# Instill AI

**Canonical:** https://apis.io/providers/instill-ai/  
**Website:** https://www.instill-ai.com/  
**APIs profiled:** 2

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.

## Kin Score — 39.4 / 100 (developing)

Scored 2026-10-09 under rubric 0.23.0.

| Facet | Score |
|---|---|
| Discoverability | 65.0 |
| Contract Quality | 50.2 |
| Contract Governance | 62.9 |
| Operational Transparency | 5.3 |
| Developer Ergonomics | 49.4 |
| Access Clarity | 7.9 |

Regulatory layer — **Horizontal (data, software, accessibility, platform)**: 20.0 (matched via fallback).

## Agent readiness — 25.2 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | documented |
| Auth Clarity | bearer |
| Idempotency | no |
| Error Semantics | derived |
| OpenAPI Examples | no |
| Rate Limit Signal | no |
| Event Surface Described | no |
| Agent Skills | derived |
| Well Known Catalog | yes |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |
| Delegated Identity | no |
| Protected Resource Metadata | no |
| Dynamic Client Registration | no |
| Agentic Commerce | no |

## APIs (7)

- **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.

## MCP servers (1)

- **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...

## Agentic access (1)

- **Instill Ai Agentic Access** — 102 operations · 50 acting

## Security (2)

- **Instill Ai Authentication** — apiKey · 1 scheme
- **Instill Ai Domain Security** — TLSv1.3 · DMARC

## Tags

Company, Artificial Intelligence, Unstructured Data, Data Pipelines, RAG, Open Source, LLM

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/instill-ai/). Scores are computed from the provider's own public artifacts under a published rubric.