# Bentolabs AI

**Canonical:** https://apis.io/providers/bentolabs-ai/  
**Website:** https://bentolabs.ai  
**APIs profiled:** 0

Bentolabs AI builds Bento, a self-learning production infrastructure platform for AI agents. Bento ingests OpenTelemetry traces from agent applications and turns them into readable trajectories, plain-English failure-mode detectors (signals), alerts, clusters, evaluations, and versioned improvements — a closed loop that monitors what runs, surfaces silent regressions and behavioral drift, and compounds learnings back into the agent. It ships a Python SDK, a command-line client, direct OTLP export from any OpenTelemetry-speaking framework (LangChain, LlamaIndex, Mastra, Vercel AI SDK, Google ADK), a hosted MCP server, and packaged Agent Skills for AI coding tools. Y Combinator-backed.

## Kin Score — 24.9 / 100 (emerging)

Scored 2026-08-19 under rubric 0.12.0. Trend: flat (-2.3 from 27.2).

| Facet | Score |
|---|---|
| Discoverability | 57.4 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 2.6 |
| Developer Ergonomics | 66.7 |
| Commercial Clarity | 27.6 |
| Access Clarity | 27.6 |

## Agent readiness — 16.9 (agent-aware)

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

## Access

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

## MCP servers (1)

- **bentolabs-ai-mcp.yml**

## Security (2)

- **Bentolabs Ai Authentication** — apiKey · 2 schemes
- **Bentolabs Ai Domain Security** — TLSv1.3 · HSTS · DMARC

## Tags

Company, AI Agents, Observability, OpenTelemetry, Tracing, LLM Monitoring, Evaluation, Agent Infrastructure, Developer Tools

---

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