Miso Robotics

Miso Robotics is a Pasadena, California kitchen-automation company that builds AI-powered robotics and restaurant operations software for commercial food service. Its flagship product, Flippy, is an autonomous fry station that uses computer vision and NVIDIA-accelerated motion planning to identify food items, detect doneness and run up to 100 baskets per hour on existing commercial fryers from Frymaster, Henny Penny and Pitco. Miso also ships Zippy (built on the acquired Zignyl platform), a real-time digital shift manager for forecasting, scheduling, task management, incentives and payroll that connects to restaurant point-of-sale systems. Customers include White Castle, Jack in the Box, CaliBurger and Auntie Anne's. Miso publishes no public developer API, no OpenAPI/AsyncAPI contract and no SDKs; its integrations are delivered as private partner connections (Toast, PAR and other POS vendors) arranged through sales, and its public GitHub organization carries ROS/robotics and cloud-infrastructure forks used internally rather than a client-facing API surface.

Miso Robotics is profiled on the APIs.io network. Tagged areas include Company, Robotics, Kitchen Automation, Restaurant, and Food Service.

Miso Robotics’ developer surface includes engineering blog, support, and 17 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

11.2/100 emerging ▬ flat Agent 0/100 human only Front door AI 5/6 prominent saas Full breakdown ↓
scored 2026-10-23 · rubric v0.25.0 · Show this score on your site →

0 APIs

Company RoboticsKitchen AutomationRestaurant Food Service Artificial Intelligence Computer Vision Workforce Management Point-of-Sale

Kin Score

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

Composite quality — 11.2/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 1.2 / 17

Access Clarity 3.6 / 17

Operational Transparency 0.3 / 11

Contract Governance 0.0 / 10

Discoverability 4.8 / 9

Regulatory Posture 1.9 / 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

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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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/miso-robotics: 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 →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

Market	Position	Depth	Registered MCP server	Declares compatibility
ONVIF Video Analytics (video surveillance, edge cameras, computer vision)	undeclared	-	-	-

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

Security Posture 1

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

Miso Robotics Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Get Started 1

Portal, sign-up, and the first successful call

Demo

Demo

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Learn 1

Tutorials, courses, talks, and written guidance

Videos

Videos

Operate 2

Status, limits, changes, and where to get help

Support

Support

ContactUs

ContactUs

Commercial 2

Pricing, plans, and the legal terms of use

PrivacyPolicy

PrivacyPolicy

TermsOfService

TermsOfService

Company 7

The organization behind the API

BlogRSS

Website

Blog

BlogRSS

Press

Careers

InvestorRelations

InvestorRelations

Scroll for all 7

Other 3

Properties that don't map to a standard resource type

Products

Products

CaseStudies

CaseStudies

Investment

Investment

Source (apis.yml)

aid: miso-robotics
name: Miso Robotics
description: Miso Robotics is a Pasadena, California kitchen-automation company that builds AI-powered robotics and restaurant
  operations software for commercial food service. Its flagship product, Flippy, is an autonomous fry station that uses computer
  vision and NVIDIA-accelerated motion planning to identify food items, detect doneness and run up to 100 baskets per hour
  on existing commercial fryers from Frymaster, Henny Penny and Pitco. Miso also ships Zippy (built on the acquired Zignyl
  platform), a real-time digital shift manager for forecasting, scheduling, task management, incentives and payroll that connects
  to restaurant point-of-sale systems. Customers include White Castle, Jack in the Box, CaliBurger and Auntie Anne's. Miso
  publishes no public developer API, no OpenAPI/AsyncAPI contract and no SDKs; its integrations are delivered as private partner
  connections (Toast, PAR and other POS vendors) arranged through sales, and its public GitHub organization carries ROS/robotics
  and cloud-infrastructure forks used internally rather than a client-facing API surface.
url: https://raw.githubusercontent.com/api-evangelist/miso-robotics/refs/heads/main/apis.yml
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:
  - security
  generated: '2026-09-02'
  method: derived
image: https://www.misorobotics.com/hs-fs/hubfs/Miso_Logo_RAI_4C.png
x-type: company
x-source: harvest:secondary-market
x-tier: stub
x-tier-reason: harvest
specificationVersion: '0.23'
created: '2026-08-01'
modified: '2026-10-06'
tags:
- Company
- Robotics
- Kitchen Automation
- Restaurant
- Food Service
- Artificial Intelligence
- Computer Vision
- Workforce Management
- Point-of-Sale
tags_raw:
- Company
- Robotics
- Kitchen Automation
- Restaurants
- Food Service
- Artificial Intelligence
- Computer Vision
- Workforce Management
- Point of Sale
- Computer-Vision
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- url: https://info.misorobotics.com/rss.xml
  type: BlogRSS
- type: DomainSecurity
  url: security/miso-robotics-domain-security.yml
- type: LLMsTxt
  url: llms/miso-robotics-llms.txt
- type: Website
  url: https://www.misorobotics.com/
- type: Products
  url: https://www.misorobotics.com/products
- type: Blog
  url: https://www.misorobotics.com/blogs
- type: BlogRSS
  url: https://misorobotics.com/rss.xml
- type: Support
  url: https://www.misorobotics.com/support-faqs
- type: PrivacyPolicy
  url: https://www.misorobotics.com/privacy-policy
- type: TermsOfService
  url: https://www.misorobotics.com/terms-of-use
- type: GitHubOrganization
  url: https://github.com/MisoRobotics
- type: Press
  url: https://www.misorobotics.com/newsroom-press-media-kit
- type: CaseStudies
  url: https://www.misorobotics.com/case-studies
- type: Videos
  url: https://www.misorobotics.com/videos
- type: Careers
  url: https://www.misorobotics.com/careers
- type: ContactUs
  url: https://www.misorobotics.com/contact-us
- type: Demo
  url: https://www.misorobotics.com/book-a-demo
- type: InvestorRelations
  url: https://www.misorobotics.com/investor-relations
- type: Investment
  url: https://forgeglobal.com/miso-robotics_stock/
x-enrichment:
  date: '2026-08-01'
  status: minimal
  artifacts_added: 3
  pass: local-v1

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