Ndea

Ndea is an AI research and science laboratory founded by Francois Chollet (creator of the Keras deep learning library and the ARC-AGI benchmark) and Mike Knoop (co-founder of Zapier) with the mission of building frontier AI systems that blend intuitive pattern recognition and formal reasoning into a single unified architecture. Ndea treats program synthesis, enhanced by deep learning, as a pathway to artificial general intelligence, arguing that synthesizing discrete programs that explain observed data generalizes better from few examples than deep learning alone. Its stated ambition is to build a "factory for rapid scientific advancement." Both founders also serve on the board of the nonprofit ARC Prize Foundation. Ndea publishes no public API, developer portal, or SDK at this time; this profile tracks the company's public web surface and is added to the API Evangelist network as a Menlo Ventures portfolio lead.

Ndea is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, AGI, Machine Learning, and Program Synthesis.

Ndea’s developer surface includes YouTube channel and 11 more developer resources.

🌐 Visit website 📡 Source on GitHub
4.0/100 minimal ▬ flat Agent 0/100 human only Front door AI 5/6 prominent Full breakdown ↓
scored 2026-09-25 · rubric v0.23.0
0 APIs
CompanyArtificial IntelligenceAGIMachine LearningProgram SynthesisDeep LearningReasoningResearch LabScience

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-09-25 · rubric v0.23.0
Composite quality — 4.0/100 · minimal
Contract Quality 0.0 / 21
Developer Ergonomics 0.0 / 17
Access Clarity 0.0 / 17
Operational Transparency 0.0 / 11
Contract Governance 0.0 / 10
Discoverability 4.7 / 9
Regulatory Posture 0.8 / 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 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/.
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/ndea: 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.

Ndea Domain Security

TLSv1.3

SECURITY

Resources

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt
LLMsTxt
 WellKnown
WellKnown

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity
DomainSecurity

Learn 1

Tutorials, courses, talks, and written guidance

YouTube
YouTube

Operate 1

Status, limits, changes, and where to get help

Contact
Contact

Company 5

The organization behind the API

Website
Website
 About
About
 Jobs
Jobs
 Twitter
Twitter
 Careers
Careers

Other 2

Properties that don't map to a standard resource type

Podcast
Podcast
 X
X

Source (apis.yml)

apis.yml Raw ↑ 
aid: ndea
name: Ndea
description: Ndea is an AI research and science laboratory founded by Francois Chollet (creator of the Keras deep learning
  library and the ARC-AGI benchmark) and Mike Knoop (co-founder of Zapier) with the mission of building frontier AI systems
  that blend intuitive pattern recognition and formal reasoning into a single unified architecture. Ndea treats program synthesis,
  enhanced by deep learning, as a pathway to artificial general intelligence, arguing that synthesizing discrete programs
  that explain observed data generalizes better from few examples than deep learning alone. Its stated ambition is to build
  a "factory for rapid scientific advancement." Both founders also serve on the board of the nonprofit ARC Prize Foundation.
  Ndea publishes no public API, developer portal, or SDK at this time; this profile tracks the company's public web surface
  and is added to the API Evangelist network as a Menlo Ventures portfolio lead.
deliveryModel:
  model: unknown
  open_source: false
  commercial: false
  callable_host: false
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - none
  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://ndea.com/media/images/ndea-og-image.jpg
url: https://raw.githubusercontent.com/api-evangelist/ndea/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- menlo-ventures
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-08-08'
tags:
- Company
- Artificial Intelligence
- AGI
- Machine Learning
- Program Synthesis
- Deep Learning
- Reasoning
- Research Lab
- Science
tags_raw:
- Company
- Artificial Intelligence
- AGI
- Machine Learning
- Program Synthesis
- Deep Learning
- Reasoning
- Research Lab
- Science
- Machine-Learning
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Website
  url: https://ndea.com
- type: About
  url: https://ndea.com/about
- type: Jobs
  url: https://ndea.com/jobs
- type: Contact
  url: https://ndea.com/contact
- type: Twitter
  url: https://x.com/ndea
- type: YouTube
  url: https://www.youtube.com/@ndeainc
- type: Podcast
  url: https://open.spotify.com/show/67zmiUKRMLQApaMnxpsHKY
- type: DomainSecurity
  url: security/ndea-domain-security.yml
- type: LLMsTxt
  url: llms/ndea-llms.txt
- type: WellKnown
  url: well-known/ndea-well-known.yml
- type: Careers
  url: https://ndea.com/jobs
- type: X
  url: https://x.com/ndea
x-enrichment:
  date: '2026-07-20'
  status: minimal
  artifacts_added: 2
  pass: local-v1
x-merged-from:
- ndea-com

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