-openapi-generated.yml
    x-provenance: generated
  - type: JSONSchema
    url: json-schema/siftscience-com-get-v3-accounts-accountid-sessions-sessionid-response-schema.json
  - type: JSONSchema
    url: json-schema/siftscience-com-post-v3-accounts-id-devices-id-response-schema.json
  - type: JSONSchema
    url: json-schema/siftscience-com-post-v203-events-request-schema.json
  - type: JSONSchema
    url: json-schema/siftscience-com-post-v203-events-response-schema.json
  - type: JSONSchema
    url: json-schema/siftscience-com-post-v204-events-request-schema.json
  - type: JSONSchema
    url: json-schema/siftscience-com-put-v3-accounts-accountid-devices-deviceid-label-request-schema.json
x-backed-by:
- insight-partners
x-coverage:
  state: unreadable
  reason: js-rendered-docs
  detail: Documentation is served as JavaScript‑rendered HTML with no machine‑readable OpenAPI spec discovered.
  evidence:
  - url: https://sift.com/docs/
    status: 200
  checked: '2026-10-26'
x-enrichment:
  date: '2026-10-26'
  status: enriched
  artifacts_added: 23
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

Sift API — frequently asked questions

Does Sift have an API?

Yes. APIs.io lists 1 API from Sift, including Sift API.

Is there an OpenAPI specification for the Sift API?

Yes. APIs.io indexes 1 OpenAPI specification for Sift, each linked for download from this page.

Is the Sift API ready for AI agents?

Sift has a Kin Score of 25.5 out of 100 (emerging) and an Agent Readiness score of 38.8 (agent-ready), scored by API Evangelist on 2026-10-31.

Work with this as data

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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.

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