LLM Scout

LLM Scout provides offline-first verification of large language model (LLM) powered system behavior before production trust or deployment. It helps teams ensure AI outputs are safe, accurate, and aligned with expectations, offering tools to test prompts, monitor responses, and enforce compliance across the development lifecycle.

LLM Scout is listed with 1 API on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Verification, Safety, and Compliance.

LLM Scout’s developer surface includes pricing, changelog, and 6 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

15.0/100 emerging ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessPaid

1 API

Company Artificial Intelligence Verification Safety Compliance

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 15.0/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 0.0 / 17

Access Clarity 8.1 / 17

Operational Transparency 0.9 / 11

Contract Governance 0.0 / 10

Discoverability 4.6 / 9

Regulatory Posture 1.4 / 15

Agent readiness — 0/100 · 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 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

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

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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Agent readiness — checks not met, largest first (exact, from this profile):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Machine-Readable Auth +10 pts — a served openid-configuration/oauth-authorization-server carrying `issuer` (served), else the securitySchemes class in the provider OpenAPIs — bound (mutualTLS, DPoP, Signature) > negotiable (oauth2 authorizationCode/clientCredentials, openIdConnect) > bearer (http bearer, apiKey)
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes

13 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 0.0 — up to +25.0 composite points
Developer Ergonomics scores 0.0 — up to +20.0 composite points
Operational Transparency scores 7.9 — up to +12.0 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

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 the provider profile at artifacts.apis.io/llmscout/apis.yml: open an issue on github.com/api-evangelist/llmscout to ask a question or point us at an artifact you publish. 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.

LLM Scout API

LLM Scout provides an API for offline verification of LLM-powered system behavior, enabling safety, accuracy, and compliance checks.

LLM Scout API pricing

Prices published by LLM Scout, read 2026-10-18 from llmscout.com/pricing/.

Plan	Price
Starter	$80/yr
Basic	$150/yr
Pro	$650/yr

Plan details, limits and sources →

Pricing Plans 1

Published pricing tiers and plan structures.

Llmscout Plans Pricing

3 plans

PLANS

Security Posture 1

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

Llmscout Domain Security

TLSv1.3

SECURITY

Resources

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

ChangeLog

ChangeLog

Commercial 4

Pricing, plans, and the legal terms of use

Plans

Pricing

TermsOfService

PrivacyPolicy

Company 1

The organization behind the API

Website

Website

Other 1

Properties that don't map to a standard resource type

Hosts

Hosts

Source (apis.yml)

aid: llmscout
name: LLM Scout
description: LLM Scout provides offline-first verification of large language model (LLM) powered system behavior before production
  trust or deployment. It helps teams ensure AI outputs are safe, accurate, and aligned with expectations, offering tools
  to test prompts, monitor responses, and enforce compliance across the development lifecycle.
url: https://raw.githubusercontent.com/api-evangelist/llmscout/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)
accessModel:
  pricing: paid
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Paid
  confidence: low
  probe_state: unreadable
  source:
  - plans
  - security
  generated: '2026-11-06'
  method: derived
specificationVersion: '0.20'
created: '2026-10-18'
modified: '2026-10-18'
tags:
- Company
- Artificial Intelligence
- Verification
- Safety
- Compliance
tags_raw:
- Company
- AI
- Verification
- Safety
- Compliance
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Plans
  url: plans/llmscout-plans-pricing.yml
- type: Hosts
  url: hosts/llmscout-hosts.yml
- type: DomainSecurity
  url: security/llmscout-domain-security.yml
- type: Website
  url: https://llmscout.com/
- type: Pricing
  url: https://llmscout.com/pricing
- type: TermsOfService
  url: https://llmscout.com/terms
- type: PrivacyPolicy
  url: https://llmscout.com/privacy
- type: ChangeLog
  url: https://llmscout.com/release-notes
apis:
- name: LLM Scout API
  description: LLM Scout provides an API for offline verification of LLM-powered system behavior, enabling safety, accuracy,
    and compliance checks.
  humanURL: https://llmscout.com/
  aid: llmscout:llm-scout-api
x-coverage:
  state: unreadable
  reason: no-machine-readable-spec
  detail: No OpenAPI, AsyncAPI, GraphQL, or gRPC spec found on api.llmscout.com despite probing common endpoints.
  evidence:
  - url: https://api.llmscout.com/openapi.json
    status: 0
  checked: '2026-10-18'
x-enrichment:
  date: '2026-10-18'
  status: enriched
  artifacts_added: 9
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

LLM Scout API — frequently asked questions

Does LLM Scout have an API?

Yes. APIs.io lists 1 API from LLM Scout, including LLM Scout API.

How much does the LLM Scout API cost?

LLM Scout publishes its prices; its Starter plan is $80/yr as of 2026-10-18. APIs.io lists 3 pricing plans for LLM Scout, with each plan's price, limits and inclusions under Pricing on this page.

Is the LLM Scout API ready for AI agents?

LLM Scout has a Kin Score of 15.0 out of 100 (emerging) and an Agent Readiness score of 0.0 (human-only), scored by API Evangelist on 2026-11-06.

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