# Monte Carlo

**Canonical:** https://apis.io/providers/montecarlodata/  
**Website:** https://montecarlo.ai  
**APIs profiled:** 1

Monte Carlo is a data and AI observability platform that helps enterprise organizations find and fix bad data fast. The platform exposes a GraphQL API that powers all the same capabilities as the Monte Carlo web application, enabling programmatic management of data monitors, incidents, field health, and lineage across data warehouses, lakes, ETL, and BI. Developers can automate custom monitoring configurations, augment lineage with external resources, manage bulk operations, and push metadata from sources unreachable via standard collection through the Push Ingest API. Additional developer tools include a Python SDK (Pycarlo), a CLI for onboarding and integration operations, webhooks for routing incident data to custom platforms, and an Airflow provider for pipeline quality gates.

## Kin Score — 40.4 / 100 (developing)

Scored 2026-08-21 under rubric 0.12.0. Trend: flat (+0.0 from 40.4).

| Facet | Score |
|---|---|
| Discoverability | 68.5 |
| Contract Quality | 51.1 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 52.6 |
| Developer Ergonomics | 11.9 |
| Commercial Clarity | 57.9 |
| Access Clarity | 57.9 |

## Agent readiness — 18.4 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | no |
| 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 |

## Access

Paid — onboarding: unknown, pricing: paid, trial: no (confidence: medium).

## APIs (1)

- **Monte Carlo GraphQL API** — GraphQL API powering the full Monte Carlo platform, enabling programmatic access to data monitors, incidents, field health, lineage, table and warehouse asset management, and th...

## Security (2)

- **Montecarlodata Domain Security** — TLSv1.3 · HSTS · DMARC
- **Montecarlodata Trust Center** — SOC 2, ISO 27001

## Plans (1)

- **Montecarlodata Plans Pricing**

## Tags

Data Observability, Data Quality, Data Monitoring, Data Lineage, GraphQL, AI Observability, Data Reliability

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