IVD

IVD (Intent‑Verified Development) provides an open‑source framework that lets AI agents verify their own outputs before code is generated. By defining intent artifacts with constraints and automated tests, IVD ensures compliance with policies such as the EU AI Act, reduces hallucinations, and integrates with tools like Cursor, Claude, and VS Code. The platform offers 19 core tools for intent creation, validation, discovery, and judgment, plus a suite of compliance utilities, all available free for individuals and self‑hosted or via a hosted server.

IVD is listed with 1 API on the APIs.io network. Tagged areas include Artificial Intelligence, IntentVerification, Development Tools, Open Source, and Compliance.

IVD’s developer surface includes documentation and 8 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

13.0/100 emerging Agent 3/100 human only Full breakdown ↓
scored 2026-11-13 · rubric v0.28.0 · Show this score on your site →

1 API

Artificial IntelligenceIntentVerificationDevelopment Tools Open Source Compliance

Kin Score

Kin Score How this is scored →
scored 2026-11-13 · rubric v0.28.0

Composite quality — 13.0/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 1.6 / 17

Access Clarity 2.9 / 17

Operational Transparency 0.5 / 11

Contract Governance 1.9 / 10

Discoverability 4.6 / 9

Regulatory Posture 1.8 / 15

Agent readiness — 3/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 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

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

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):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document Ask about this →
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author Ask about this →
Machine-Readable Auth +10 pts — a served openid-configuration/oauth-authorization-server carrying `issuer` (served), else the securitySchemes class in the provider OpenAPIs — bound (mutualTLS, DPoP, Signature) > negotiable (oauth2 authorizationCode/clientCredentials, openIdConnect) > bearer (http bearer, apiKey) Ask about this →
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) Ask about this →
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes Ask about this →
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0 Ask about this →

12 more unmet checks in the Agent Readiness table above.

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

Contract Quality scores 0.0 — up to +25.0 composite points Ask about this →
Developer Ergonomics scores 9.5 — up to +18.1 composite points Ask about this →
Access Clarity scores 17.0 — up to +16.6 composite points Ask about this →

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.

Not sure how this applies to your stack? Ask about any one item. Kin Lane reads every question, looks at your profile and your situation, and replies with what a fix would take — scoped to that one area, priced up front, yours whether you ship it or not. Ask a question →

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/ivdframework-dev/apis.yml: open an issue on github.com/api-evangelist/ivdframework-dev 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 →

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

Model Context Protocol (MCP)

measured — observed by APIs.io (documented)

APIs 1

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

IVD API

IVD framework API providing access to the Intent‑Verified Development platform.

Security Posture 1

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

IVD Domain Security

TLSv1.3

SECURITY

Resources

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Conformance

Conformance

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

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 1

The organization behind the API

Website

Website

Other 2

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: ivdframework-dev
name: IVD
description: IVD (Intent‑Verified Development) provides an open‑source framework that lets AI agents verify their own outputs
  before code is generated. By defining intent artifacts with constraints and automated tests, IVD ensures compliance with
  policies such as the EU AI Act, reduces hallucinations, and integrates with tools like Cursor, Claude, and VS Code. The
  platform offers 19 core tools for intent creation, validation, discovery, and judgment, plus a suite of compliance utilities,
  all available free for individuals and self‑hosted or via a hosted server.
url: https://artifacts.apis.io/ivdframework-dev/apis.yml
x-type: company
x-source: harvest:mcp-registry
x-tier: profiled
x-tier-reason: enrichment pass 2026-11-12 (modular-v1; was harvest)
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  probe_state: unreadable
  source:
  - security
  generated: '2026-11-13'
  method: derived
specificationVersion: '0.20'
created: '2026-11-12'
modified: '2026-11-12'
tags:
- Artificial Intelligence
- IntentVerification
- Development Tools
- Open Source
- Compliance
tags_raw:
- AI
- IntentVerification
- DevelopmentTools
- OpenSource
- Compliance
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Conformance
  url: conformance/ivdframework-dev-conformance.yml
- type: Hosts
  url: hosts/ivdframework-dev-hosts.yml
- type: Vendors
  url: vendors/ivdframework-dev-vendors.yml
- type: DomainSecurity
  url: security/ivdframework-dev-domain-security.yml
- type: Website
  url: https://ivdframework.dev/
- type: Documentation
  url: https://ivdframework.dev/docs/positioning.html
- type: GitHubOrganization
  url: https://github.com/leocelis/ivd
- type: TermsOfService
  url: https://github.com/leocelis/ivd/blob/main/TERMS_OF_SERVICE.md
- type: PrivacyPolicy
  url: https://github.com/leocelis/ivd/blob/main/PRIVACY_POLICY.md
apis:
- name: IVD API
  description: IVD framework API providing access to the Intent‑Verified Development platform.
  humanURL: https://ivdframework.dev/docs/positioning.html
  aid: ivdframework-dev:ivd
x-coverage:
  state: unreadable
  reason: no-machine-readable-spec
  detail: Provider documentation is static HTML with no OpenAPI, AsyncAPI, GraphQL, gRPC, or WSDL contracts available.
  evidence:
  - url: https://ivdframework.dev/docs/positioning.html
    status: 200
  checked: '2026-11-12'
x-enrichment:
  date: '2026-11-12'
  status: enriched
  artifacts_added: 10
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

IVD API — frequently asked questions

Does IVD have an API?

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

Is the IVD API ready for AI agents?

IVD has a Kin Score of 13.0 out of 100 (emerging) and an Agent Readiness score of 3.1 (human-only), scored by API Evangelist on 2026-11-13.

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

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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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