Bentolabs AI

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.

Bentolabs AI is profiled on the APIs.io network. Tagged areas include Company, AI Agents, Observability, OpenTelemetry, and Tracing.

Bentolabs AI’s developer surface includes documentation, getting-started guide, engineering blog, CLI, authentication, and 13 more developer resources.

🌐 Visit website 📡 Source on GitHub

24.9/100 emerging ▬ flat Agent 10/100 agent aware saas Full breakdown ↓
scored 2026-09-08 · rubric v0.20.0

0 APIs 1 MCP Servers

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

Kin Score

Kin Score How this is scored →
scored 2026-09-08 · rubric v0.20.0

Composite quality — 24.9/100 · emerging

Contract Quality 0.0 / 25

Developer Ergonomics 13.3 / 20

Access Clarity 5.5 / 20

Operational Transparency 0.3 / 13

Contract Governance 0.0 / 12

Discoverability 5.7 / 10

Agent readiness — 10/100 · agent aware

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from github.com/api-evangelist/bentolabs-ai: open an issue to ask a question, or submit a pull request to add artifacts. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Bentolabs AI MCP Server

Hosted MCP server for the Bento documentation surface, advertised in the Bento quickstart for per-tool MCP setup across AI coding tools (Claude, Cursor, and others). Serves the ...

MCP SERVER

Security Posture 2

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Bentolabs Ai Authentication

apiKey · 2 schemes

SECURITY

Bentolabs Ai Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Get Started 3

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

GettingStarted

GettingStarted

Login

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 3

MCP servers, agent skills, and machine-readable catalogs

MCPServer

MCPServer

LLMsTxt

LLMsTxt

AgentSkill

AgentSkill

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Conventions

Conventions

Build 4

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

Packages

SDKs

CLI

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Authentication

Authentication

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Source (apis.yml)

aid: bentolabs-ai
name: Bentolabs AI
description: 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.
url: https://raw.githubusercontent.com/api-evangelist/bentolabs-ai/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- y-combinator
x-tier: stub
x-tier-reason: portfolio-lead
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source:
  - authentication
  - security
  generated: '2026-09-03'
  method: derived
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-18'
image: https://bentolabs.ai/og/default.png
tags:
- Company
- AI Agents
- Observability
- OpenTelemetry
- Tracing
- LLM Monitoring
- Evaluation
- Agent Infrastructure
- Developer Tools
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: DomainSecurity
  url: security/bentolabs-ai-domain-security.yml
- type: Website
  url: https://bentolabs.ai
- type: DeveloperPortal
  url: https://docs.bentolabs.ai
- type: Documentation
  url: https://docs.bentolabs.ai
- type: GettingStarted
  url: https://docs.bentolabs.ai/quickstart
- type: Blog
  url: https://bentolabs.ai/blog
- type: GitHubOrganization
  url: https://github.com/BentoLabs-ai
- type: Login
  url: https://platform.bentolabs.ai
- type: TermsOfService
  url: https://bentolabs.ai/terms
- type: PrivacyPolicy
  url: https://bentolabs.ai/privacy
- type: Packages
  url: packages/bentolabs-ai-packages.yml
- type: SDKs
  url: packages/bentolabs-ai-packages.yml
- type: CLI
  url: cli/bentolabs-ai-cli.yml
- type: MCPServer
  url: mcp/bentolabs-ai-mcp.yml
- type: LLMsTxt
  url: llms/bentolabs-ai-llms.txt
- type: Authentication
  url: authentication/bentolabs-ai-authentication.yml
- type: Conventions
  url: conventions/bentolabs-ai-conventions.yml
- type: AgentSkill
  url: skills/_index.yml
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this

find_providersBrowse and filter every provider in the catalog.
get_provider_artifactsEvery artifact this provider publishes, grouped by type.
get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
get_provider_ratingPRO — composite, band, trend and facet scores.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

All 92 tools →

Call it yourself

curl for this page

This provider

curl "https://apis.io/api/v1/providers/bentolabs-ai"

All providers

curl "https://apis.io/api/v1/providers?limit=25"

Every operation they expose

curl "https://apis.io/api/v1/providers/bentolabs-ai/operations?limit=25"

How their score was established

curl "https://apis.io/api/v1/providers/bentolabs-ai/evidence"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.