# KAITO

**Canonical:** https://apis.io/providers/kaito/  
**Website:** https://kaito-project.github.io/kaito/  
**APIs profiled:** 5

KAITO (Kubernetes AI Toolchain Operator) is an open-source operator suite that automates LLM model inference, fine-tuning, and Retrieval Augmented Generation (RAG) engine deployment in Kubernetes clusters. It simplifies the process of deploying large AI models through optimized preset configurations and integrates with Karpenter for GPU node auto-provisioning.

## Kin Score — 26.3 / 100 (thin)

Scored 2026-08-25 under rubric 0.14.0. Trend: flat (+0.0 from 26.3).

| Facet | Score |
|---|---|
| Discoverability | 64.8 |
| Contract Quality | 44.2 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 10.5 |
| Developer Ergonomics | 21.4 |
| Commercial Clarity | 15.8 |
| Access Clarity | 15.8 |

## Agent readiness — 17.3 (agent-aware)

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

## Access

Freemium — onboarding: unknown, pricing: freemium, trial: no (confidence: medium).

## APIs (5)

- **KAITO RAGEngine API** — RAGEngine exposes endpoints for managing retrieval-augmented generation services with embedded vector databases, including document indexing, retrieval, and chat completion endp...
- **KAITO Chat API** — OpenAI-compatible chat completions grounded in RAG indexes.
- **KAITO Index Management API** — Create, list, and delete RAG indexes and their documents.
- **KAITO Persistence API** — Persist indexes to storage or reload them.
- **KAITO Retrieval API** — Retrieve relevant nodes from a RAG index.

## Agentic access (1)

- **Kaito Agentic Access** — 9 operations · 8 acting

## Plans (1)

- **Kaito Plans Pricing**

## Tags

Artificial Intelligence, GPU, Inference, Kubernetes, LLM, Machine-Learning, Open-Source, Operator, RAG

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