CloudLab Works

CloudLab Works provides open-source, MIT‑licensed reliability tools for hybrid multicloud and AI infrastructure. The platform offers a suite of MCP utilities, event processing libraries, and detailed write‑ups to help developers build robust AI agents. It emphasizes privacy‑first data handling, extensive documentation, and community‑driven support, aiming to simplify complex cloud‑lab environments for both research and production workloads.

CloudLab Works is listed with 3 APIs on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Open Source, MCP, and Cloud.

CloudLab Works’ developer surface includes engineering blog, documentation, and 14 more developer resources.

13.8/100 emerging Agent 4/100 human only Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →
3 APIs 2 MCP Servers
CompanyArtificial IntelligenceOpen SourceMCPCloudTools

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0
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/.
Show this score on your site. Kin Score badge preview for CloudLab Works It updates itself when the score changes. Paste this where you link to your API docs:
<a href="https://apis.io/providers/cloudlabworks/"><img src="https://apis.io/badge/cloudlabworks/card.svg" alt="CloudLab Works on APIs.io — Kin Score by API Evangelist"></a>
Other styles, a README pill and a shields.io endpoint are on the badge page.
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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
  • 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
  • A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0
11 more unmet checks in the Agent Readiness table above.
Kin Score — facets with the most composite points still available (weight × headroom):
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/cloudlabworks/apis.yml: open an issue on github.com/api-evangelist/cloudlabworks 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 →

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

measured — observed by APIs.io (documented)

APIs 3

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

oak-events MCP server

Privacy‑first events from Luxonis OAK cameras for AI agents, as JSON lines and MCP tools. Self‑hosted; MCP Registry name io.github.cloudlabworks/oak-events.

MCP Failure Lab

A deliberately faulty MCP server and bounded reference-client harness for testing agent clients against tool errors, delays, malformed results and disconnects. Self‑hosted.

prove-it-done agent skill

Re‑runnable receipts that check an AI agent's completion claims against the real system. Also packaged as a Gemini CLI extension.

MCP Servers 2

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

Security Posture 2

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

Cloudlabworks Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Cloudlabworks Vulnerability Disclosure

security.txt · contact published

SECURITY

Resources

Documentation 1

Reference material describing how the API behaves

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

Build 1

SDKs, sample code, and the tooling you integrate with

Access & Security 5

Authentication, authorization, and security posture

Commercial 2

Pricing, plans, and the legal terms of use

Company 3

The organization behind the API

Other 2

Properties that don't map to a standard resource type

Source (apis.yml)

apis.yml Raw ↑
aid: cloudlabworks
name: CloudLab Works
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  probe_state: none
  source:
  - security
  generated: '2026-11-06'
  method: derived
image: https://cloudlabworks.dev/media/waku-orca-og.png
description: CloudLab Works provides open-source, MIT‑licensed reliability tools for hybrid multicloud and AI infrastructure.
  The platform offers a suite of MCP utilities, event processing libraries, and detailed write‑ups to help developers build
  robust AI agents. It emphasizes privacy‑first data handling, extensive documentation, and community‑driven support, aiming
  to simplify complex cloud‑lab environments for both research and production workloads.
url: https://artifacts.apis.io/cloudlabworks/apis.yml
x-type: company
x-source: harvest:new-submission
x-tier: profiled
x-tier-reason: enrichment pass 2026-11-02 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-11-02'
modified: '2026-11-02'
tags:
- Company
- Artificial Intelligence
- Open Source
- MCP
- Cloud
- Tools
tags_raw:
- Company
- AI
- OpenSource
- MCP
- Cloud
- Tools
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Security
  url: security/cloudlabworks-vulnerability-disclosure.yml
- type: LLMsTxt
  url: llms/cloudlabworks-llms.txt
- type: SecurityTxt
  url: well-known/cloudlabworks-security.txt
- type: WellKnown
  url: well-known/cloudlabworks-well-known.yml
- type: Hosts
  url: hosts/cloudlabworks-hosts.yml
- type: Vendors
  url: vendors/cloudlabworks-vendors.yml
- type: TrustCenter
  url: https://cloudlabworks.dev/trust
- type: TermsOfService
  url: https://cloudlabworks.dev/terms
- type: PrivacyPolicy
  url: https://cloudlabworks.dev/privacy
- type: Newsroom
  url: https://cloudlabworks.dev/media/duvall-map.svg
- type: GitHubOrganization
  url: https://github.com/issaquahd
- type: Blog
  url: https://cloudlabworks.dev/blog/feed.xml
- type: VulnerabilityDisclosure
  url: security/cloudlabworks-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/cloudlabworks-domain-security.yml
- type: Website
  url: https://cloudlabworks.dev/
- type: Documentation
  url: https://cloudlabworks.dev/llms.txt
apis:
- name: oak-events MCP server
  description: Privacy‑first events from Luxonis OAK cameras for AI agents, as JSON lines and MCP tools. Self‑hosted; MCP
    Registry name io.github.cloudlabworks/oak-events.
  humanURL: https://cloudlabworks.dev/oss/oak-events
  baseURL: https://github.com/cloudlabworks/oak-events
  properties:
  - type: MCPServer
    url: https://raw.githubusercontent.com/cloudlabworks/oak-events/main/server.json
  - type: Documentation
    url: https://github.com/cloudlabworks/oak-events#readme
  - type: License
    url: https://github.com/cloudlabworks/oak-events/blob/main/LICENSE
  aid: cloudlabworks:oak-events-mcp-server
- name: MCP Failure Lab
  description: A deliberately faulty MCP server and bounded reference-client harness for testing agent clients against tool
    errors, delays, malformed results and disconnects. Self‑hosted.
  humanURL: https://cloudlabworks.dev/oss/mcp-failure-lab
  baseURL: https://github.com/cloudlabworks/mcp-failure-lab
  properties:
  - type: MCPServer
    url: https://github.com/cloudlabworks/mcp-failure-lab
  - type: Documentation
    url: https://github.com/cloudlabworks/mcp-failure-lab#readme
  - type: License
    url: https://github.com/cloudlabworks/mcp-failure-lab/blob/main/LICENSE
  aid: cloudlabworks:mcp-failure-lab
- name: prove-it-done agent skill
  description: Re‑runnable receipts that check an AI agent's completion claims against the real system. Also packaged as a
    Gemini CLI extension.
  humanURL: https://cloudlabworks.dev/oss/prove-it-done
  baseURL: https://github.com/issaquahd/prove-it-done
  properties:
  - type: AgentSkill
    url: https://raw.githubusercontent.com/issaquahd/prove-it-done/main/SKILL.md
  - type: AgentSkill
    url: https://raw.githubusercontent.com/cloudlabworks/prove-it-done-gemini/main/gemini-extension.json
  - type: License
    url: https://github.com/issaquahd/prove-it-done/blob/main/LICENSE
  aid: cloudlabworks:prove-it-done-agent-skill
x-submission-notes: Self-hosted open-source MCP tools, no hosted API; apis.json at /apis.json.
x-coverage:
  state: none
  reason: no-developer-program
  detail: CloudLab Works provides only self‑hosted open‑source tools with no public API or developer program.
  evidence:
  - url: https://cloudlabworks.dev/apis.json
    status: 200
  checked: '2026-11-02'
x-submission-probe: docs 200 on 2026-11-02
x-submitted-by: alex@cloudlabworks.dev (apis.io/add, 2026-11-02)
x-enrichment:
  date: '2026-11-02'
  status: enriched
  artifacts_added: 11
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

CloudLab Works API — frequently asked questions

Does CloudLab Works have an API?

Yes. APIs.io lists 3 APIs from CloudLab Works, including oak-events MCP server, MCP Failure Lab and prove-it-done agent skill.

Does CloudLab Works have an MCP server?

Yes. APIs.io lists 2 MCP servers for CloudLab Works.

Is the CloudLab Works API ready for AI agents?

CloudLab Works has a Kin Score of 13.8 out of 100 (emerging) and an Agent Readiness score of 4.1 (human-only), scored by API Evangelist on 2026-11-06.

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

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  • 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 →

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