# Kumo.AI

**Canonical:** https://apis.io/providers/kumoai/  
**Website:** https://kumo.ai  
**APIs profiled:** 2

Kumo.AI builds predictive AI for relational data. Its flagship model, KumoRFM, is a pre-trained Relational Foundation Model that generates training-free predictions over multi-table data by interpreting a data warehouse as a temporal heterogeneous graph, queried through a SQL-like Predictive Query Language (PQL). Kumo exposes this through a Python SDK (kumoai), a REST API for automating retraining and batch predictions, an open-source Model Context Protocol server (kumo-rfm-mcp) for agentic workflows, and a published Agent Skills catalog. It ships as SaaS, VPC/BYOC, a Snowflake Native Application, and a Databricks Native Application. Kumo product documentation is now hosted by NVIDIA under Structured Data and Graph Models.

## Kin Score — 35.5 / 100 (thin)

Scored 2026-08-30 under rubric 0.17.2. Trend: flat (-1.2 from 36.7).

| Facet | Score |
|---|---|
| Discoverability | 75.9 |
| Contract Quality | 0.0 |
| Governance | 18.2 |
| Contract Governance | 18.2 |
| Operational Transparency | 60.5 |
| Developer Ergonomics | 69.0 |
| Commercial Clarity | 26.3 |
| Access Clarity | 26.3 |

## Agent readiness — 11.5 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | bearer |
| Idempotency | no |
| Error Semantics | documented |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | yes |
| 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

Self-serve signup — onboarding: self-serve, pricing: unknown, trial: no (confidence: medium).

## APIs (2)

- **Kumo REST API** — Automate and schedule predictive query training and batch predictions. Retrain a predictive query (re-ingesting data from the source), trigger recurring batch predictions, monit...
- **KumoRFM MCP Server** — Open-source Model Context Protocol server that empowers AI assistants with KumoRFM. Builds, manages, and visualizes relational graphs directly from CSV or Parquet files, convert...

## MCP servers (1)

- **Kumo.AI MCP Server**

## Security (4)

- **Kumoai Authentication** — apiKey/snowflakeCredentials/http · 4 schemes
- **Kumoai Domain Security** — TLSv1.2 · DMARC
- **Kumoai Vulnerability Disclosure** — Hackerone · security.txt · contact published
- **Kumoai Trust Center** — SOC 2

## Tags

Company, Artificial Intelligence, Machine-Learning, Predictive Analytics, Graph Neural Networks, Foundation Models, Data Warehouse, MCP, Agents, Relational Data

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