Mechanize

Mechanize, Inc. is a software company that builds reinforcement learning (RL) environments and evaluations for frontier coding agents and sells them to leading AI labs. In its environments, models carry out software engineering work such as building a feature, deploying an application or debugging an unfamiliar codebase, and a grader scores the result for use as RL training signal and evaluation. Its published work includes GBA Eval, a benchmark measuring whether coding agents can write a Game Boy Advance emulator from scratch in 24 hours. Mechanize publishes no public API, developer documentation or pricing on its website.

Mechanize is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Reinforcement Learning, AI Evaluations, and Benchmarks.

Mechanize’s developer surface includes engineering blog, support, and 9 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

5.0/100 minimal Agent 3/100 human only Full breakdown ↓
scored 2026-10-31 · rubric v0.25.0 · Show this score on your site →

0 APIs

Company Artificial Intelligence Reinforcement LearningAI EvaluationsBenchmarks Coding Agents Software Engineering

Kin Score

Kin Score How this is scored →
scored 2026-10-31 · rubric v0.25.0

Composite quality — 5.0/100 · minimal

Contract Quality 0.0 / 21

Developer Ergonomics 1.2 / 17

Access Clarity 0.0 / 17

Operational Transparency 0.0 / 11

Contract Governance 0.0 / 10

Discoverability 4.3 / 9

Regulatory Posture 0.8 / 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 7 / 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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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)
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0

12 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
Access Clarity scores 0.0 — up to +20.0 composite points
Developer Ergonomics scores 7.1 — up to +18.6 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/mechanize-work/apis.yml: open an issue on github.com/api-evangelist/mechanize-work 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 →

Pricing Plans 1

Published pricing tiers and plan structures.

Mechanize Work Plans Pricing

0 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Mechanize Work Rate Limits

0 limits

RATE LIMITS

Security Posture 1

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

Mechanize Work Domain Security

TLSv1.3 · DMARC

SECURITY

Resources

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

Support

Support

Company 6

The organization behind the API

Website

Blog

Blog

Newsroom

Newsroom

Careers

Other 3

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Podcast

Podcast

Source (apis.yml)

aid: mechanize-work
name: Mechanize
description: Mechanize, Inc. is a software company that builds reinforcement learning (RL) environments and evaluations for
  frontier coding agents and sells them to leading AI labs. In its environments, models carry out software engineering work
  such as building a feature, deploying an application or debugging an unfamiliar codebase, and a grader scores the result
  for use as RL training signal and evaluation. Its published work includes GBA Eval, a benchmark measuring whether coding
  agents can write a Game Boy Advance emulator from scratch in 24 hours. Mechanize publishes no public API, developer documentation
  or pricing on its website.
url: https://artifacts.apis.io/mechanize-work/apis.yml
x-type: company
x-source: harvest:direct-request
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-27 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-27'
modified: '2026-10-27'
tags:
- Company
- Artificial Intelligence
- Reinforcement Learning
- AI Evaluations
- Benchmarks
- Coding Agents
- Software Engineering
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
image: https://www.mechanize.work/social-card-square.png
common:
- type: Hosts
  url: hosts/mechanize-work-hosts.yml
- type: Vendors
  url: vendors/mechanize-work-vendors.yml
- type: DomainSecurity
  url: security/mechanize-work-domain-security.yml
- type: Website
  url: https://www.mechanize.work/
- type: Blog
  url: https://www.mechanize.work/blog/
- type: Blog
  url: https://www.mechanize.work/technical-blog/
  name: Technical blog
- type: Newsroom
  url: https://www.mechanize.work/press-releases/
  name: Press releases
- type: Newsroom
  url: https://www.mechanize.work/press/
  name: Press
- type: Podcast
  url: https://www.mechanize.work/podcast/
- type: Careers
  url: https://www.mechanize.work/apply/
- type: Support
  url: https://www.mechanize.work/contact.html
  name: Contact
apis: []
x-coverage:
  state: covered
  reason: identity-verified
  detail: Website www.mechanize.work self-identifies as Mechanize, Inc. (title, meta description). No API, developer docs,
    pricing, terms or privacy pages are published; GitHub org github.com/mechanize-work exists but does not link to the site,
    so it was not recorded.
  evidence:
  - url: https://www.mechanize.work/
    status: 200
  - url: https://www.mechanize.work/blog/
    status: 200
  - url: https://www.mechanize.work/technical-blog/
    status: 200
  - url: https://www.mechanize.work/press-releases/
    status: 200
  - url: https://www.mechanize.work/press/
    status: 200
  - url: https://www.mechanize.work/podcast/
    status: 200
  - url: https://www.mechanize.work/apply/
    status: 200
  - url: https://www.mechanize.work/contact.html
    status: 200
  - url: https://www.mechanize.work/social-card-square.png
    status: 200
x-enrichment:
  date: '2026-10-27'
  status: enriched
  artifacts_added: 9
  pass: modular-v1
  engine: identity=anthropic,contract=anthropic,surfaces=anthropic,docs=anthropic,regulatory=anthropic

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