# AX Check: yalethom.as
Checked 2026-09-18.

No docs, no pricing — agents find only a static page
Homepage loads fine, but there's no Markdown guide, no llms.txt, and no docs. All 3 sessions found no pricing info at all.

## End-to-end onboarding not demonstrated

## Coding sessions
All three independent sessions (DeepSeek V4 Pro, Kimi K3, Qwen 3.8 Max) completed their task but found no pricing model to report, each concluding the site offers no pricing since it appears to be a static, non-SaaS page rather than a product with a quickstart or cost structure.

### DeepSeek V4 Pro
[View public run](https://agents.withgauge.com/p/runs/c569d891-180d-462e-be57-93281106481e) · [Read transcript](https://www.ax-check.com/yalethom.as/sessions/deepseek.json)
Final output only states 'There is no pricing... not a SaaS product' with no cost figure and no named assumptions (plan/region/machine size/workload) as the rubric requires.
#### End-to-end onboarding
- **End-to-end onboarding not demonstrated**: YaleThom.as is a personal GitHub Pages portfolio site, not a SaaS product with an API/SDK. The agent probed common developer endpoints (/docs, /api, /pricing, etc.) and all returned GitHub Pages 404s. No credentials, sign-up flow, or authenticated operation was ever attempted because no such workflow exists to onboard into.
  Event 25:

  ```text
  == api ==
  <!DOCTYPE html>
  <html>
    <head>
      <meta http-equiv="Content-type" content="text/html; charset=utf-8">
  ...    <title>Page not found &middot; GitHub Pages</title>
  ```
  Event 27:

  ```text
  There is no developer workflow I can act on through a hosted SDK or API, so per your instruction I'm stopping rather than inventing an example or spinning up a local stack.
  ```

#### Hallucinated URLs
None identified in this transcript.

#### Blockers
- **No API, SDK, or pricing exists on the product**: YaleThom.as is a static personal portfolio site (GitHub Pages) showcasing browser toys/visualizations, not a product with a developer workflow. This is product-nature, not agent error, missing credentials, or environment limitation: the agent correctly identified this by inspecting the homepage HTML/JS and probing standard developer paths, all of which 404'd via GitHub Pages' own not-found page.
  Event 25:

  ```text
  <title>Page not found &middot; GitHub Pages</title>
  ```
  Event 27:

  ```text
  There is no pricing. It is not a SaaS product. No paid tiers, accounts, plans, or credits exist.
  ```

#### Suggested Changes
None identified in this transcript.

### Kimi K3
[View public run](https://agents.withgauge.com/p/runs/fdd05f20-5ac9-4c07-9ccd-d5fde0663016) · [Read transcript](https://www.ax-check.com/yalethom.as/sessions/kimi.json)
Final output says pricing is "none" because it's a free static site, but names no plan/region/machine/workload/trial assumptions as the rubric requires — there's no real pricing model to anchor to.
#### End-to-end onboarding
- **End-to-end onboarding not demonstrated**: No credentials were obtained or used, and no authenticated operation was attempted. The agent determined the target is a static personal portfolio site with no API, SDK, or auth surface, and stopped per instructions rather than pursuing onboarding.
  Event 14:

  ```text
  A scan of the site shows zero references to an API, SDK, docs, or developer platform. There are no endpoints to call, no auth, nothing to build an "example integration" against.
  ```

#### Hallucinated URLs
None identified in this transcript.

#### Blockers
- **Target site has no developer workflow to act on**: The product behind the requested domain is a static GitHub Pages portfolio site with client-side demos only, not a SaaS API or SDK product. This is a product/task-mismatch, not an agent error or missing credential — the agent correctly identified this via direct inspection and stopped as instructed.
  Event 12:

  ```text
  href="https://yalethom.as/bigO/"
  href="https://yalethom.as/countrain/"
  ```
  Event 14:

  ```text
  It's a personal portfolio site by Yale Thomas, hosted as a static GitHub Pages site (source: github.com/y4le/y4le.github.io).
  ```

#### Suggested Changes
None identified in this transcript.

### Qwen 3.8 Max
[View public run](https://agents.withgauge.com/p/runs/8a1311e2-2b2c-499c-b896-0d8240897399) · [Read transcript](https://www.ax-check.com/yalethom.as/sessions/qwen.json)
Final output just says 'There is none' for pricing with no figure or assumptions (plan/region/machine/workload) stated — nothing to anchor since no pricing model exists, but the criterion requires a stated cost with assumptions which never appears.
#### End-to-end onboarding
- **End-to-end onboarding not demonstrated**: The agent never attempted credential acquisition or an authenticated operation because it determined within the first few tool calls that YaleThom.as is a static personal portfolio site with no API, SDK, or developer surface at all. No login wall was hit and no product credentials were sought.
  Event 25:

  ```text
  api -> 404
  docs -> 404
  sdk -> 404
  pricing -> 404
  developers -> 404
  api/v1 -> 404
  ```
  Event 27:

  ```text
  There's no published package (npm and PyPI both 404 for anything related), and `/api`, `/docs`, `/sdk`, `/developers` all return 404. The site is generated from a `projects.yaml` + template — it's a static showcase, not a service.
  ```

#### Hallucinated URLs
None identified in this transcript.

#### Blockers
- **YaleThom.as has no API, SDK, or developer surface**: The site is a static GitHub Pages personal portfolio (projects.yaml + template) with no package on npm/PyPI and 404s on every plausible developer path. This is product behavior (or rather, absence of a product) — not a credential problem, test-environment issue, or agent mistake. The agent correctly identified this quickly and stopped per instructions rather than fabricating a workflow.
  Event 14:

  ```text
  npm error 404
  npm error 404  'yalethomas@*' is not in this registry.
  ```
  Event 25:

  ```text
  api -> 404
  docs -> 404
  sdk -> 404
  pricing -> 404
  developers -> 404
  api/v1 -> 404
  ```
  Event 27:

  ```text
  YaleThom.as has no developer workflow I can act on.
  ```

#### Suggested Changes
None identified in this transcript.

### Task given to each agent
Help me build a simple example using YaleThom.as. Tell me how pricing works, and briefly tell me whether this product will be easy for you to manage. Let me know if you get blocked. If this product has no developer workflow you can act on, say so plainly and stop. Stay light: use the hosted product through its SDK or API. Do not start local service stacks or wait for long-running commands; if the quickstart requires either, say so plainly and stop.

No product credentials were supplied and no purchases were authorized.

## Score: F · 0/100 (provisional)
Grades come from completed site checks. Coding sessions and skipped checks do not affect the score.

### Clarity
- **Failed** — Homepage answers Markdown requests

  ```text
  Homepage returned text/html for a Markdown Accept header; no Markdown representation offered.
  ```

- **Failed** — llms.txt provides an actionable documentation index

  ```text
  /llms.txt returns 404 on GitHub Pages; no documentation index exists.
  ```

- **Skipped** — llms.txt provides navigation guidance

  ```text
  No llms.txt body was returned (404), so navigation guidance cannot be judged.
  ```

- **Skipped** — llms.txt mentions offered API, MCP, and skills

  ```text
  No llms.txt body was returned (404); no API, MCP or skills surfaces are offered.
  ```

- **Skipped** — A compact guide representation exists

  ```text
  No site-published Markdown guide fetched; homepage serves HTML only and /llms.txt is 404.
  ```

- **Skipped** — A focused guide is directly retrievable

  ```text
  No focused guide or compact Markdown representation was fetched for this site.
  ```

- **Skipped** — Equivalent instructions fit a token budget

  ```text
  No compact guide was retrieved, so token budget cannot be measured.
  ```

- **Skipped** — Product-docs links survive format changes

  ```text
  Homepage Markdown is unsupported, so link preservation across formats is unassessed.
  ```

- **Skipped** — The compact guide is independently actionable

  ```text
  No compact agent guide was fetched; only the project homepage and a 404 llms.txt.
  ```

- **Skipped** — Install and next-step links resolve

  ```text
  Homepage project links were not fetched, so their resolution is unverified.
  ```


### Onboarding
- **Skipped** — Docs lead to a relevant quickstart

  ```text
  Only fetched subject page is a 404; no docs or quickstart for YaleThom.as was retrieved.
  ```

- **Skipped** — Installation commands are extractable

  ```text
  No YaleThom.as installation page or commands were fetched; GitHub Pages docs are a foreign product.
  ```

- **Skipped** — Code examples are available without interaction

  ```text
  No YaleThom.as code examples were fetched; only a GitHub Pages 404 page exists.
  ```

- **Skipped** — Prerequisites and auth boundaries are explicit

  ```text
  No YaleThom.as prerequisites or auth documentation was fetched to assess.
  ```


### Pricing
- **Failed** — Agents identify pricing and its assumptions

  ```text
  3 of 3 sessions were judged on pricing; 3 fell short. DeepSeek V4 Pro: Final output only states 'There is no pricing... not a SaaS product' with no cost figure and no named assumptions (plan/region/machine size/workload) as the rubric requires. Kimi K3: Final output says pricing is "none" because it's a free static site, but names no plan/region/machine/workload/trial assumptions as the rubric requires — there's no real pricing model to anchor to. Qwen 3.8 Max: Final output just says 'There is none' for pricing with no figure or assumptions (plan/region/machine/workload) stated — nothing to anchor since no pricing model exists, but the criterion requires a stated cost with assumptions which never appears. This behavioural item does not affect the fast grade.
  ```

- **Skipped** — Pricing is readable without interaction

  ```text
  No pricing page for YaleThom.as was fetched; only a foreign GitHub pricing page appears.
  ```

- **Skipped** — Prices are stated, not gated

  ```text
  No YaleThom.as pricing evidence fetched; GitHub pricing belongs to a different product.
  ```

- **Skipped** — Pricing units and limits are explicit

  ```text
  No YaleThom.as pricing units or limits were fetched; foreign GitHub page measures nothing here.
  ```


### Activation
- **Skipped** — An API reference or OpenAPI spec is reachable

  ```text
  No API reference or OpenAPI spec was fetched for YaleThom.as; only a 404 llms.txt.
  ```

- **Skipped** — An MCP server is documented and well-formed

  ```text
  No MCP server documentation for YaleThom.as appears in the fetched evidence.
  ```

- **Skipped** — A CLI install path is documented

  ```text
  No CLI install path for YaleThom.as was found in the fetched pages.
  ```

- **Skipped** — SDK packages resolve on their registries

  ```text
  No YaleThom.as SDK package registry lookup was supplied in the evidence.
  ```

- **Skipped** — Agent skills are published

  ```text
  No agent skills published by YaleThom.as appear in the fetched evidence.
  ```



[Full report data](https://www.ax-check.com/yalethom.as/report.json)
