# Evidently AI

**Canonical:** https://apis.io/providers/evidently/  
**Website:** https://www.evidentlyai.com/  
**APIs profiled:** 4

Evidently AI is an open-source ML and LLM observability framework licensed under Apache 2.0 that enables teams to evaluate, test, and monitor AI-powered systems and data pipelines in production. The platform provides over 100 built-in metrics for tracking data drift, data quality, and model performance across both tabular data and generative AI workloads. Developers can integrate evaluations programmatically via the Python SDK or through the Evidently Platform REST API, which exposes endpoints for managing projects, uploading traces, running evaluations, and storing results. Evidently supports self-hosted deployments and previously offered Evidently Cloud (now discontinued as SaaS) so teams can run the full platform within their own infrastructure.

## Kin Score — 42.8 / 100 (developing)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 42.8).

| Facet | Score |
|---|---|
| Discoverability | 74.1 |
| Contract Quality | 64.2 |
| Governance | 15.2 |
| Contract Governance | 15.2 |
| Operational Transparency | 21.1 |
| Developer Ergonomics | 23.8 |
| Commercial Clarity | 50.0 |
| Access Clarity | 50.0 |

## Agent readiness — 29.1 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | yes |
| 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

Freemium · Self-serve signup — onboarding: self-serve, pricing: freemium, trial: no (confidence: high).

## APIs (4)

- **Evidently AI Dashboards API** — Manage project monitoring dashboards
- **Evidently AI Projects API** — Manage Evidently projects — create, list, update, delete
- **Evidently AI Service API** — Service metadata and version information
- **Evidently AI Snapshots API** — Upload and query evaluation snapshots (reports and test suites)

## Agentic access (1)

- **Evidently Agentic Access** — 26 operations · 10 acting

## Security (2)

- **Evidently Authentication** — http · 1 scheme
- **Evidently Domain Security** — TLSv1.3 · HSTS · DMARC

## Plans (1)

- **Evidently Plans Pricing**

## Tags

ML Monitoring, LLM Observability, Data Drift, Model Performance, AI Evaluation, Data Quality, Open-Source, MLOps, LLMOps, Generative AI

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