Flyte

Flyte is a Kubernetes-native, open-source workflow orchestration platform for machine learning, data, and analytics pipelines. It provides reproducibility, type safety, strong versioning of tasks and workflows, and a multi-tenant control plane with native first-class scheduling on Kubernetes. Flyte is a Cloud Native Computing Foundation (CNCF) incubating project. Beyond the Python and Go SDKs, Flyte exposes a JSON-over-HTTP REST control-plane API (the Flyte Admin API) generated from the flyteidl protocol buffer definitions via gRPC-Gateway, which is used to register and manage projects, tasks, workflows, and launch plans, to create and inspect executions, to receive lifecycle events, and to read and write matchable attribute overrides.

Flyte publishes 12 API contracts indexed on the APIs.io network, including DataProxy API, Events API, Executions API, and 9 more. Tagged areas include CNCF, Data Orchestration, Kubernetes, Machine Learning, and Workflow Automation.

Flyte’s developer surface includes documentation, engineering blog, and 16 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

22.8/100 emerging ▬ flat Agent 15/100 agent aware Front door AI 6/6 dominant self hosted · Apache-2.0 Full breakdown ↓
scored 2026-10-17 · rubric v0.24.0

AccessFreemium

1 published contract

CNCF Data Orchestration Kubernetes Machine Learning Workflow Automation

What this lets a business do 1

Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →

Information & Data Management

BC-610

Executions

POST /api/v1/executions DELETE /api/v1/executions/{id.project}/{id.domain}/{id.name}

Kin Score

Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0

Composite quality — 22.8/100 · emerging

Contract Quality 5.9 / 16

Developer Ergonomics 1.5 / 13

Access Clarity 1.0 / 13

Operational Transparency 2.2 / 8

Contract Governance 0.0 / 8

Discoverability 3.7 / 7

Regulatory Posture 0.8 / 15

Open Source Surface 5.0 / 10

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 15/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 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 7 / 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.

Open Source Surface applies to this provider. This product is open source and we read its repository directly, so Open Source Surface carries 10 points of the composite. It is scored from what the repository actually publishes — a security policy, a contribution guide, a release history, a code of conduct — read live from the provider rather than inferred from our own catalog pointers. This facet adds; nothing was taken away to make room for it. An open-source project is not excused from the commercial facets, because exemption would strip it of the points it does earn. If we have the wrong repository, or this product is not open source, say so on your provider repo and we will drop the facet rather than have you publish against it.

Create-or-Update Ergonomics applies to this provider. This API accepts writes, so it carries 10 points of the composite. It is scored from the published contracts themselves: whether a caller can create-or-update in one call, whether the write accepts a key the caller already holds, and whether the response says which branch ran. Without that, every write needs a search-and-branch in front of it, and the first time that check is skipped a duplicate record is created. Scored against the observed mean rather than raw — a provider at the catalog average is unchanged by this facet, not penalised by it.

The six quality facets above are damped to 65 points between them, because both conditional facets apply and carry 35 points together. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 65% 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/flyte: 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 →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

Market	Position	Depth	Registered MCP server	Declares compatibility
MLOps and AI/ML Infrastructure (LF AI & Data, MLPerf, Kubeflow)	standard	17.2 (thin)	-	-

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

APIs 12

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

Flyte DataProxy API

Signed URL retrieval for execution data inputs and outputs.

Flyte Events API

Workflow, node, and task execution events.

Flyte Executions API

Workflow execution creation, listing, retrieval, and termination.

Flyte MatchableAttributes API

Matchable attribute configuration at project, domain, and workflow levels.

Flyte NamedEntities API

Named entity metadata for tasks, workflows, and launch plans.

Flyte Projects API

Project registration and listing.

Flyte Tasks API

Task entity registration, listing, and retrieval.

Flyte Version API

Admin server version information.

Flyte Workflows API

Workflow entity registration, listing, and retrieval.

Flyte Launch Plans API

Launch plan registration, listing, retrieval, and activation.

Flyte Node Executions API

Node execution listing and retrieval.

Flyte Task Executions API

Task execution listing and retrieval.

Scroll for all 12

Open Collections 14

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

API Collection

OPEN COLLECTION

Flyte Admin API

OPEN COLLECTION

Flyte Admin DataProxy API

OPEN COLLECTION

Flyte Admin DataProxy Events API

OPEN COLLECTION

Flyte Admin DataProxy Executions API

OPEN COLLECTION

Flyte Admin DataProxy LaunchPlans API

OPEN COLLECTION

Flyte Admin DataProxy MatchableAttributes API

OPEN COLLECTION

Flyte Admin DataProxy NamedEntities API

OPEN COLLECTION

Flyte Admin DataProxy NodeExecutions API

OPEN COLLECTION

Flyte Admin DataProxy Projects API

OPEN COLLECTION

Flyte Admin DataProxy TaskExecutions API

OPEN COLLECTION

Flyte Admin DataProxy Tasks API

OPEN COLLECTION

Flyte Admin DataProxy Version API

OPEN COLLECTION

Flyte Admin DataProxy Workflows API

OPEN COLLECTION

Scroll for all 14

Pricing Plans 1

Published pricing tiers and plan structures.

Flyte Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Flyte Rate Limits

5 limits

RATE LIMITS

FinOps 1

Cost, billing, and metering signals for API financial operations.

Flyte Finops

FINOPS

Security Posture 1

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

Flyte Domain Security

TLSv1.3 · HSTS

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Flyte Agentic Access

45 operations · 17 acting · 1 human-in-the-loop

45 operations · 17 acting

AGENTIC

Resources

Documentation 2

Reference material describing how the API behaves

ContributionGuide

ContributionGuide

Documentation

Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

AgenticAccess

Build 2

SDKs, sample code, and the tooling you integrate with

GitHubRepository

GitHubRepository

GitHubOrganization

GitHubOrganization

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Operate 5

Status, limits, changes, and where to get help

RateLimits

IssueTracker

Releases

Community

Slack

Commercial 3

Pricing, plans, and the legal terms of use

Plans

Plans

FinOps

FinOps

License

License

Company 3

The organization behind the API

LinkedIn

Website

Website

Blog

Blog

Other 1

Properties that don't map to a standard resource type

CapabilityMap

CapabilityMap

Source (apis.yml)

aid: flyte
name: Flyte
description: Flyte is a Kubernetes-native, open-source workflow orchestration platform for machine learning, data, and analytics
  pipelines. It provides reproducibility, type safety, strong versioning of tasks and workflows, and a multi-tenant control
  plane with native first-class scheduling on Kubernetes. Flyte is a Cloud Native Computing Foundation (CNCF) incubating project.
  Beyond the Python and Go SDKs, Flyte exposes a JSON-over-HTTP REST control-plane API (the Flyte Admin API) generated from
  the flyteidl protocol buffer definitions via gRPC-Gateway, which is used to register and manage projects, tasks, workflows,
  and launch plans, to create and inspect executions, to receive lifecycle events, and to read and write matchable attribute
  overrides.
type: Index
deliveryModel:
  model: self-hosted
  license: Apache-2.0
  open_source: true
  commercial: false
  callable_host: false
  label: Self-hosted open source · you run it yourself
  confidence: high
  source:
  - license
  - openapi
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: freemium
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Freemium
  confidence: medium
  source:
  - plans
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/flyte.png
url: https://raw.githubusercontent.com/api-evangelist/flyte/refs/heads/main/apis.yml
created: '2026-03-27'
modified: '2026-05-19'
specificationVersion: '0.23'
tags:
- CNCF
- Data Orchestration
- Kubernetes
- Machine Learning
- Workflow Automation
tags_raw:
- CNCF
- Data Orchestration
- Kubernetes
- Machine Learning
- Workflow Automation
- Machine-Learning
- Workflow-Automation
apis:
- aid: flyte:flyte-dataproxy-api
  name: Flyte DataProxy API
  description: Signed URL retrieval for execution data inputs and outputs.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - DataProxy
  properties:
  - type: OpenAPI
    url: openapi/flyte-dataproxy-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-events-api
  name: Flyte Events API
  description: Workflow, node, and task execution events.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Event
  tags_raw:
  - Events
  properties:
  - type: OpenAPI
    url: openapi/flyte-events-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-executions-api
  name: Flyte Executions API
  description: Workflow execution creation, listing, retrieval, and termination.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Execution
  tags_raw:
  - Executions
  properties:
  - type: OpenAPI
    url: openapi/flyte-executions-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-matchableattributes-api
  name: Flyte MatchableAttributes API
  description: Matchable attribute configuration at project, domain, and workflow levels.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - MatchableAttributes
  properties:
  - type: OpenAPI
    url: openapi/flyte-matchableattributes-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-namedentities-api
  name: Flyte NamedEntities API
  description: Named entity metadata for tasks, workflows, and launch plans.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - NamedEntities
  properties:
  - type: OpenAPI
    url: openapi/flyte-namedentities-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-projects-api
  name: Flyte Projects API
  description: Project registration and listing.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Project
  tags_raw:
  - Projects
  properties:
  - type: OpenAPI
    url: openapi/flyte-projects-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-tasks-api
  name: Flyte Tasks API
  description: Task entity registration, listing, and retrieval.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Task
  tags_raw:
  - Tasks
  properties:
  - type: OpenAPI
    url: openapi/flyte-tasks-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-version-api
  name: Flyte Version API
  description: Admin server version information.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Version
  properties:
  - type: OpenAPI
    url: openapi/flyte-version-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-workflows-api
  name: Flyte Workflows API
  description: Workflow entity registration, listing, and retrieval.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Workflows
  properties:
  - type: OpenAPI
    url: openapi/flyte-workflows-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-launch-plans-api
  name: Flyte Launch Plans API
  description: Launch plan registration, listing, retrieval, and activation.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Launch Plans
  properties:
  - type: OpenAPI
    url: openapi/flyte-launch-plans-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-node-executions-api
  name: Flyte Node Executions API
  description: Node execution listing and retrieval.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Node Executions
  properties:
  - type: OpenAPI
    url: openapi/flyte-node-executions-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
- aid: flyte:flyte-task-executions-api
  name: Flyte Task Executions API
  description: Task execution listing and retrieval.
  humanURL: https://docs.flyte.org
  baseURL: http://localhost:30080
  tags:
  - Task Executions
  properties:
  - type: OpenAPI
    url: openapi/flyte-task-executions-api-openapi.yml
  - type: Documentation
    url: https://docs.flyte.org
  - type: GitHubRepository
    url: https://github.com/flyteorg/flyte
  - type: SourceSwagger
    url: https://raw.githubusercontent.com/flyteorg/flyteidl/master/gen/pb-go/flyteidl/service/admin.swagger.json
common:
- type: Plans
  url: plans/flyte-plans-pricing.yml
- type: RateLimits
  url: rate-limits/flyte-rate-limits.yml
- type: FinOps
  url: finops/flyte-finops.yml
- type: CapabilityMap
  url: capabilities/flyte-capability-edges.yml
  name: Flyte Business Capability Map
- type: IssueTracker
  url: https://github.com/flyteorg/flyte/issues
- type: Releases
  url: https://github.com/flyteorg/flyte/releases
- type: ContributionGuide
  url: https://github.com/flyteorg/flyte/blob/main/CONTRIBUTING.md
- type: License
  name: Apache-2.0
  url: https://github.com/flyteorg/flyte/blob/main/LICENSE
- type: AgenticAccess
  url: agentic-access/flyte-agentic-access.yml
- type: DomainSecurity
  url: security/flyte-domain-security.yml
- type: LinkedIn
  url: https://www.linkedin.com/showcase/flyte-oss
- type: Website
  url: https://flyte.org
- type: Documentation
  url: https://docs.flyte.org
- type: GitHubRepository
  url: https://github.com/flyteorg/flyte
- type: GitHubOrganization
  url: https://github.com/flyteorg
- type: Blog
  url: https://flyte.org/blog
- type: Community
  url: https://flyte.org/community
- type: Slack
  url: https://slack.flyte.org
- type: Integrations
  url: https://flyte.org/integrations
integrations:
- name: Vaex
- name: Polars
- name: Modin
- name: HuggingFace
- name: Pandera
- name: Great Expectations
- name: SQLAlchemy
- name: Snowflake
- name: DuckDB
- name: Hive
- name: DoltHub
- name: BigQuery
- name: Apache Spark
- name: DBT
- name: Databricks
- name: AWS Athena
- name: Feast
- name: PyTorch Elastic v1
- name: AWS Sagemaker
- name: Ray
- name: Kubeflow TensorFlow
- name: Kubeflow MPI
- name: Kubeflow PyTorch
- name: Horovod
- name: Dask
- name: ONNX TensorFlow
- name: ONNX PyTorch
- name: ONNX Scikit Learn
- name: Weights & Biases v1
- name: Whylogs
- name: MLFlow
- name: Kubernetes Pods
- name: Papermill
- name: AWS Batch
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

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