Instill AI

Instill AI (INSTILL AI LTD.) builds Instill Core, an open-source, full-stack AI infrastructure platform for data, pipeline and model orchestration: ETL processing of unstructured data, AI-readiness, open-source LLM hosting and RAG in one platform. It publishes a ReadMe-hosted developer reference at docs.instill-ai.com documenting a REST API at api.instill-ai.com (v1beta), plus Python and TypeScript SDKs, an Instill CLI, a Helm chart and its protobuf API definitions on GitHub. As of 2026-10-09 www.instill-ai.com answers HTTP 503 DEPLOYMENT_PAUSED and the docs guide pages return 404, while the API reference, GitHub org and trust center remain live.

Instill AI publishes 7 API contracts indexed on the APIs.io network, including Artifact API, Connection API, Integration API, and 4 more. Tagged areas include Company, Artificial Intelligence, Unstructured Data, Data Pipeline, and RAG.

The Instill AI catalog on APIs.io includes 2 Spectral governance rulesets.

Instill AI’s developer surface includes CLI, authentication, documentation, API reference, and 53 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

34.0/100 thin ▬ flat Agent 25/100 agent aware Full breakdown ↓
scored 2026-10-31 · rubric v0.25.0 · Show this score on your site →

1 published contract 1 MCP Servers 3 Agent Skills

Company Artificial Intelligence Unstructured Data Data Pipeline RAG Open Source LLM

What this lets a business do 2

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

Information & Data Management

BC-610

ModelPipeline

POST /v1alpha/{parent}/models DELETE /v1alpha/{name_4} GET /v1alpha/{name}/versions/{version}/watch POST /v1beta/{name}/trigger

AI Model Services

AE-110

Artifact

POST /v1alpha/{parent}/knowledge-bases

Kin Score

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

Composite quality — 34.0/100 · thin

Contract Quality 10.2 / 21

Developer Ergonomics 8.4 / 17

Access Clarity 1.3 / 17

Operational Transparency 0.6 / 11

Contract Governance 2.2 / 10

Discoverability 5.5 / 9

Regulatory Posture 3.0 / 15

Agent readiness — 25/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 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 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 0 / 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/.

Show this score on your site.

It updates itself when the score changes. Paste this where you link to your API docs:

<a href="https://apis.io/providers/instill-ai/"><img src="https://apis.io/badge/instill-ai/card.svg" alt="Instill AI on APIs.io — Kin Score by API Evangelist"></a>

Other styles, a README pill and a shields.io endpoint are on the badge page.

Raise your score.

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

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
Rate-Limit Signaling +7 pts — OpenAPI responses document X-RateLimit-* / RateLimit headers (verified), else a rate_limits artifact or RateLimits link (documented)
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link
Delegated User Identity +6 pts — a served discovery document listing authorization_code in grant_types_supported (served), else an oauth2 authorizationCode flow or openIdConnect declared in an OpenAPI (documented)
Registration Without a Human +6 pts — a `registration_endpoint` in the served RFC 8414 / OIDC discovery document

7 more unmet checks in the Agent Readiness table above.

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

Access Clarity scores 7.9 — up to +18.4 composite points
Contract Quality scores 47.8 — up to +13.1 composite points
Operational Transparency scores 5.3 — up to +12.3 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/instill-ai/apis.yml: open an issue on github.com/api-evangelist/instill-ai 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 →

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
Artifact Hub Cloud-Native Packages	distribution	-	-	-
Buf Schema Registry (public Protocol Buffers modules, gRPC / ConnectRPC schema publishers)	distribution	-	-	-

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 7

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

Instill AI Artifact API

Data orchestration for unified unstructured data representation.

Instill AI Connection API

Connections to 3rd party apps for use in pipelines.

Instill AI Integration API

Integration definitions for creating connections.

Instill AI Metrics API

Resource usage metrics.

Instill AI Model API

AI Model orchestration

Instill AI Namespace API

Namespaces (e.g. User, Organization) that structure the resource hierarchy.

Instill AI Pipeline API

Pipeline orchestration.

Scroll for all 7

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Instill Core Developer Platform (docs MCP server)

ReadMe-hosted MCP server attached to the Instill Core developer docs (docs.instill-ai.com). It exposes the published API reference (list/search/get endpoint) plus a generic exec...

MCP SERVER

Agent Skills 3

Packaged agent skills for driving this provider's APIs from an AI assistant.

instill-ai-knowledge-base-rag

AGENT SKILL

instill-ai-manage-api-tokens

AGENT SKILL

instill-ai-run-pipeline

AGENT SKILL

Spectral Rules 2

Spectral governance rulesets for linting and validating these APIs.

Instill AI — protobufs rules

0 rules ·

SPECTRAL

Instill AI API Rules

13 rules · 11 errors 1 warnings 1 info

SPECTRAL

OpenAPI Overlays 1

Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.

Instill Ai Openapi Overlay

5 actions · update · instill-ai-openapi.yml

GENERATED

Security Posture 2

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

Instill Ai Authentication

apiKey · 1 scheme

SECURITY

Instill Ai Domain Security

TLSv1.3 · DMARC

SECURITY

Agentic Access 1

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

Instill Ai Agentic Access

102 operations · 50 acting

AGENTIC

Resources

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

Agent Surfaces 5

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

AgentSkill

LLMsTxt

MCPServer

WellKnown

Design & Contract 9

Pagination, idempotency, versioning, errors, and events

Spectral

Spectral

Vocabulary

DataModel

Conventions

Lifecycle

ErrorCatalog

Conformance

SpectralRules

Scroll for all 9

Build 5

SDKs, sample code, and the tooling you integrate with

CLI

ToolCrosswalk

SDKs

Packages

GitHubOrganization

GitHubOrganization

Access & Security 3

Authentication, authorization, and security posture

Authentication

Authentication

DomainSecurity

DomainSecurity

TrustCenter

TrustCenter

Operate 1

Status, limits, changes, and where to get help

Discord

Discord

Company 1

The organization behind the API

Website

Website

Other 31

Properties that don't map to a standard resource type

CapabilityMap

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Protobuf

Overlay

Hosts

Vendors

Scroll for all 31

Source (apis.yml)

aid: instill-ai
name: Instill AI
description: 'Instill AI (INSTILL AI LTD.) builds Instill Core, an open-source, full-stack AI infrastructure platform for
  data, pipeline and model orchestration: ETL processing of unstructured data, AI-readiness, open-source LLM hosting and RAG
  in one platform. It publishes a ReadMe-hosted developer reference at docs.instill-ai.com documenting a REST API at api.instill-ai.com
  (v1beta), plus Python and TypeScript SDKs, an Instill CLI, a Helm chart and its protobuf API definitions on GitHub. As of
  2026-10-09 www.instill-ai.com answers HTTP 503 DEPLOYMENT_PAUSED and the docs guide pages return 404, while the API reference,
  GitHub org and trust center remain live.'
url: https://raw.githubusercontent.com/api-evangelist/instill-ai/refs/heads/main/apis.yml
image: https://avatars.githubusercontent.com/u/66143470?s=280&v=4
x-type: company
x-source: harvest:spectral-ruleset-github
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-09 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-09'
modified: '2026-10-09'
x-docs-platform: readme
x-docs-platform-confidence: high
x-docs-platform-checked: 2026-10-09
tags:
- Company
- Artificial Intelligence
- Unstructured Data
- Data Pipeline
- RAG
- Open Source
- LLM
tags_raw:
- Company
- Artificial Intelligence
- Unstructured Data
- Data Pipelines
- RAG
- Open Source
- LLM
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: CapabilityMap
  url: capabilities/instill-ai-capability-edges.yml
  name: Instill AI Business Capability Map
- type: AgenticAccess
  url: agentic-access/instill-ai-agentic-access.yml
- type: Spectral
  url: rules/instill-ai-rules.yml
- type: Spectral
  url: rules/instill-ai-protobufs-spectral-rules.yml
- type: Vocabulary
  url: vocabulary/instill-ai-vocabulary.yml
- type: AgentSkill
  url: skills/_index.yml
- type: DataModel
  url: data-model/instill-ai-data-model.yml
- type: CLI
  url: cli/instill-ai-cli.yml
- type: Conventions
  url: conventions/instill-ai-conventions.yml
- type: Lifecycle
  url: lifecycle/instill-ai-lifecycle.yml
- type: ErrorCatalog
  url: errors/instill-ai-problem-types.yml
- type: Conformance
  url: conformance/instill-ai-conformance.yml
- type: Protobuf
  url: grpc/instill-ai-usage-v1beta-usage.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-secret.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-pipeline_private_service.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-pipeline.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-integration.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-component_definition.proto
- type: Protobuf
  url: grpc/instill-ai-pipeline-v1beta-common.proto
- type: Protobuf
  url: grpc/instill-ai-model-v1alpha-model_private_service.proto
- type: Protobuf
  url: grpc/instill-ai-model-v1alpha-model_definition.proto
- type: Protobuf
  url: grpc/instill-ai-model-v1alpha-model.proto
- type: Protobuf
  url: grpc/instill-ai-model-v1alpha-common.proto
- type: Protobuf
  url: grpc/instill-ai-model-ray-v1alpha-user_defined.proto
- type: Protobuf
  url: grpc/instill-ai-model-ray-serve.proto
- type: Protobuf
  url: grpc/instill-ai-mgmt-v1beta-mgmt_private_service.proto
- type: Protobuf
  url: grpc/instill-ai-mgmt-v1beta-mgmt.proto
- type: Protobuf
  url: grpc/instill-ai-mgmt-v1beta-metric.proto
- type: Protobuf
  url: grpc/instill-ai-mgmt-v1beta-integration.proto
- type: Protobuf
  url: grpc/instill-ai-mgmt-v1beta-auth.proto
- type: Protobuf
  url: grpc/instill-ai-common-healthcheck-v1beta-healthcheck.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-update.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-system.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-object.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-knowledge_base.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-file.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-chunk.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-artifact_private_service.proto
- type: Protobuf
  url: grpc/instill-ai-artifact-v1alpha-artifact.proto
- type: Overlay
  url: overlays/instill-ai-openapi-overlay.yaml
- type: LLMsTxt
  url: llms/instill-ai-llms.txt
- type: ToolCrosswalk
  url: mcp/instill-ai-tool-crosswalk.yml
- type: MCPServer
  url: mcp/instill-ai-mcp.yml
- type: WellKnown
  url: well-known/instill-ai-well-known.yml
- type: Hosts
  url: hosts/instill-ai-hosts.yml
- type: Vendors
  url: vendors/instill-ai-vendors.yml
- type: SDKs
  url: packages/instill-ai-packages.yml
- type: Packages
  url: packages/instill-ai-packages.yml
- type: Authentication
  url: authentication/instill-ai-authentication.yml
- type: DomainSecurity
  url: security/instill-ai-domain-security.yml
- type: Website
  url: https://www.instill-ai.com/
- type: Documentation
  url: https://docs.instill-ai.com/
- type: APIReference
  url: https://docs.instill-ai.com/reference
- type: GitHubOrganization
  url: https://github.com/instill-ai
- type: TrustCenter
  url: https://trust.instill-ai.com
- type: Discord
  url: https://discord.gg/sevxWsqpGh
- type: SpectralRules
  url: https://github.com/instill-ai/protobufs/blob/196f236ed9af8f57c672ad730a445de5daef5299/.spectral.yaml
apis:
- aid: instill-ai:instill-ai-artifact-api
  name: Instill AI Artifact API
  description: Data orchestration for unified unstructured data representation.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Artifact
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-artifact-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-connection-api
  name: Instill AI Connection API
  description: Connections to 3rd party apps for use in pipelines.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Connection
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-connection-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-integration-api
  name: Instill AI Integration API
  description: Integration definitions for creating connections.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Integration
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-integration-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-metrics-api
  name: Instill AI Metrics API
  description: Resource usage metrics.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Metrics
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-metrics-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-model-api
  name: Instill AI Model API
  description: AI Model orchestration
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Model
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-model-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-namespace-api
  name: Instill AI Namespace API
  description: Namespaces (e.g. User, Organization) that structure the resource hierarchy.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Namespace
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-namespace-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
- aid: instill-ai:instill-ai-pipeline-api
  name: Instill AI Pipeline API
  description: Pipeline orchestration.
  humanURL: https://docs.instill-ai.com/reference
  baseURL: https://api.instill-ai.com
  tags:
  - Pipelines
  tags_raw:
  - Pipeline
  properties:
  - type: OpenAPI
    url: openapi/instill-ai-pipeline-api-openapi.yml
  - type: Protobuf
    url: grpc/instill-ai-pipeline-v1beta-pipeline_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-mgmt-v1beta-mgmt_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-model-v1alpha-model_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-artifact-v1alpha-artifact_public_service.proto
  - type: Protobuf
    url: grpc/instill-ai-usage-v1beta-usage_service.proto
  - type: Documentation
    url: https://docs.instill-ai.com/reference
x-enrichment:
  date: '2026-10-09'
  status: enriched
  artifacts_added: 63
  pass: modular-v1
  engine: identity=anthropic,contract=anthropic,surfaces=anthropic,docs=anthropic,regulatory=anthropic
x-coverage:
  state: covered
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Instill AI API — frequently asked questions

Does Instill AI have an API?

Yes. APIs.io lists 7 APIs from Instill AI, including Instill AI Artifact API, Instill AI Connection API and Instill AI Integration API, and 4 more.

Is there an OpenAPI specification for the Instill AI API?

Yes. APIs.io indexes 7 OpenAPI specifications for Instill AI, each linked for download from this page.

How do I authenticate with the Instill AI API?

Instill AI uses bearer-token authentication (apiKey · 1 scheme). The details are profiled on APIs.io as Instill Ai Authentication.

Does Instill AI have an MCP server?

Yes. APIs.io lists 1 MCP server for Instill AI: ReadMe-hosted MCP server attached to the Instill Core developer docs (docs.instill-ai.com). It exposes the published API reference (list/search/get endpoint) plus a generic execute-request tool that s

Is the Instill AI API ready for AI agents?

Instill AI has a Kin Score of 34.0 out of 100 (thin) and an Agent Readiness score of 24.7 (agent-aware), scored by API Evangelist on 2026-10-31.

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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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