Linserin Yang's Notes
Last scanned notes.linserin.workCustom platform15 pages tested
AI agents can find, read and use these docs well. Linserin Yang's Notes scores 95 out of 100 (grade A), passing 22 of 26 checks. 4 still need work.
Developer docs
Kind of site
22/26
Checks passed
2
Partly passed
2
Failed
Access
Content discoverability6 passed1 partly
llms.txt follows the standard structure
llms.txt contains parseable links but doesn't fully follow the proposed structure: https://notes.linserin.work/llms.txt: No blockquote summary found
Your llms.txt contains parseable links but doesn't follow the standard structure. Add an H1 title as the first line and a blockquote summary (lines starting with >) to improve agent parsing.
Check your fix: llms.txt starts with a
# Title, then a> summaryline, then##sections of links.llms.txt exists
llms.txt found at https://notes.linserin.work/llms.txt
llms.txt fits in an agent's context
llms.txt is 373 characters (under 50,000 threshold)
llms.txt links work
All 4 same-origin links resolve (4 total links)
llms.txt links point to Markdown
4/4 same-origin links point to markdown content (100%)
Pages point agents to llms.txt
llms.txt directive found in HTML of all 15 sampled pages, near the top of content
Markdown pages point agents to llms.txt
llms.txt directive found in markdown of all 15 sampled pages, near the top of content
Markdown availability1 passed1 failed
Server returns Markdown when asked
Server ignores Accept: text/markdown header (0/15 sampled pages return markdown)
Your server ignores Accept: text/markdown and returns HTML. Some agents (Claude Code, Cursor, OpenCode) request markdown this way. Configure your server to honor content negotiation.
Check your fix:
curl -sI -H "Accept: text/markdown" https://notes.linserin.work/go/returnscontent-type: text/markdown.Pages are available as Markdown
15/15 sampled pages support .md URLs (100%)
Page size and truncation3 passed1 failed
Content starts near the top
4 of 15 sampled pages have content starting past 50% (worst 100%)
4 of 15 pages have content starting past 50% of the converted output. Agents may never see the documentation content. Reduce navigation, breadcrumb, and sidebar markup that precedes the content area.
Content is in the HTML without JavaScript
All 15 sampled pages contain server-rendered content
Markdown pages fit in context
All 15 pages under 50K chars (median 1K, max 5K)
HTML pages fit in context
All 15 sampled pages under 50K chars (median 96K HTML โ 7K markdown (93% boilerplate))
Content structure2 passed
Headings inside tabs name their variant
1 page(s) with tabs found, but no section headers inside tab panels to evaluate
Tabs don't bloat the page
4 tab group(s) across 1 of 15 sampled pages; all serialize under 50K chars
Code blocks are well-formed
All 66 code fences properly closed across 16 pages
URL stability2 passed
Missing pages return a real 404
All 15 sampled pages return proper error codes for bad URLs
Redirects stay on the same host
No redirects detected across 15 sampled pages
Content health2 passed1 partly
Markdown matches the HTML page
3 of 15 pages have minor content differences between markdown and HTML
3 pages have minor content differences between their markdown and HTML versions.
llms.txt covers the whole site
llms.txt covers 98% of 46 sitemap doc pages
Cache headers allow timely updates
All 16 endpoints have appropriate cache headers
Authentication and access1 passed
Gated docs offer another way in
All docs pages are publicly accessible; no alternative access paths needed
Docs are readable without logging in
All 15 sampled pages are publicly accessible
Crawler access2 passed
Crawlers and AI assistants may read the docs
robots.txt lets Googlebot, Bingbot, OAI-SearchBot, PerplexityBot, Claude-SearchBot and Claude-User read the docs. Also blocked: GPTBot, ClaudeBot, Google-Extended and CCBot (training crawlers; opting out of training is a policy choice, not scored).
Sitemap lists the docs pages
The sitemap at https://notes.linserin.work/sitemap-index.xml lists 17 of the 17 docs pages found through llms.txt and page links.
Freshness
Maintenance3 passed
Pages say when they were last changed
15 of 15 sampled pages state when they were last changed.
Links and section anchors work
All 10 links and 4 section anchors checked on the sampled pages work. 1 more could not be verified (timeouts or blocked requests) and is not counted.
Sitemap entries still exist
All 10 sitemap entries sampled still exist.
Consistency with the API specNot applicable
Endpoints in the docs exist in the API spec
No OpenAPI description was found, so the docs could not be compared with a spec.
CurrencyNot applicable
Deprecated operations are marked as such
No OpenAPI description was found, so deprecation notices could not be compared with a spec.
Additional checks
Not part of the score: optional extras that help agents use your docs.
MCP server is discoverable
No MCP server was found for these docs.
Offer a read-only MCP server with a search tool over your docs, and link it from llms.txt, so agents in Cursor, Claude and ChatGPT can query your docs directly.
llms-full.txt is available
llms-full.txt found at https://notes.linserin.work/llms-full.txt (85,249 characters).
Agent skills are published
No agent skills index was found at /.well-known/agent-skills/index.json.
Publish an Agent Skills index at /.well-known/agent-skills/index.json with a SKILL.md for your main tasks, so agents can load task instructions without reading every page.
About this scan
- Scanned
- Oct 21, 2026
- Pages tested
- 15 of 45 found
- Platform
- Unknown
- Kind of site
- Developer docs
- AFDocs score, on its own
- 94 (A), 17 of 23 checks pass
- Based on 15 sampled pages, chosen deterministically from the sitemap and llms.txt. Pages outside the sample were not read.
- Pages were fetched without running JavaScript, the way most AI agents read the web.
- Answerability, where an AI agent answers real questions written from these pages, runs in the open-source scanner with your own API key. This web score is made of Access and Freshness.
Methodology 2026-09.6 ยท AFDocs 0.20.0
Pages we sampled (15)
- https://notes.linserin.work/go/
- https://notes.linserin.work/go/01-abc/calc/
- https://notes.linserin.work/go/01-abc/go-func/
- https://notes.linserin.work/go/01-abc/input-and-formatting/
- https://notes.linserin.work/go/01-abc/using-go-standard-library/
- https://notes.linserin.work/go/02-libraries/file-operating/
- https://notes.linserin.work/go/02-libraries/log/
- https://notes.linserin.work/go/03-network-requests/
- https://notes.linserin.work/go/03-network-requests/http/
- https://notes.linserin.work/misc/
- https://notes.linserin.work/misc/identity-authentication/jwt/
- https://notes.linserin.work/misc/maintain-works/1-coding/
- https://notes.linserin.work/misc/mix-up-spaces/
- https://notes.linserin.work/references/astro-quickstart/
- https://notes.linserin.work/references/mdx-guide/
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