# Vibrant Labs

**Canonical:** https://apis.io/providers/vibrant-labs/  
**Website:** https://vibrantlabs.com  
**APIs profiled:** 0

Vibrant Labs is an applied research lab focused on developing next‑generation data harvesting techniques for AI agents. They build scalable environments that autonomously generate tasks, enabling longer‑horizon reinforcement learning without costly human annotation. Their open‑source work includes the popular Ragas evaluation framework used by many Fortune‑500 companies. Backed by Exploding Gradients Inc., they aim to push the frontier of AI benchmarking and tool‑use.

## Kin Score — 7.9 / 100 (minimal)

Scored 2026-10-31 under rubric 0.25.0.

| Facet | Score |
|---|---|
| Discoverability | 48.2 |
| Contract Quality | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 5.3 |
| Developer Ergonomics | 19.0 |
| Access Clarity | 0.0 |

Regulatory layer — **Horizontal (data, software, accessibility, platform)**: 5.5 (matched via fallback).

## Agent readiness — 3.1 (human-only)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | documented |
| Auth Clarity | no |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | no |
| 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 |
| Pagination Ratio | na |
| Operation Distinctiveness | na |

## Security (1)

- **Vibrant Labs Domain Security** — TLSv1.3 · HSTS

## Tags

Company, AI, Research, OpenSource, DataHarvesting

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