Tsoden
Public audit for blog.softwarewrighter.com

What we found

A Coding Agent from Scratch is 3 fixes away from more trial signups.

3 things a visitor needs are missing. The ones costing you the most: no easy way to get in touch, AI assistants have nothing to read and Nothing describes you in search results.

Read from 5 live pages · metadata, crawlability, trust, CTA, schema, sitemap, robots, llms.txt

Questions about this audit? Reply to the email or write to us — a human answers same day.

3 fixable leaks

The prioritized plan to fix all 3 leaks above and win more trial signups is below — free, nothing to unlock.

Walk me through the 3 fixes - free See what's leaking ↓

What buyers and AI/search engines see right now

Pages checked55 read in full
How we read itRead as crawlers doSame view buyers & bots get
Response time504msUnder the 2.5s target
Checks verified10/133 need fixing

Diagnostics

What we checked, and what we found

40 checks across six areas — search visibility, AI & answer engines, performance, security, conversion and trust — each measured against A Coding Agent from Scratch's live site.

23 pass 6 warn 11 fail

Of the 40 checks we ran on your page

Anything we couldn’t read is its own segment — a page that blocks our reader is our limitation, not a mark against you, and it never lowers your score.

Fine as-is — 23Needs fixing — 11Couldn’t read — 6
See the numbers
StateCountShare
On your page2357%
Missing1128%
Couldn’t read615%

Where your page is strong, and where it isn’t

Each area is scored 0–100 against what a customer needs to find before they act.

strong (75+)close (50–74)needs work (under 50)
Can they take the next step 57
Reasons to believe you 62
Can people find you 69
Can AI assistants read it 44
Speed on a phone 89
A safe, trusted connection 54
See the numbers
Part of your pageScoreHow that reads
Can they take the next step57/100close
Reasons to believe you62/100close
Can people find you69/100close
Can AI assistants read it44/100needs work
Speed on a phone89/100strong
A safe, trusted connection54/100close

Priorities

Fix these first

Ranked by revenue impact. Each one is something developers — or an AI answer engine — need to see and currently can't. Fixing the top few moves your score the most.

01

No easy way to get in touch

Make it easy to start a free trial from the homepage — a visible form, booking link, or tap-to-call number.

02

AI assistants have nothing to read

Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.

03

Nothing describes you in search results

Rewrite meta description to target developer intent: 'mlplcode is a lightweight, verifier-first AI coding agent framework — 850 lines of MLPL + 220 of Rust, local inference, and test-aware execution. Try it now.'

What we read on your page

What a customer finds — and doesn’t

5 of the 8 things we could check are already on your page. Your page has 5 of the 8 things a customer looks for. Adding the rest is the quickest way to get more out of the visitors you already have.

Below is the breakdown: what's already working (with the exact text quoted from your page as proof), and the highest-impact additions to win more trial signups — in priority order.

Scope: an automated scan of the 5 pages we could read across your site. Every “found” item quotes the exact text on your page so you can verify it. It doesn't judge copy quality or design.

Already on your page

  • A headline that says what you do — found: “Blog Categories” (on /categories)
  • An obvious button that starts the thing — found: “Try it”
  • Reviews or proof from real customers — found: “used by”
  • A concrete number, not an adjective — found: “80%”
  • A price, or at least a from-figure — found: “from 1”

What to add, in order of impact

  • Something that removes the risk of trying you — Lower perceived risk: free trial, money-back guarantee, no credit card, or cancel-anytime.
  • An easy way to get in touch — Give an easy capture path: short form, booking link, or contact route from the first screen.
  • Answers to the questions people ask before buying — Answer the top 3-5 buyer objections in an FAQ to remove hesitation before the CTA.

Deliverable

The full write-up

The full work-up for A Coding Agent from Scratch — every fix, with copy and code ready to paste.

Complete fix plan (every issue, step by step)

1. No easy way to get in touch

Make it easy to start a free trial from the homepage — a visible form, booking link, or tap-to-call number.

  1. Add a visible booking link, short form, or tap-to-call number on the first screen.
  2. Keep the form to 3 fields max; every extra field drops completion.
  3. Confirm submissions with a clear success state, not a silent reload.

2. AI assistants have nothing to read

Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.

  1. Publish /llms.txt with a plain-text product summary, audience, pricing and key links.
  2. Keep it concise — answer engines reward clear, factual structure.
  3. Update it when your offer or pricing changes.

3. Nothing describes you in search results

Rewrite meta description to target developer intent: 'mlplcode is a lightweight, verifier-first AI coding agent framework — 850 lines of MLPL + 220 of Rust, local inference, and test-aware execution. Try it now.'

  1. Write a 140–155 character description that states the offer and the next step.
  2. Lead with the benefit, end with a soft call to action.
  3. Include the term a buyer would search so the snippet matches their query.

Done-for-you assets — copy & paste

SEO title
Where to paste: Replace the <title> tag inside your page <head>.
Software Wrighter Lab | Minimal AI Coding Agents
Meta description
Where to paste: In <head>, set <meta name="description" content="…"> to this (replace the old one).
Build & understand ultra-lean AI coding agents — MLPL + Rust, local LLMs, and built-in verification. Start small, stay in control.
H1 — main page heading
Where to paste: Make this the single <h1> at the top of the homepage (real text, not an image).
Minimal AI Coding Agents You Can Actually Understand

— or one of these —
- AI Coding Agents Built for Comprehension, Not Just Output
- The Smallest Possible Coding Agent — 850 Lines of MLPL, 220 of Rust
Primary CTA button
Where to paste: Use as the main button on the first screen; repeat it after your proof/services section.
Read the Blog
JSON-LD structured data (Organization)
Where to paste: Paste this entire block right before </head> (or before </body>).
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "A Coding Agent from Scratch",
  "url": "https://blog.softwarewrighter.com/",
  "description": "Software Wrighter Lab publishes technical writing and open-source tooling focused on minimal, verifiable AI coding agents implemented in the sw-MLPL array language with Rust systems glue and local LL…",
  "telephone": "5 10 25 50 100",
  "makesOffer": [
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Design and implementation of minimal AI coding agents using sw-MLPL"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Local LLM-powered code generation with deterministic verification layers"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Rust-based systems infrastructure for agent tooling and execution safety"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Open-source agent primitives: prompt orchestration, action validation, test-aware feedback loops"
      }
    },
    {
      "@type": "Offer",
      "itemOffered": {
        "@type": "Service",
        "name": "Technical education on building transparent, auditable AI-assisted development tools"
      }
    }
  ]
}
</script>
llms.txt (for AI answer engines)
Where to paste: Create a plain text file at blog.softwarewrighter.com/llms.txt with this content.
# A Coding Agent from Scratch

> Build & understand ultra-lean AI coding agents — MLPL + Rust, local LLMs, and built-in verification. Start small, stay in control.

## Services
- Design and implementation of minimal AI coding agents using sw-MLPL
- Local LLM-powered code generation with deterministic verification layers
- Rust-based systems infrastructure for agent tooling and execution safety
- Open-source agent primitives: prompt orchestration, action validation, test-aware feedback loops
- Technical education on building transparent, auditable AI-assisted development tools

## Links
- https://blog.softwarewrighter.com/

Page-by-page findings

PageWhat to fix
/no H1 heading
/about2 H1s (should be 1)
/abstractslooks healthy
/categorieslooks healthy
/index-alllooks healthy
Walk me through the 3 fixes - free

No charge and no pitch - a human reads your site and answers, usually the same day.

Rather we implement it for you? Done-for-you fix — €199

Action order

48-Hour Fix Plan

  • Make it easy to start a free trial from the homepage — a visible form, booking link, or tap-to-call number.
  • Publish /llms.txt with a concise machine-readable product summary, audience, pricing, and docs links.
  • Rewrite meta description to target developer intent: 'mlplcode is a lightweight, verifier-first AI coding agent framework — 850 lines of MLPL + 220 of Rust, local inference, and test-aware execution. Try it now.'

Why it matters

The fastest developers do not read every page. They scan the first screen, trust signals, pricing cues and how easy it is to start a free trial. Missing signals make the offer harder to understand and easier to ignore.

Packages

Turn this into more trial signups

You've seen the leaks, and the full plan above is yours free — every fix written out. The only thing we charge for is doing the work instead of you.

Do it yourselfFree

The complete evidence report and the prioritized, step-by-step plan for A Coding Agent from Scratch — every fix written out with copy & code ready to paste. It is on this page. Nothing to buy, nothing to unlock.

Read the full plan ↑
Done-for-you — 48h€199

We implement the highest-impact fixes for A Coding Agent from Scratch — metadata, schema, CTA, llms.txt, trust signals — in 48 hours. You keep every bit of the lift, no lock-in.

Have us do it — €199
Ongoing monitor€499/mo

Weekly re-checks of A Coding Agent from Scratch + drift alerts so the fixes compound and never silently slip back.

Start monitoring

Not sure which fits? Book a free 30-min call and we'll tell you straight. · 48-hour turnaround · no lock-in · every claim verified.

Verification

The exact wording we found

Every signal below was read from your live site — nothing is estimated. We checked 5 pages; “couldn’t verify” means a signal needs JavaScript to read and we won’t guess.

What we read

TitleSoftware Wrighter Lab Blog | AI coding agents, systems programming, and practical machine learning
Meta description69 chars
H1 heading Found 4/5
Structured data Found

Crawl & AI files

robots.txt Found
sitemap.xml Found
llms.txt (AI) Missing
Response time504ms

Pages we checked

/
Software Wrighter Lab Blog | AI coding agents, systems programming, an
Read
/about
About Blog | Software Wrighter Lab Blog
Read
/abstracts
Post Abstracts | Software Wrighter Lab Blog
Read
/categories
Blog Categories | Software Wrighter Lab Blog
Read
/index-all
Post Index | Software Wrighter Lab Blog
Read

Questions about anything in here? Reply to the email, or reach us directly — we answer the same day.

CalendlyEmail

Who we are

Tsoden — a full-service web studio

We don't just audit — we build and rank websites end-to-end. Web development & design, plus SEO & AEO, so your business shows up in Google and in AI answers like ChatGPT, Perplexity and Gemini. This report is where we start; we can implement every fix below and grow your visibility on a full-service basis.

Web development & redesign — fast, conversion-first sites
SEO — rank in Google for what your buyers actually search
AEO — get found & cited by AI answer engines (ChatGPT, Perplexity, Gemini)
Ongoing monitoring & growth — we keep it improving
Work with Tsoden →or email support@tsoden.ai

Curious how a competitor scores?

Run the same free check on any site — the same buying signals, the same evidence quoted from the page itself. About a minute, no email needed to see the result.

Disclaimer

This service is a marketing and informational tool based on public website signals. It is not legal, financial, tax, investment, security, or professional advice. Scores and recommendations are estimates, not guarantees of revenue, rankings, AI visibility, deliverability, or business outcomes. You remain responsible for reviewing, approving, and implementing any changes and for complying with laws that apply to your business.

Full disclaimer · Terms · Privacy

This audit is from 16 Sept 2026 — we re-run it fresh before we touch anything A Coding Agent from Scratch · Grade B · 76/100
Done-for-you — €199 Walk me through the 3 fixes - free