Mentlio

Mentlio provides engineering intelligence and token optimization for AI workloads. Their platform measures AI usage locally, reduces token waste, and keeps prompts and source code on-device. By offering detailed insights into AI costs, performance, and ROI, Mentlio helps teams understand and control AI spend, improve efficiency, and ensure data privacy. The service includes research, documentation, and integrations, targeting enterprises seeking to optimize AI adoption and reduce operational expenses.

Mentlio is listed with 1 API on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Engineering Intelligence, Token Optimization, and Enterprise.

Mentlio’s developer surface includes documentation, API reference, getting-started guide, support, engineering blog, pricing, signup flow, and 16 more developer resources.

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25.0/100 emerging Agent 3/100 human only Full breakdown ↓
scored 2026-10-23 · rubric v0.25.0 · Show this score on your site →

1 API

Company Artificial Intelligence Engineering IntelligenceToken OptimizationEnterprise

Kin Score

Kin Score How this is scored →
scored 2026-10-23 · rubric v0.25.0

Composite quality — 25.0/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 6.1 / 17

Access Clarity 7.6 / 17

Operational Transparency 2.3 / 11

Contract Governance 0.0 / 10

Discoverability 4.9 / 9

Regulatory Posture 2.7 / 15

Agent readiness — 3/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 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 0 / 5

Well-Known Catalog 4 / 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

Pagination 5 / 5

Distinct Operations 3 / 3

Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

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.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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<a href="https://apis.io/providers/mentlio/"><img src="https://apis.io/badge/mentlio/card.svg" alt="Mentlio on APIs.io — Kin Score by API Evangelist"></a>

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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/mentlio: 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 →

APIs 1

Individual APIs this provider publishes, each with its own machine-readable definition.

Mentlio API

Mentlio API provides endpoints for engineering intelligence and token optimization.

Security Posture 2

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

Mentlio Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Mentlio Vulnerability Disclosure

security.txt · contact published

SECURITY

Resources

Get Started 2

Portal, sign-up, and the first successful call

GettingStarted

GettingStarted

SignUp

SignUp

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

WellKnown

WellKnown

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 6

Authentication, authorization, and security posture

Security

SecurityTxt

SecurityTxt

SecurityTxt

VulnerabilityDisclosure

VulnerabilityDisclosure

DomainSecurity

DomainSecurity

Operate 3

Status, limits, changes, and where to get help

Support

Support

Roadmap

Roadmap

Status

Status

Commercial 3

Pricing, plans, and the legal terms of use

Pricing

Pricing

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Other 2

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: mentlio
name: Mentlio
description: Mentlio provides engineering intelligence and token optimization for AI workloads. Their platform measures AI
  usage locally, reduces token waste, and keeps prompts and source code on-device. By offering detailed insights into AI costs,
  performance, and ROI, Mentlio helps teams understand and control AI spend, improve efficiency, and ensure data privacy.
  The service includes research, documentation, and integrations, targeting enterprises seeking to optimize AI adoption and
  reduce operational expenses.
image: https://www.mentlio.com/mentlio-icon.png
url: https://raw.githubusercontent.com/api-evangelist/mentlio/refs/heads/main/apis.yml
x-type: company
x-source: harvest:g2-catalog
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-18 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-18'
modified: '2026-10-18'
tags:
- Company
- Artificial Intelligence
- Engineering Intelligence
- Token Optimization
- Enterprise
tags_raw:
- Company
- AI
- Engineering Intelligence
- Token Optimization
- Enterprise
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Security
  url: https://www.mentlio.com/security
- type: LLMsTxt
  url: llms/mentlio-llms.txt
- type: SecurityTxt
  url: well-known/mentlio-security.txt
- type: SecurityTxt
  url: well-known/mentlio-mentlio-security.txt
- type: SecurityTxt
  url: well-known/mentlio-app-security.txt
- type: WellKnown
  url: well-known/mentlio-well-known.yml
- type: Hosts
  url: hosts/mentlio-hosts.yml
- type: Vendors
  url: vendors/mentlio-vendors.yml
- type: VulnerabilityDisclosure
  url: security/mentlio-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/mentlio-domain-security.yml
- type: Website
  url: https://mentlio.com/
- type: Documentation
  url: https://www.mentlio.com/docs
- type: APIReference
  url: https://www.mentlio.com/docs
- type: GettingStarted
  url: https://www.mentlio.com/
- type: Support
  url: https://www.mentlio.com/support
- type: Blog
  url: https://www.mentlio.com/research
- type: Pricing
  url: https://www.mentlio.com/pricing
- type: TermsOfService
  url: https://www.mentlio.com/tos
- type: PrivacyPolicy
  url: https://www.mentlio.com/privacy
- type: GitHubOrganization
  url: https://github.com/mentlio
- type: Roadmap
  url: https://www.mentlio.com/roadmap
- type: SignUp
  url: https://www.mentlio.com/login
- type: Status
  url: https://www.mentlio.com/status
apis:
- name: Mentlio API
  description: Mentlio API provides endpoints for engineering intelligence and token optimization.
  humanURL: https://www.mentlio.com/docs
  aid: mentlio:mentlio-api
x-coverage:
  state: unreadable
  reason: js-rendered-docs
  detail: Documentation pages are JavaScript-rendered single-page apps with no machine‑readable OpenAPI or other contract
    discovered.
  evidence:
  - url: https://www.mentlio.com/docs
    status: 200
  checked: '2026-10-18'
x-enrichment:
  date: '2026-10-18'
  status: enriched
  artifacts_added: 11
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

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