# Good for Bots report: talhabashir\.com

Website: https://talhabashir\.com
Report: https://goodforbots.com/r/talhabashir.com
Scan: cmwbrae4h2rpd01pcftyx7eb9
Scanned at: 2026-11-11T06:48:34.714Z
Status: completed
Rubric: 0\.9\.0
Score: 58/100 (Fair)

Name: WebTools

## Access & usage policy

GoodForBotsBot received HTTP 200 via a direct request\. No indexing restriction was observed in the supported homepage directives\.

Sampled URL: https://talhabashir\.com/

### Crawlers and their robots.txt rules

Measured: GoodForBotsBot received HTTP 200 (direct); robots admission allowed.
Every other row is what robots.txt declares for that crawler on the sampled URL (https://talhabashir\.com/robots\.txt), not a test of its access.

Refusing search or user-fetch crawlers costs points under [Allows search and user\-fetch crawlers](https://goodforbots.com/standards?rubric=0.9.0#ai-crawler-access), 0 in this scan. Refusing training crawlers costs nothing.

#### Search and AI answers

| Crawler | Operator | Purposes | Declared access | Score effect | Rule that applies |
|---|---|---|---|---|---|
| OAI\-SearchBot | OpenAI | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| Claude\-SearchBot | Anthropic | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| PerplexityBot | Perplexity | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| MistralAI\-Index | Mistral | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| Kimi\-SearchBot | Moonshot AI | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| Amzn\-SearchBot | Amazon | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| Meta\-WebIndexer | Meta | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| ExaSearchBot | Exa | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| AIWebIndex | Lyrenth | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| DuckAssistBot | DuckDuckGo | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| ShapBot | Parallel | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| YandexAdditional | Yandex | ai\-search | Allowed | None | Not named; the User\-agent: \* group applies |
| Googlebot | Google | search | Allowed | Not scored | Not named; the User\-agent: \* group applies |
| Bingbot | Microsoft | search | Allowed | Not scored | Not named; the User\-agent: \* group applies |

#### Fetches a person asked for

| Crawler | Operator | Purposes | Declared access | Score effect | Rule that applies |
|---|---|---|---|---|---|
| ChatGPT\-User | OpenAI | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Claude\-User | Anthropic | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Perplexity\-User | Perplexity | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| MistralAI\-User | Mistral | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Kimi\-User | Moonshot AI | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Amzn\-User | Amazon | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Diffbot\-User | Diffbot | user\-fetch | Allowed | None | Not named; the User\-agent: \* group applies |
| Meta\-ExternalFetcher | Meta | user\-fetch, agent | Allowed | None | Not named; the User\-agent: \* group applies |

#### Model training

| Crawler | Operator | Purposes | Declared access | Score effect | Rule that applies |
|---|---|---|---|---|---|
| GPTBot | OpenAI | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| ClaudeBot | Anthropic | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| MistralAI\-Training | Mistral | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| KimiBot | Moonshot AI | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| AI2Bot | Ai2 | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| Applebot\-Extended | Apple | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| Webzio\-extended | Webz\.io | ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| Google\-Extended | Google | ai\-training, grounding | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| Meta\-ExternalAgent | Meta | ai\-training, product\-improvement | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| Amazonbot | Amazon | ai\-training, product\-improvement | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |
| CCBot | Common Crawl | open\-dataset, ai\-training | Allowed | None: training opt-outs are neutral | Not named; the User\-agent: \* group applies |

#### Agents, extraction and others

| Crawler | Operator | Purposes | Declared access | Score effect | Rule that applies |
|---|---|---|---|---|---|
| FirecrawlAgent | Firecrawl | extraction | Allowed | Not scored | Not named; the User\-agent: \* group applies |
| Webzio | Webz\.io | extraction | Allowed | Not scored | Not named; the User\-agent: \* group applies |

### Observed access

GoodForBotsBot received HTTP 200 via a direct request\.

- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): The recorded robots admission decision allowed our crawler to proceed\.
  Source: Scan admission; URL: https://talhabashir\.com/; scope: GoodForBotsBot admission along the homepage request chain; state: allowed.

[Related check: robots\-txt](https://goodforbots.com/standards?rubric=0.9.0#robots-txt)

- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): Our request received HTTP 200\. A status alone does not identify a WAF\.
  Source: Direct request; URL: https://talhabashir\.com; scope: Our recorded direct transport attempt; intermediate attempt URLs are not retained; state: observed.

```text
HTTP 200
```

[Related check: homepage\-availability](https://goodforbots.com/standards?rubric=0.9.0#homepage-availability)

- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): GoodForBotsBot received HTTP 200 via a direct request\.
  Source: Final homepage response; URL: https://talhabashir\.com/; scope: homepage response; state: observed.

```text
HTTP 200
Transport: direct
```

[Related check: homepage\-availability](https://goodforbots.com/standards?rubric=0.9.0#homepage-availability)

[Related check: waf\-challenge](https://goodforbots.com/standards?rubric=0.9.0#waf-challenge)

### Indexing directives

No indexing restriction was observed in the supported homepage directives\.

- Scope unresolved: No indexing restriction was observed in the supported homepage directives\.
  Source: Homepage directives; URL: https://talhabashir\.com/; scope: homepage response; state: not-observed.

[Related check: indexing\-blocks](https://goodforbots.com/standards?rubric=0.9.0#indexing-blocks)

### Search snippets

Scoped instructions were recorded; see their values and recipient support below\.

- \*: This declares a snippet instruction for the named recipients\. The value is not a claim about citation by every AI operator\.
  Source: Meta robots; URL: https://talhabashir\.com/; scope: This response only; state: observed.

```text
max-snippet: -1
```

[Related check: indexing\-blocks](https://goodforbots.com/standards?rubric=0.9.0#indexing-blocks)

### Search usage

No applicable preference for this use was established\.

- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot: No applicable AIPREF preference was established for this purpose\.
  Source: AIPREF Content\-Usage; URL: https://talhabashir\.com/; scope: Purpose: search; applicable robots group/path and this response's header; state: unstated.

[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)

### AI input and use

No applicable preference for this use was established\.

- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot: No applicable AIPREF preference was established for this purpose\.
  Source: AIPREF Content\-Usage; URL: https://talhabashir\.com/; scope: Purpose: ai\-use; applicable robots group/path and this response's header; state: unstated.

[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)

### AI training

No applicable preference for this use was established\.

- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot: No applicable AIPREF preference was established for this purpose\.
  Source: AIPREF Content\-Usage; URL: https://talhabashir\.com/; scope: Purpose: train\-ai; applicable robots group/path and this response's header; state: unstated.

[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)

- Crawler coverage includes the registered identities and up to 50 user\-agent entries from robots\.txt\. Source excerpts and detail groups are bounded; omissions are labelled\.
- Observed access describes GoodForBotsBot only\. Other crawler entries describe declared rules, not tests of those operators' access\.
- Coverage is the sampled homepage response and collected robots\.txt files\. No indexing or citation is guaranteed\. Usage preferences are declarations, not a legal determination of permission\.
- This explanation adds no points or penalties\. Any score effects belong to the linked checks\.
- AIPREF and Content Signals keep their own definitions\. AIPREF search can include processing used exclusively for search; training preferences are not a blanket ruling on every search process\.

Free online calculators and tools for US taxes, mortgages, business and personal finance

## About this site

WebTools is a website that offers free online calculators, generators and estimators, built for users in the United States\. The homepage describes 143 tools grouped into 16 categories: tax, legal and business, real estate and mortgage, e\-commerce and Shopify, Etsy, social media and content, food and nutrition, image tools, insurance and finance, paycheck and salary, zodiac and astrology, family law, wedding, pet, home and garden, and AI and webmaster tools\. The site says the tools need no sign\-up, cost nothing and run their calculations in the browser\. The input does not say who operates the site or what organisation stands behind it\.

## Through a bot's eyes

Written from the response GoodForBotsBot received in scan cmwbrae4h2rpd01pcftyx7eb9 (2026-11-11T06:48:34.714Z), before any JavaScript ran.

### What a bot can read

A model reading this input learns that the site offers free online calculators and tools, mainly for US users\. The homepage text names the 16 categories and lists many individual tools with short descriptions, including state income tax calculators, mortgage and closing cost estimators, Etsy fee calculators, child support calculators for 14 states, and a pet moving cost estimator\. It states that the tools are free, need no sign\-up and run in the browser, and it gives counts of 143 tools and 16 categories\. The homepage text is cut off partway through the real estate list\. The JSON\-LD repeats the page description and names the WebSite and Organization as WebTools\. The llms\.txt file does not describe WebTools\. It lists a WordPress website designer's Home and Portfolio pages and a Hello world post, so it contradicts the homepage\.

### What stays hidden

A model reading this input cannot find out who operates WebTools, because no owner, address or contact details appear in the homepage text or the JSON\-LD\. It also cannot tell whether the llms\.txt file, which describes a WordPress designer's portfolio, belongs to the same site\. The homepage text is truncated, so the remaining tools in the catalogue are not visible, and the input does not show how the calculators work or how accurate their results are\.

> WebTools is a site offering 143 free online calculators and tools for US users, covering taxes, mortgages, business, Etsy, family law and more, with no sign\-up required\.

Simulated from the response GoodForBotsBot received, not a live answer from any AI assistant.

Category: SaaS & Web Apps

Tags: Finance & Accounting, Legal, Real Estate

Platforms: wordpress

## Site profile

Login: not established.
API: not established.
Commerce: not established.

Not established means the scan found no proof, not that the site lacks it. The profile decides which conditional checks apply.

Robots verdict: allowed

## Scan statistics

```json
{
  "pagesScanned": 4,
  "requestCount": 27,
  "bytesFetched": 3785965,
  "durationMs": 105027
}
```

## Pages read

The homepage and up to three content pages chosen from the sitemaps and homepage links. Structured data, page structure, Markdown negotiation and typed links check every page read and take the median page; other checks read the homepage.

- Homepage: https://talhabashir\.com
- https://talhabashir\.com/401k\-contribution\-limits\-2026/: article; homepage link, kept from the previous scan, sitemap; read.
- https://talhabashir\.com/blog/: collection; homepage link, kept from the previous scan, sitemap; read.
- https://talhabashir\.com/about/: about; homepage link, kept from the previous scan, sitemap; read.

## Score breakdown

Readable base: 42.54; agent layer: 15; penalties: 0.
Final points are rounded and cannot fall below zero.

[How scoring works · current methodology](https://goodforbots.com/standards?rubric=0.9.0#scoring)

```json
{
  "block1Raw": 48.5,
  "block1Max": 57,
  "block2Raw": 12,
  "block2Max": 40,
  "coverage": 1,
  "cappedAt": null
}
```

## Detected capabilities

llms\-txt, robots\-txt, sitemap, schema\-org, crawlable\-navigation, control\-semantics, canonical\-url, section\-links

## Checks

### llms\.txt is present and well formed

ID: llms-txt; version: 2; kind: achievement; status: pass.
Contribution: 11.25; maximum magnitude: 11.25.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-txt&version=2#llms-txt)

[Check again: llms\.txt checker](https://goodforbots.com/tools/llms-txt-checker)

[Guide: How to write a useful llms\.txt](https://goodforbots.com/guides/llms-txt)

/llms\.txt is well formed: 4 links across 3 sections\.

```json
{
  "links": 4,
  "title": "https://talhabashir.com",
  "errors": [],
  "sections": 3,
  "charLength": 1747,
  "hasSummary": false,
  "sectionsWithLinks": 3
}
```

Requests read, under Observations: llms\-txt.

### robots\.txt is present and valid

ID: robots-txt; version: 2; kind: achievement; status: pass.
Contribution: 3.508771929824561; maximum magnitude: 3.508771929824561.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=robots-txt&version=2#robots-txt)

[Check again: robots\.txt checker](https://goodforbots.com/tools/robots-txt-checker)

[Guide: How to write robots\.txt rules for AI crawlers](https://goodforbots.com/guides/robots-txt-ai-crawlers)

robots\.txt is valid, with 1 user\-agent group\.

```json
{
  "errors": [],
  "groups": 1,
  "sitemaps": 1,
  "directives": 3
}
```

Requests read, under Observations: robots.

### Sitemap is present and parses

ID: sitemap; version: 4; kind: achievement; status: pass.
Contribution: 8.771929824561402; maximum magnitude: 8.771929824561402.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=sitemap&version=4#sitemap)

Sitemap declared in robots\.txt, listing at least 348 URLs\.

```json
{
  "urlCount": 348,
  "documents": [
    {
      "url": "https://talhabashir.com/sitemap_index.xml",
      "kind": "sitemapindex",
      "urls": 0,
      "error": null,
      "valid": true,
      "children": 4,
      "compressed": false
    },
    {
      "url": "https://talhabashir.com/post-sitemap.xml",
      "kind": "urlset",
      "urls": 146,
      "error": null,
      "valid": true,
      "children": 0,
      "compressed": false
    },
    {
      "url": "https://talhabashir.com/page-sitemap.xml",
      "kind": "urlset",
      "urls": 200,
      "error": null,
      "valid": true,
      "children": 0,
      "compressed": false
    },
    {
      "url": "https://talhabashir.com/category-sitemap.xml",
      "kind": "urlset",
      "urls": 1,
      "error": null,
      "valid": true,
      "children": 0,
      "compressed": false
    },
    {
      "url": "https://talhabashir.com/author-sitemap.xml",
      "kind": "urlset",
      "urls": 1,
      "error": null,
      "valid": true,
      "children": 0,
      "compressed": false
    }
  ],
  "declaredInRobots": true
}
```

Requests read, under Observations: robots, sitemap:https://talhabashir\.com/sitemap\_index\.xml, sitemap:https://talhabashir\.com/post\-sitemap\.xml, sitemap:https://talhabashir\.com/page\-sitemap\.xml, sitemap:https://talhabashir\.com/category\-sitemap\.xml, sitemap:https://talhabashir\.com/author\-sitemap\.xml.

### llms\.txt is descriptive, not a bare link list

ID: llms-txt-quality; version: 2; kind: achievement; status: warn.
Contribution: 3.75; maximum magnitude: 7.5.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-txt-quality&version=2#llms-txt-quality)

[Check again: llms\.txt checker](https://goodforbots.com/tools/llms-txt-checker)

[Guide: How to write a useful llms\.txt](https://goodforbots.com/guides/llms-txt)

/llms\.txt is partly descriptive: it has no summary blockquote under the title\.

```json
{
  "links": 4,
  "reason": "no-summary",
  "charLength": 1747,
  "hasDetails": false,
  "hasSummary": false,
  "describedLinks": 3,
  "descriptionRatio": 0.75,
  "unconventionalSeparators": 0
}
```

Requests read, under Observations: llms\-txt.

### Serves markdown at its own URL

ID: llms-full-txt; version: 3; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 12.5.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-full-txt&version=3#llms-full-txt)

[Check again: llms\.txt checker](https://goodforbots.com/tools/llms-txt-checker)

[Guide: How to write a useful llms\.txt](https://goodforbots.com/guides/llms-txt)

No /llms\-full\.txt and no markdown versions linked from llms\.txt\.

```json
{
  "reason": "none",
  "llmsFullTxt": {
    "status": 404,
    "usable": false,
    "rejected": null,
    "truncated": true,
    "byteLength": 0
  },
  "markdownLinksInLlmsTxt": 0,
  "servesMarkdownOnRequest": false
}
```

Requests read, under Observations: llms\-txt, llms\-full\-txt, markdown\-negotiation.

### Serves markdown when asked for it

ID: markdown-negotiation; version: 3; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 10.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=markdown-negotiation&version=3#markdown-negotiation)

[Check again: Markdown negotiation checker](https://goodforbots.com/tools/markdown-negotiation-checker)

[Guide: How to serve Markdown to AI agents with content negotiation](https://goodforbots.com/guides/markdown-negotiation)

None of the 4 pages read pass\. Asking the homepage for markdown still returns text/html\.

```json
{
  "vary": "Accept-Encoding",
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "not-markdown",
      "status": "fail",
      "summary": "Asking the homepage for markdown still returns text/html.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "not-markdown",
      "status": "fail",
      "summary": "Asking the page at /401k-contribution-limits-2026/ for markdown still returns text/html.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "not-markdown",
      "status": "fail",
      "summary": "Asking the page at /blog/ for markdown still returns text/html.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "not-markdown",
      "status": "fail",
      "summary": "Asking the page at /about/ for markdown still returns text/html.",
      "homepage": false
    }
  ],
  "reason": "not-markdown",
  "charset": "UTF-8",
  "variant": null,
  "bodyLength": 241089,
  "contentType": "text/html; charset=UTF-8",
  "variesOnAccept": false
}
```

Requests read, under Observations: markdown\-negotiation, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/, page\-markdown:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page\-markdown:https://talhabashir\.com/blog/, page\-markdown:https://talhabashir\.com/about/.

### States a position on AI crawlers

ID: ai-crawler-rules; version: 5; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 5.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ai-crawler-rules&version=5#ai-crawler-rules)

[Check again: robots\.txt checker](https://goodforbots.com/tools/robots-txt-checker)

[Guide: How to write robots\.txt rules for AI crawlers](https://goodforbots.com/guides/robots-txt-ai-crawlers)

robots\.txt names no AI crawlers, so every operator has to guess\.

```json
{
  "allowed": [],
  "blocked": [],
  "purposes": [],
  "crawlersNamed": 0,
  "wildcardBlocksEverything": false
}
```

Requests read, under Observations: robots.

### Declares AI usage preferences

ID: content-signals; version: 3; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 2.5.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=content-signals&version=3#content-signals)

[Check again: robots\.txt checker](https://goodforbots.com/tools/robots-txt-checker)

[Guide: How to write robots\.txt rules for AI crawlers](https://goodforbots.com/guides/robots-txt-ai-crawlers)

No usage declaration found in robots\.txt or the final successful homepage response header\.

```json
{
  "carriers": [],
  "contentUsage": [],
  "vocabularies": [],
  "contentSignal": [],
  "contentUsageHeader": null,
  "recognisedUsageCategories": [],
  "recognisedSignalCategories": []
}
```

Requests read, under Observations: robots, homepage.

### Describes itself to machines with schema\.org JSON\-LD

ID: schema-org; version: 4; kind: achievement; status: pass.
Contribution: 8.771929824561402; maximum magnitude: 8.771929824561402.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=schema-org&version=4#schema-org)

All 4 pages read pass\. The homepage describes itself to machines as WebPage, ReadAction, BreadcrumbList in valid schema\.org JSON\-LD\.

```json
{
  "nodes": 48,
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "ok",
      "status": "pass",
      "summary": "The homepage describes itself to machines as WebPage, ReadAction, BreadcrumbList in valid schema.org JSON-LD.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "ok",
      "status": "pass",
      "summary": "The page at /401k-contribution-limits-2026/ describes itself to machines as Article, CommentAction, WebPage in valid schema.org JSON-LD.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "ok",
      "status": "pass",
      "summary": "The page at /blog/ describes itself to machines as WebPage, CollectionPage, BreadcrumbList in valid schema.org JSON-LD.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "ok",
      "status": "pass",
      "summary": "The page at /about/ describes itself to machines as WebPage, ReadAction, BreadcrumbList in valid schema.org JSON-LD.",
      "homepage": false
    }
  ],
  "types": [
    "WebPage",
    "ReadAction",
    "BreadcrumbList",
    "ListItem",
    "WebSite",
    "SearchAction",
    "EntryPoint",
    "PropertyValueSpecification",
    "Organization",
    "ImageObject",
    "Article",
    "CommentAction",
    "Person",
    "CollectionPage"
  ],
  "blocks": 4,
  "reason": "ok",
  "contexts": [
    "https://schema.org"
  ],
  "rdfaTypes": [],
  "truncated": false,
  "validBlocks": 4,
  "brokenBlocks": [],
  "unknownTypes": [],
  "pagesExamined": 4,
  "skippedBlocks": 0,
  "topLevelNodes": 19,
  "microdataTypes": [
    "WebPage",
    "CreativeWork",
    "Blog",
    "Person"
  ],
  "missingProperties": [],
  "unnamedTopLevelTypes": [
    "BreadcrumbList",
    "ImageObject"
  ]
}
```

Requests read, under Observations: homepage, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/.

### Content is marked up so a reader can find it

ID: semantic-html; version: 4; kind: achievement; status: warn.
Contribution: 5.263157894736842; maximum magnitude: 10.526315789473683.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=semantic-html&version=4#semantic-html)

2 of 4 pages read pass; 2 partly\. The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids\.

```json
{
  "gaps": [
    "The outline jumps from h2 to h4, which the standard forbids."
  ],
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "partly-structured",
      "status": "warn",
      "summary": "The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "structured",
      "status": "pass",
      "summary": "The page at /401k-contribution-limits-2026/ marks its content root, its heading outline and its landmarks.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "partly-structured",
      "status": "warn",
      "summary": "The page at /blog/ is partly structured: No <h1>, so nothing says what the page is about.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "structured",
      "status": "pass",
      "summary": "The page at /about/ marks its content root, its heading outline and its landmarks.",
      "homepage": false
    }
  ],
  "roots": [
    {
      "words": 2888,
      "source": "element",
      "hierarchicallyCorrect": true
    }
  ],
  "reason": "partly-structured",
  "h1Count": 1,
  "headings": [
    {
      "text": "Free Online Tools Built for Americans",
      "empty": false,
      "level": 1
    },
    {
      "text": "Browse by category",
      "empty": false,
      "level": 2
    },
    {
      "text": "Tax Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Legal & Business",
      "empty": false,
      "level": 3
    },
    {
      "text": "Real Estate & Mortgage",
      "empty": false,
      "level": 3
    },
    {
      "text": "E-commerce & Shopify",
      "empty": false,
      "level": 3
    },
    {
      "text": "Etsy Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Social Media & Content",
      "empty": false,
      "level": 3
    },
    {
      "text": "Food & Nutrition",
      "empty": false,
      "level": 3
    },
    {
      "text": "Image Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Insurance & Finance",
      "empty": false,
      "level": 3
    },
    {
      "text": "Paycheck & Salary",
      "empty": false,
      "level": 3
    },
    {
      "text": "Zodiac & Astrology",
      "empty": false,
      "level": 3
    },
    {
      "text": "Family Law",
      "empty": false,
      "level": 3
    },
    {
      "text": "Wedding Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Pet Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Home & Garden",
      "empty": false,
      "level": 3
    },
    {
      "text": "AI & Webmaster Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Most popular tools",
      "empty": false,
      "level": 2
    },
    {
      "text": "Mortgage Payment Calculator",
      "empty": false,
      "level": 3
    },
    {
      "text": "Freelancer Quarterly Tax Calculator",
      "empty": false,
      "level": 3
    },
    {
      "text": "Profit Margin Calculator",
      "empty": false,
      "level": 3
    },
    {
      "text": "Invoice Generator",
      "empty": false,
      "level": 3
    },
    {
      "text": "Calorie Deficit Calculator",
      "empty": false,
      "level": 3
    },
    {
      "text": "Image Compressor",
      "empty": false,
      "level": 3
    },
    {
      "text": "Why use WebTools?",
      "empty": false,
      "level": 2
    },
    {
      "text": "Instant results",
      "empty": false,
      "level": 3
    },
    {
      "text": "100% private",
      "empty": false,
      "level": 3
    },
    {
      "text": "Always free",
      "empty": false,
      "level": 3
    },
    {
      "text": "Built for the US",
      "empty": false,
      "level": 3
    },
    {
      "text": "All free online tools",
      "empty": false,
      "level": 2
    },
    {
      "text": "🧾 Tax Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Freelancer Quarterly Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "LLC vs Sole Proprietor Tax Comparator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Self-Employment Deductions Finder",
      "empty": false,
      "level": 4
    },
    {
      "text": "California Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "New York Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Pennsylvania Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Illinois Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Ohio Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Georgia Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "New Jersey Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "North Carolina Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Michigan Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Virginia Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Massachusetts Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Arizona Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "RMD Calculator (2026)",
      "empty": false,
      "level": 4
    },
    {
      "text": "Capital Gains Tax Calculator (2026)",
      "empty": false,
      "level": 4
    },
    {
      "text": "Roth vs Traditional IRA Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Maryland Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Minnesota Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Connecticut Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Oregon Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Colorado Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Wisconsin Income Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Quarterly Estimated Tax Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "S-Corp Tax Savings Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Roth Conversion Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "⚖️ Legal & Business Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Business Name Checker",
      "empty": false,
      "level": 4
    },
    {
      "text": "Business Formation Checklist",
      "empty": false,
      "level": 4
    },
    {
      "text": "Invoice Generator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Privacy Policy Generator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Break-Even Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Business Loan Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "🏠 Real Estate & Mortgage Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Mortgage Payment Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Closing Costs Estimator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Mortgage Affordability Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Refinance Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Amortization Schedule Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Rent vs Buy Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Property Tax Estimator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Rent Affordability Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Down Payment Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "🛒 E-commerce & Shopify Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Profit Margin Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Shopify Pricing Plan Comparator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Product Pricing Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "🧶 Etsy Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Etsy Fee Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Etsy Profit Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Etsy Pricing Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Etsy Tag Generator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Image Optimizer for Etsy",
      "empty": false,
      "level": 4
    },
    {
      "text": "Mail Time Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "📱 Social Media & Content Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "YouTube Title & Description Optimizer",
      "empty": false,
      "level": 4
    },
    {
      "text": "YouTube Earnings Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "YouTube Watch Time Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "YouTube Tag Generator",
      "empty": false,
      "level": 4
    },
    {
      "text": "YouTube Thumbnail Checker",
      "empty": false,
      "level": 4
    },
    {
      "text": "Best Time to Post on YouTube",
      "empty": false,
      "level": 4
    },
    {
      "text": "Hashtag Generator by Niche",
      "empty": false,
      "level": 4
    },
    {
      "text": "Social Media Design Layout Checker",
      "empty": false,
      "level": 4
    },
    {
      "text": "🥗 Food & Nutrition Tools",
      "empty": false,
      "level": 3
    },
    {
      "text": "Calorie Deficit Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Macro Nutrient Calculator",
      "empty": false,
      "level": 4
    },
    {
      "text": "Intermittent Fasting Schedule Planner",
      "empty": false,
      "level": 4
    }
  ],
  "bodyWords": 4025,
  "landmarks": [
    {
      "role": "banner",
      "named": false,
      "source": "native",
      "element": "header"
    },
    {
      "role": "navigation",
      "named": true,
      "source": "native",
      "element": "nav"
    }
  ],
  "textRatio": 0.1151,
  "truncated": false,
  "articleCount": 1,
  "contentWords": 2927,
  "headingCount": 195,
  "headingSkips": [
    {
      "to": 4,
      "from": 2
    }
  ],
  "requirements": {
    "landmarks": true,
    "contentRoot": true,
    "headingOutline": false
  },
  "landmarkRoles": [
    "banner",
    "navigation"
  ],
  "hiddenMainCount": 0,
  "textComposition": {
    "words": {
      "main": 2888,
      "other": 39,
      "footer": 0,
      "header": 0,
      "navigation": 549
    },
    "shares": {
      "main": 0.8308400460299195,
      "other": 0.011219792865362486,
      "footer": 0,
      "header": 0,
      "navigation": 0.15794016110471806
    },
    "version": 1,
    "truncated": false,
    "totalWords": 3476,
    "analysisLimited": false,
    "mainRegionCount": 1,
    "wordsBeforeMain": 552
  },
  "emptyHeadingCount": 0,
  "misnestedMainCount": 0
}
```

Requests read, under Observations: homepage, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/.

### Navigation links expose usable destinations

ID: crawlable-navigation; version: 2; kind: achievement; status: pass.
Contribution: 8.771929824561402; maximum magnitude: 8.771929824561402.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=crawlable-navigation&version=2#crawlable-navigation)

146 of 146 assessed homepage navigation links expose usable destinations\.

```json
{
  "good": 146,
  "page": "homepage",
  "total": 146,
  "reason": "observed-gaps",
  "limited": false,
  "examples": [],
  "truncated": false,
  "skippedContactLinks": 0,
  "brokenLabelReferences": 0
}
```

Requests read, under Observations: homepage.

### Links and buttons have accessible names

ID: control-names; version: 1; kind: achievement; status: warn.
Contribution: 2.1929824561403506; maximum magnitude: 4.385964912280701.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=control-names&version=1#control-names)

298 of 299 assessed homepage links and buttons have a nonempty accessible name\.

```json
{
  "good": 298,
  "page": "homepage",
  "total": 299,
  "reason": "observed-gaps",
  "limited": false,
  "examples": [
    {
      "id": "",
      "href": "https://talhabashir.com",
      "issue": "empty-name",
      "element": "a"
    }
  ],
  "truncated": false,
  "skippedContactLinks": 0,
  "brokenLabelReferences": 0
}
```

Requests read, under Observations: homepage.

### Form fields have names and recognizable semantics

ID: form-semantics; version: 1; kind: achievement; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=form-semantics&version=1#form-semantics)

No applicable form fields were observed in the homepage HTML\.

```json
{
  "good": 0,
  "page": "homepage",
  "total": 0,
  "reason": "not-observed",
  "limited": false,
  "examples": [],
  "truncated": false,
  "nativeForms": 0,
  "submitControls": 0,
  "inputTypeFallbacks": 0,
  "formsWithoutSubmitControl": 0
}
```

Requests read, under Observations: homepage.

### Controls expose roles, states and relationships

ID: control-semantics; version: 1; kind: achievement; status: pass.
Contribution: 2.631578947368421; maximum magnitude: 2.631578947368421.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=control-semantics&version=1#control-semantics)

306 of 306 assessed homepage controls and role declarations meet the static role, state and relationship checks\.

```json
{
  "good": 306,
  "page": "homepage",
  "total": 306,
  "reason": "observed-gaps",
  "limited": false,
  "examples": [],
  "truncated": false
}
```

Requests read, under Observations: homepage.

### Advertises machine\-readable resources with typed links

ID: link-headers; version: 4; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 1.25.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=link-headers&version=4#link-headers)

[Guide: How to serve Markdown to AI agents with content negotiation](https://goodforbots.com/guides/markdown-negotiation)

None of the 4 pages read pass\. The homepage's links are all ordinary page furniture; none point an agent anywhere\.

```json
{
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "ambient-only",
      "status": "fail",
      "summary": "The homepage's links are all ordinary page furniture; none point an agent anywhere.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "ambient-only",
      "status": "fail",
      "summary": "The page at /401k-contribution-limits-2026/'s links are all ordinary page furniture; none point an agent anywhere.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "ambient-only",
      "status": "fail",
      "summary": "The page at /blog/'s links are all ordinary page furniture; none point an agent anywhere.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "ambient-only",
      "status": "fail",
      "summary": "The page at /about/'s links are all ordinary page furniture; none point an agent anywhere.",
      "homepage": false
    }
  ],
  "reason": "ambient-only",
  "sources": [],
  "totalLinks": 29,
  "ambientOnly": [
    "canonical",
    "dns-prefetch",
    "stylesheet",
    "icon",
    "apple-touch-icon",
    "preconnect"
  ],
  "markdownAlternates": [],
  "meaningfulRelations": []
}
```

Requests read, under Observations: homepage, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/.

### Each page declares one usable canonical URL

ID: canonical-url; version: 1; kind: achievement; status: pass.
Contribution: 1.7543859649122806; maximum magnitude: 1.7543859649122806.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=canonical-url&version=1#canonical-url)

All 4 pages read pass\. The homepage declares itself as its canonical URL\.

```json
{
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "declared",
      "status": "pass",
      "summary": "The homepage declares itself as its canonical URL.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "declared",
      "status": "pass",
      "summary": "The page at /401k-contribution-limits-2026/ declares itself as its canonical URL.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "declared",
      "status": "pass",
      "summary": "The page at /blog/ declares itself as its canonical URL.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "declared",
      "status": "pass",
      "summary": "The page at /about/ declares itself as its canonical URL.",
      "homepage": false
    }
  ],
  "reason": "declared",
  "target": "https://talhabashir.com/",
  "readings": [
    {
      "url": "https://talhabashir.com/",
      "target": "https://talhabashir.com/",
      "relative": false,
      "crossHost": false,
      "truncated": false,
      "duplicates": 0,
      "declarations": [
        {
          "url": "https://talhabashir.com/",
          "href": "https://talhabashir.com/",
          "source": "head"
        }
      ],
      "selfReference": true,
      "invalidDeclarations": 0
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "target": "https://talhabashir.com/401k-contribution-limits-2026/",
      "relative": false,
      "crossHost": false,
      "truncated": false,
      "duplicates": 0,
      "declarations": [
        {
          "url": "https://talhabashir.com/401k-contribution-limits-2026/",
          "href": "https://talhabashir.com/401k-contribution-limits-2026/",
          "source": "head"
        }
      ],
      "selfReference": true,
      "invalidDeclarations": 0
    },
    {
      "url": "https://talhabashir.com/blog/",
      "target": "https://talhabashir.com/blog/",
      "relative": false,
      "crossHost": false,
      "truncated": false,
      "duplicates": 0,
      "declarations": [
        {
          "url": "https://talhabashir.com/blog/",
          "href": "https://talhabashir.com/blog/",
          "source": "head"
        }
      ],
      "selfReference": true,
      "invalidDeclarations": 0
    },
    {
      "url": "https://talhabashir.com/about/",
      "target": "https://talhabashir.com/about/",
      "relative": false,
      "crossHost": false,
      "truncated": false,
      "duplicates": 0,
      "declarations": [
        {
          "url": "https://talhabashir.com/about/",
          "href": "https://talhabashir.com/about/",
          "source": "head"
        }
      ],
      "selfReference": true,
      "invalidDeclarations": 0
    }
  ],
  "relative": false,
  "crossHost": false,
  "truncated": false,
  "duplicates": 0,
  "declarations": [
    {
      "url": "https://talhabashir.com/",
      "href": "https://talhabashir.com/",
      "source": "head"
    }
  ],
  "selfReference": true,
  "invalidDeclarations": 0
}
```

Requests read, under Observations: homepage, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/.

### Section links reach an element on the page

ID: section-links; version: 1; kind: achievement; status: pass.
Contribution: 0.8771929824561403; maximum magnitude: 0.8771929824561403.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=section-links&version=1#section-links)

All 4 pages read pass\. The homepage has 11 section links, and every one reaches an element on the page\.

```json
{
  "pages": [
    {
      "url": "https://talhabashir.com/",
      "reason": "working",
      "status": "pass",
      "summary": "The homepage has 11 section links, and every one reaches an element on the page.",
      "homepage": true
    },
    {
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "reason": "working",
      "status": "pass",
      "summary": "The page at /401k-contribution-limits-2026/ has 2 section links, and every one reaches an element on the page.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/blog/",
      "reason": "working",
      "status": "pass",
      "summary": "The page at /blog/ has 1 section link, and every one reaches an element on the page.",
      "homepage": false
    },
    {
      "url": "https://talhabashir.com/about/",
      "reason": "working",
      "status": "pass",
      "summary": "The page at /about/ has 1 section link, and every one reaches an element on the page.",
      "homepage": false
    }
  ],
  "reason": "working",
  "readings": [
    {
      "top": 10,
      "url": "https://talhabashir.com/",
      "working": 11,
      "assessed": 11,
      "examples": [],
      "truncated": false,
      "baseElsewhere": 0,
      "missingTarget": 0,
      "textDirectives": 0,
      "scriptAddresses": 0
    },
    {
      "top": 10,
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "working": 2,
      "assessed": 2,
      "examples": [],
      "truncated": false,
      "baseElsewhere": 0,
      "missingTarget": 0,
      "textDirectives": 0,
      "scriptAddresses": 0
    },
    {
      "top": 10,
      "url": "https://talhabashir.com/blog/",
      "working": 1,
      "assessed": 1,
      "examples": [],
      "truncated": false,
      "baseElsewhere": 0,
      "missingTarget": 0,
      "textDirectives": 0,
      "scriptAddresses": 0
    },
    {
      "top": 10,
      "url": "https://talhabashir.com/about/",
      "working": 1,
      "assessed": 1,
      "examples": [],
      "truncated": false,
      "baseElsewhere": 0,
      "missingTarget": 0,
      "textDirectives": 0,
      "scriptAddresses": 0
    }
  ]
}
```

Requests read, under Observations: homepage, page:https://talhabashir\.com/401k\-contribution\-limits\-2026/, page:https://talhabashir\.com/blog/, page:https://talhabashir\.com/about/.

### Serves our crawler without a challenge

ID: waf-challenge; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 15.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=waf-challenge&version=2#waf-challenge)

Our crawler reaches the page without being challenged\.

```json
{
  "status": 200
}
```

Requests read, under Observations: homepage, markdown\-negotiation.

### The homepage does not block indexing or snippets

ID: indexing-blocks; version: 5; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 20.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=indexing-blocks&version=5#indexing-blocks)

Nothing on the homepage tells a crawler to skip it or to withhold its snippet\.

```json
{
  "blocking": [],
  "finalUrl": "https://talhabashir.com/",
  "redirects": 0,
  "directives": [
    {
      "name": "index",
      "value": null,
      "inHead": true,
      "source": "html",
      "userAgent": "*"
    },
    {
      "name": "follow",
      "value": null,
      "inHead": true,
      "source": "html",
      "userAgent": "*"
    },
    {
      "name": "max-image-preview",
      "value": "large",
      "inHead": true,
      "source": "html",
      "userAgent": "*"
    },
    {
      "name": "max-snippet",
      "value": "-1",
      "inHead": true,
      "source": "html",
      "userAgent": "*"
    },
    {
      "name": "max-video-preview",
      "value": "-1",
      "inHead": true,
      "source": "html",
      "userAgent": "*"
    }
  ],
  "ignoredScopes": [],
  "trainingOptOut": [],
  "snippetBlocking": []
}
```

Requests read, under Observations: homepage.

### Serves its content without JavaScript

ID: javascript-required; version: 4; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 25.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=javascript-required&version=4#javascript-required)

[Guide: How to serve content AI crawlers can read without JavaScript](https://goodforbots.com/guides/server-rendered-html)

The captured homepage HTML contains 2927 content words; completeness is not assessed\.

```json
{
  "reason": "text-observed",
  "bodyWords": 4025,
  "truncated": false,
  "scriptCount": 29,
  "contentWords": 2927,
  "markupLength": 240862,
  "passWordThreshold": 120,
  "hasNoscriptFallback": false,
  "nontextElementCount": 498
}
```

Requests read, under Observations: homepage, llms\-txt, llms\-full\-txt, markdown\-negotiation.

### Allows search and user\-fetch crawlers

ID: ai-crawler-access; version: 5; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 25.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ai-crawler-access&version=5#ai-crawler-access)

[Check again: robots\.txt checker](https://goodforbots.com/tools/robots-txt-checker)

[Guide: How to write robots\.txt rules for AI crawlers](https://goodforbots.com/guides/robots-txt-ai-crawlers)

robots\.txt allows every known search and user\-fetch crawler to reach the homepage\.

```json
{
  "path": "/",
  "capped": false,
  "blocked": [],
  "blockedCount": 0,
  "penaltyPoints": 0
}
```

Requests read, under Observations: robots.

### Serves the homepage over HTTPS with HTTP 200

ID: homepage-availability; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 10.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=homepage-availability&version=2#homepage-availability)

The homepage is served over HTTPS and returns HTTP 200\.

```json
{
  "error": null,
  "secure": true,
  "status": 200,
  "finalUrl": "https://talhabashir.com/",
  "requestedUrl": "https://talhabashir.com"
}
```

Requests read, under Observations: homepage.

### Provides a title and meta description

ID: page-metadata; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=page-metadata&version=2#page-metadata)

The homepage provides both a non\-empty title and meta description\.

```json
{
  "title": "Free Online Calculators & Tools (143+) | WebTools",
  "titleCount": 1,
  "description": "Use 90+ free online calculators and tools for income tax, child support, loans, mortgages, Etsy, weddings and health. No sign-up, no cost — try one now.",
  "descriptionCount": 1
}
```

Requests read, under Observations: homepage.

### Reaches the homepage within two redirects

ID: redirect-chain; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=redirect-chain&version=2#redirect-chain)

The homepage is reached in 0 redirects\.

```json
{
  "finalUrl": "https://talhabashir.com/",
  "redirects": 0,
  "threshold": 2,
  "requestedUrl": "https://talhabashir.com"
}
```

Requests read, under Observations: homepage.

### Returns the homepage within three seconds

ID: response-time; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=response-time&version=2#response-time)

The homepage reached a plain crawler in 656 ms\.

```json
{
  "durationMs": 656,
  "thresholdMs": 3000,
  "directAttempts": 1
}
```

Requests read, under Observations: homepage.

### Publishes an API catalog

ID: api-catalog; version: 4; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=api-catalog&version=4#api-catalog)

No API catalog published\.

```json
{
  "wellKnown": {
    "status": 404,
    "problem": "absent",
    "profile": null,
    "contentType": null
  },
  "advertisedVia": []
}
```

Requests read, under Observations: homepage, well\-known\-api\-catalog.

### Publishes an auth\.md for agents

ID: auth-md; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=auth-md&version=2#auth-md)

No /auth\.md published\.

```json
{
  "error": null,
  "reason": "absent",
  "status": 404,
  "contentType": "text/html"
}
```

Requests read, under Observations: auth\-md.

### Lists an MCP server card in its AI Catalog

ID: mcp-server-card; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=mcp-server-card&version=3#mcp-server-card)

No AI Catalog published, so no MCP server card can be discovered\.

```json
{
  "reason": "absent",
  "catalog": {
    "status": 404,
    "entries": 0,
    "problem": "absent",
    "contentType": null,
    "specVersion": null,
    "malformedEntries": 0
  }
}
```

Requests read, under Observations: well\-known\-ai\-catalog.

### Publishes an A2A Agent Card

ID: a2a-agent-card; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=a2a-agent-card&version=3#a2a-agent-card)

No A2A Agent Card at /\.well\-known/agent\-card\.json, and none listed in an AI Catalog\.

```json
{
  "cards": [
    {
      "via": "well-known",
      "name": null,
      "error": null,
      "notes": [],
      "shape": null,
      "skills": 0,
      "source": "https://talhabashir.com/.well-known/agent-card.json",
      "status": 404,
      "usable": false,
      "problem": "absent",
      "version": null,
      "bindings": [],
      "identifier": null,
      "interfaces": []
    }
  ],
  "reason": "absent",
  "catalog": {
    "status": 404,
    "entries": 0,
    "problem": "absent"
  },
  "wellKnown": {
    "status": 404,
    "problem": "absent",
    "contentType": "text/html; charset=UTF-8"
  }
}
```

Requests read, under Observations: well\-known\-ai\-catalog, well\-known\-agent\-card.

### Publishes an Agent Skills index

ID: agent-skills-index; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=agent-skills-index&version=3#agent-skills-index)

No usable Agent Skills index was found at either well\-known path or in the AI Catalog\.

```json
{
  "reason": "absent",
  "catalog": {
    "status": 404,
    "problem": "absent",
    "individualSkills": 0
  },
  "indexes": [
    {
      "via": "well-known",
      "error": null,
      "notes": [],
      "total": 0,
      "format": null,
      "issues": [],
      "schema": null,
      "source": "https://talhabashir.com/.well-known/agent-skills/index.json",
      "status": 404,
      "usable": 0,
      "entries": [],
      "problem": "absent",
      "rejected": 0,
      "identifier": null
    },
    {
      "via": "well-known",
      "error": null,
      "notes": [],
      "total": 0,
      "format": null,
      "issues": [],
      "schema": null,
      "source": "https://talhabashir.com/.well-known/skills/index.json",
      "status": 404,
      "usable": 0,
      "entries": [],
      "problem": "absent",
      "rejected": 0,
      "identifier": null
    }
  ],
  "artifactVerification": "not-performed"
}
```

Requests read, under Observations: well\-known\-ai\-catalog, well\-known\-agent\-skills, well\-known\-skills.

### Declares WebMCP tools for browser agents

ID: webmcp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=webmcp&version=1#webmcp)

No WebMCP declarations were found in the collected HTML or inline scripts\. External scripts were not inspected\.

```json
{
  "pages": [
    {
      "key": "homepage",
      "url": "https://talhabashir.com/",
      "secure": true,
      "usable": 0,
      "truncated": false,
      "references": 0,
      "parseErrors": 0,
      "declarations": 0
    },
    {
      "key": "page:https://talhabashir.com/401k-contribution-limits-2026/",
      "url": "https://talhabashir.com/401k-contribution-limits-2026/",
      "secure": true,
      "usable": 0,
      "truncated": false,
      "references": 0,
      "parseErrors": 0,
      "declarations": 0
    },
    {
      "key": "page:https://talhabashir.com/blog/",
      "url": "https://talhabashir.com/blog/",
      "secure": true,
      "usable": 0,
      "truncated": false,
      "references": 0,
      "parseErrors": 0,
      "declarations": 0
    },
    {
      "key": "page:https://talhabashir.com/about/",
      "url": "https://talhabashir.com/about/",
      "secure": true,
      "usable": 0,
      "truncated": false,
      "references": 0,
      "parseErrors": 0,
      "declarations": 0
    }
  ],
  "reason": "absent",
  "detection": "static",
  "pageCount": 4,
  "references": [],
  "parseErrors": 0,
  "usableCount": 0,
  "declarations": [],
  "referenceCount": 0,
  "declarationCount": 0,
  "runtimeVerification": "not-performed"
}
```

Requests read, under Observations: homepage.

### Publishes a Web Bot Auth key directory

ID: web-bot-auth; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=web-bot-auth&version=2#web-bot-auth)

No Web Bot Auth key directory at /\.well\-known/http\-message\-signatures\-directory\.

```json
{
  "keys": {
    "total": 0,
    "sample": [],
    "usable": 0,
    "testKeys": 0,
    "evaluated": 0,
    "privateMaterial": 0
  },
  "notes": [
    "media-type",
    "unsigned"
  ],
  "shape": null,
  "reason": "absent",
  "signature": {
    "total": 0,
    "status": "absent",
    "ignored": 0,
    "coverage": null,
    "malformed": false,
    "signatures": []
  },
  "wellKnown": {
    "status": 404,
    "problem": "absent",
    "finalUrl": "https://talhabashir.com/.well-known/http-message-signatures-directory",
    "redirects": 0,
    "contentType": null
  },
  "extraMembers": [],
  "signatureAgent": "https://talhabashir.com"
}
```

Requests read, under Observations: well\-known\-http\-message\-signatures\-directory.

### Accepts agent payments with x402 or MPP

ID: x402-mpp; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=x402-mpp&version=2#x402-mpp)

No HTTP 402 payment challenge on the homepage or robots\.txt, and no manifest at /\.well\-known/x402\.

```json
{
  "reason": "absent",
  "manifest": {
    "kind": null,
    "notes": [],
    "shape": null,
    "status": 404,
    "problem": "absent",
    "finalUrl": "https://talhabashir.com/.well-known/x402",
    "resources": {
      "total": 0,
      "sample": [],
      "skipped": {},
      "eligible": 0,
      "examined": 0
    },
    "contentType": null
  },
  "protocols": [],
  "responses": [],
  "verification": null,
  "paymentVerification": "not-performed"
}
```

Requests read, under Observations: robots, homepage, well\-known\-x402.

### Publishes ACP discovery metadata

ID: acp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=acp&version=1#acp)

No ACP discovery declaration established at /\.well\-known/acp\.json\.

```json
{
  "api": false,
  "key": "well-known-acp",
  "issues": [],
  "marked": false,
  "reason": "absent",
  "status": 404,
  "usable": false,
  "problem": "absent",
  "version": null,
  "commerce": false,
  "services": [],
  "transports": [],
  "capabilities": [],
  "transactionVerification": "not-performed"
}
```

Requests read, under Observations: well\-known\-acp.

### Publishes UCP discovery metadata

ID: ucp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ucp&version=1#ucp)

No UCP discovery declaration established at /\.well\-known/ucp\.

```json
{
  "api": false,
  "key": "well-known-ucp",
  "issues": [],
  "marked": false,
  "reason": "absent",
  "status": 404,
  "usable": false,
  "problem": "absent",
  "version": null,
  "commerce": false,
  "services": [],
  "transports": [],
  "capabilities": [],
  "transactionVerification": "not-performed"
}
```

Requests read, under Observations: well\-known\-ucp.

### Publishes AMP discovery metadata

ID: amp-discovery; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.

[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=amp-discovery&version=1#amp-discovery)

[Check again: Agent Mesh Protocol checker](https://goodforbots.com/tools/agent-mesh-protocol-checker)

[Guide: How to publish Agent Mesh Protocol discovery](https://goodforbots.com/guides/agent-mesh-protocol)

No public AMP discovery declaration established\. Private or hidden agents may not advertise one to our crawler\.

```json
{
  "reason": "absent",
  "selected": {
    "via": "native",
    "issues": [],
    "marked": false,
    "source": "https://talhabashir.com/.well-known/agent.json",
    "status": 404,
    "usable": false,
    "problem": "absent",
    "version": null,
    "endpoint": null,
    "finalUrl": "https://talhabashir.com/.well-known/agent.json",
    "contentType": "text/html; charset=UTF-8",
    "identifiers": [],
    "requestedUrl": "https://talhabashir.com/.well-known/agent.json",
    "lifecycleStatus": null
  },
  "declarations": [
    {
      "via": "native",
      "issues": [],
      "marked": false,
      "source": "https://talhabashir.com/.well-known/agent.json",
      "status": 404,
      "usable": false,
      "problem": "absent",
      "version": null,
      "endpoint": null,
      "finalUrl": "https://talhabashir.com/.well-known/agent.json",
      "contentType": "text/html; charset=UTF-8",
      "identifiers": [],
      "requestedUrl": "https://talhabashir.com/.well-known/agent.json",
      "lifecycleStatus": null
    }
  ],
  "runtimeVerification": "not-performed"
}
```

Requests read, under Observations: well\-known\-ai\-catalog, well\-known\-agent\-card, well\-known\-amp\-agent.

## Observations

Every request carried the User-Agent GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\).

### robots

```json
{
  "status": 200,
  "contentType": "text/plain; charset=utf-8",
  "bodyHash": "a093550ff432516c8f7bde0ca7f51fd88f52aa0467a560943efa3ca96d035926",
  "error": null,
  "durationMs": 489,
  "key": "robots",
  "url": "https://talhabashir.com/robots.txt",
  "finalUrl": "https://talhabashir.com/robots.txt",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 173,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/plain; charset=utf-8",
      "bodyHash": "a093550ff432516c8f7bde0ca7f51fd88f52aa0467a560943efa3ca96d035926",
      "error": null,
      "durationMs": 489,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "robots",
    "accept": "text/plain,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### homepage

```json
{
  "status": 200,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "e01511e249c0939a250f263f15239b55be6d6ea73d87148a2ad5f5f99208424e",
  "error": null,
  "durationMs": 656,
  "key": "homepage",
  "url": "https://talhabashir.com",
  "finalUrl": "https://talhabashir.com/",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 240999,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/html; charset=UTF-8",
      "bodyHash": "4b7eb99e1fc75713a2fcaacf1dd54df225ed381014986cf184fb8df75e0a00fa",
      "error": null,
      "durationMs": 656,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "homepage",
    "accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### llms\-txt

```json
{
  "status": 200,
  "contentType": "text/plain",
  "bodyHash": "5548721b9b41a1d8946fa20060706588a03003bc45068815b3b9e5fc37007b29",
  "error": null,
  "durationMs": 31,
  "key": "llms-txt",
  "url": "https://talhabashir.com/llms.txt",
  "finalUrl": "https://talhabashir.com/llms.txt",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 1762,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/plain",
      "bodyHash": "5548721b9b41a1d8946fa20060706588a03003bc45068815b3b9e5fc37007b29",
      "error": null,
      "durationMs": 31,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "llms-txt",
    "accept": "text/plain,text/markdown,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### llms\-full\-txt

```json
{
  "status": 404,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "637500ea5138680a3be912cc65d562eb1d203eaf0eea87b6e075419eb6d8f8cc",
  "error": null,
  "durationMs": 625,
  "key": "llms-full-txt",
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  "finalUrl": "https://talhabashir.com/llms-full.txt",
  "rung": "direct",
  "redirects": 0,
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  "attempts": [
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  "request": {
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    "accept": "text/plain,text/markdown,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### markdown\-negotiation

```json
{
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  "key": "markdown-negotiation",
  "url": "https://talhabashir.com",
  "finalUrl": "https://talhabashir.com/",
  "rung": "direct",
  "redirects": 0,
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      "error": null,
      "durationMs": 1128,
      "rung": "direct",
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    }
  ],
  "request": {
    "probe": "markdown-negotiation",
    "accept": "text/markdown, text/plain;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### sitemap:https://talhabashir\.com/sitemap\_index\.xml

```json
{
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  "key": "sitemap:https://talhabashir.com/sitemap_index.xml",
  "url": "https://talhabashir.com/sitemap_index.xml",
  "finalUrl": "https://talhabashir.com/sitemap_index.xml",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 780,
  "truncated": false,
  "attempts": [
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-api\-catalog

```json
{
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  "key": "well-known-api-catalog",
  "url": "https://talhabashir.com/.well-known/api-catalog",
  "finalUrl": "https://talhabashir.com/.well-known/api-catalog",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 177364,
  "truncated": false,
  "attempts": [
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      "rung": "direct",
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  ],
  "request": {
    "probe": "well-known-api-catalog",
    "accept": "application/linkset+json, application/json;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-ai\-catalog

```json
{
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  "key": "well-known-ai-catalog",
  "url": "https://talhabashir.com/.well-known/ai-catalog.json",
  "finalUrl": "https://talhabashir.com/.well-known/ai-catalog.json",
  "rung": "direct",
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-agent\-card

```json
{
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  "key": "well-known-agent-card",
  "url": "https://talhabashir.com/.well-known/agent-card.json",
  "finalUrl": "https://talhabashir.com/.well-known/agent-card.json",
  "rung": "direct",
  "redirects": 0,
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  "truncated": false,
  "attempts": [
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    "probe": "well-known-agent-card",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-agent\-skills

```json
{
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  "key": "well-known-agent-skills",
  "url": "https://talhabashir.com/.well-known/agent-skills/index.json",
  "finalUrl": "https://talhabashir.com/.well-known/agent-skills/index.json",
  "rung": "direct",
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  "request": {
    "probe": "well-known-agent-skills",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-skills

```json
{
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  "key": "well-known-skills",
  "url": "https://talhabashir.com/.well-known/skills/index.json",
  "finalUrl": "https://talhabashir.com/.well-known/skills/index.json",
  "rung": "direct",
  "redirects": 0,
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  "truncated": false,
  "attempts": [
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  "request": {
    "probe": "well-known-skills",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-http\-message\-signatures\-directory

```json
{
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  "key": "well-known-http-message-signatures-directory",
  "url": "https://talhabashir.com/.well-known/http-message-signatures-directory",
  "finalUrl": "https://talhabashir.com/.well-known/http-message-signatures-directory",
  "rung": "direct",
  "redirects": 0,
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  "truncated": false,
  "attempts": [
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  "request": {
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    "accept": "application/http-message-signatures-directory+json, application/json;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-x402

```json
{
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  "key": "well-known-x402",
  "url": "https://talhabashir.com/.well-known/x402",
  "finalUrl": "https://talhabashir.com/.well-known/x402",
  "rung": "direct",
  "redirects": 0,
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  "request": {
    "probe": "well-known-x402",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-acp

```json
{
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  "key": "well-known-acp",
  "url": "https://talhabashir.com/.well-known/acp.json",
  "finalUrl": "https://talhabashir.com/.well-known/acp.json",
  "rung": "direct",
  "redirects": 0,
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  "attempts": [
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    "probe": "well-known-acp",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### well\-known\-ucp

```json
{
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  "key": "well-known-ucp",
  "url": "https://talhabashir.com/.well-known/ucp",
  "finalUrl": "https://talhabashir.com/.well-known/ucp",
  "rung": "direct",
  "redirects": 0,
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    "probe": "well-known-ucp",
    "accept": "application/json, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### auth\-md

```json
{
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  "key": "auth-md",
  "url": "https://talhabashir.com/auth.md",
  "finalUrl": "https://talhabashir.com/auth.md",
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### sitemap:https://talhabashir\.com/post\-sitemap\.xml

```json
{
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  "url": "https://talhabashir.com/post-sitemap.xml",
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  "rung": "direct",
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### sitemap:https://talhabashir\.com/page\-sitemap\.xml

```json
{
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}
```

### sitemap:https://talhabashir\.com/category\-sitemap\.xml

```json
{
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}
```

### sitemap:https://talhabashir\.com/author\-sitemap\.xml

```json
{
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}
```

### well\-known\-amp\-agent

```json
{
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  "url": "https://talhabashir.com/.well-known/agent.json",
  "finalUrl": "https://talhabashir.com/.well-known/agent.json",
  "rung": "direct",
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page:https://talhabashir\.com/401k\-contribution\-limits\-2026/

```json
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    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page:https://talhabashir\.com/blog/

```json
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      "bodyHash": "277d6b27535524746f1a8824b02b0e27ca7374b2bf3ef313f3d53a7fdb5bb046",
      "error": null,
      "durationMs": 591,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "content-pages",
    "accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page:https://talhabashir\.com/about/

```json
{
  "status": 200,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "ce92bef01a21be3861fd51c082ef30fa9ecd8e6402b9213f7d180a9c357e7c9a",
  "error": null,
  "durationMs": 690,
  "key": "page:https://talhabashir.com/about/",
  "url": "https://talhabashir.com/about/",
  "finalUrl": "https://talhabashir.com/about/",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 182199,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/html; charset=UTF-8",
      "bodyHash": "c5e4ede62af2333b14a85f72cbd8a2a2f08b135214520adf98dd0eb3a35196d8",
      "error": null,
      "durationMs": 690,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "content-pages",
    "accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page\-markdown:https://talhabashir\.com/401k\-contribution\-limits\-2026/

```json
{
  "status": 200,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "8e7c7812e52809f6a335f91a2cb956bb30d1eb9ace985b7067105e88ce8c0418",
  "error": null,
  "durationMs": 33,
  "key": "page-markdown:https://talhabashir.com/401k-contribution-limits-2026/",
  "url": "https://talhabashir.com/401k-contribution-limits-2026/",
  "finalUrl": "https://talhabashir.com/401k-contribution-limits-2026/",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 206714,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/html; charset=UTF-8",
      "bodyHash": "cebf9f16ea7a9f476fb8ada6e091079ea00fca7382329fa4dc366a1f7514664b",
      "error": null,
      "durationMs": 33,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "content-page-markdown",
    "accept": "text/markdown, text/plain;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page\-markdown:https://talhabashir\.com/blog/

```json
{
  "status": 200,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "27b80f7b81c9134f4102ed8b7c4f1adb4f93db29a6d6372e69bba4f6a99f4b0d",
  "error": null,
  "durationMs": 33,
  "key": "page-markdown:https://talhabashir.com/blog/",
  "url": "https://talhabashir.com/blog/",
  "finalUrl": "https://talhabashir.com/blog/",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 211738,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/html; charset=UTF-8",
      "bodyHash": "277d6b27535524746f1a8824b02b0e27ca7374b2bf3ef313f3d53a7fdb5bb046",
      "error": null,
      "durationMs": 33,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "content-page-markdown",
    "accept": "text/markdown, text/plain;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

### page\-markdown:https://talhabashir\.com/about/

```json
{
  "status": 200,
  "contentType": "text/html; charset=UTF-8",
  "bodyHash": "ce92bef01a21be3861fd51c082ef30fa9ecd8e6402b9213f7d180a9c357e7c9a",
  "error": null,
  "durationMs": 49,
  "key": "page-markdown:https://talhabashir.com/about/",
  "url": "https://talhabashir.com/about/",
  "finalUrl": "https://talhabashir.com/about/",
  "rung": "direct",
  "redirects": 0,
  "byteLength": 182199,
  "truncated": false,
  "attempts": [
    {
      "status": 200,
      "contentType": "text/html; charset=UTF-8",
      "bodyHash": "c5e4ede62af2333b14a85f72cbd8a2a2f08b135214520adf98dd0eb3a35196d8",
      "error": null,
      "durationMs": 49,
      "rung": "direct",
      "reason": null
    }
  ],
  "request": {
    "probe": "content-page-markdown",
    "accept": "text/markdown, text/plain;q=0.9, */*;q=0.8",
    "acceptLanguage": "en-US,en;q=0.9"
  }
}
```

## Fixes

Showing 3 of 19 fixes.

### Serve Markdown at its own URL

Recoverable contribution: 12.5 points.

Score with this fix and the ones above it: 70/100.

No /llms\-full\.txt and no markdown versions linked from llms\.txt\.

````text
My website talhabashir.com scored 58/100 on Good for Bots (Fair). Good for Bots measures one thing: whether a language model can read a site and cite it.

I need you to: serve the content as markdown at its own URLs.

The check it fails is "Serves markdown at its own URL", worth 12.5 points. What the scanner saw: No /llms-full.txt and no markdown versions linked from llms.txt.

A model that can only reach this site's content through HTML pays to parse markup and
loses structure doing it: navigation, cookie banners and script tags arrive alongside
the prose, and headings, tables and code blocks come out flattened. Markdown at its own
address removes HTML from the path entirely: what is fetched is the content and nothing
else.

Two routes satisfy this, and it is worth being clear about which one the specification
asks for. llmstxt.org asks for a markdown version of each page **at the same URL as the
original**, either with `.md` appended (`page.html.md`) or with the extension replaced
(`page.md`). `llms-full.txt`, the single bundle holding everything, does not appear in
the specification at all. It is a community convention that grew up around it and is
now widespread. Both are accepted here. The per-page form is the one the document
asks for.

Either of these passes:

- **The bundle.** `/llms-full.txt`, one document, real markdown rather than HTML,
  carrying the site's actual content rather than a placeholder.
- **Per-page mirrors.** A markdown twin for each page at `page.md` or `page.html.md`,
  **and linked from `/llms.txt`**. That second half is load-bearing: mirrors are counted
  from the links in the index, so twins that nothing points at are invisible to this scan
  and, more to the point, to anything crawling the site.

For the mirror route, the index carries them as ordinary link lines:

```markdown
## Docs

- [Quickstart](/docs/quickstart.md): create an account and take a first payment
- [Concepts](/docs/concepts.md): customers, subscriptions, invoices and proration
- [Webhooks](/docs/webhooks.md): events, signature verification, retry schedule
```

Both `/docs/quickstart` and `/docs/quickstart.md` have to answer 200: the HTML for
people, the markdown for everything else.

Serving markdown through content negotiation does **not** satisfy this, and that is
deliberate rather than an oversight. A negotiated response only exists for a client that
knows to send `Accept: text/markdown`, and most crawlers send no preference at all. A
`.md` address sits in the open: it is found by ordinary crawling, it can be linked to,
and it can be cited. If this site already negotiates markdown, the report says so in
these words: *"Markdown is served on request, but not at any URL a crawler would find on
its own"*. That is a different check passing on its own terms, not a contradiction.

Four things about how this is measured. The bundle is judged by size, by being markdown
rather than a page or JSON, and by not merely repeating `llms.txt`; its content is never
sampled beyond that, so a couple of kilobytes of boilerplate would pass. Do not take that
as permission, since the point of the file is the content in it. `.mdx` counts as markdown
although the specification names only `.md`, because excluding it would punish a large
part of the documentation ecosystem for its toolchain. The number of mirrors we want
before calling it a convention on this site is our judgement, not the specification's.
And the mirror URLs listed in the index are counted, never fetched, so a list of `.md`
addresses that 404 passes this check and helps nobody at all.

The whole report, as markdown, is at https://goodforbots.com/r/talhabashir.com.md?scan=cmwbrae4h2rpd01pcftyx7eb9. Read it first: this prompt covers one finding, and the report has everything the scan saw.

When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
````

### Serve Markdown when asked for it

Recoverable contribution: 10 points.

Score with this fix and the ones above it: 80/100.

None of the 4 pages read pass\. Asking the homepage for markdown still returns text/html\.

```text
My website talhabashir.com scored 58/100 on Good for Bots (Fair). Good for Bots measures one thing: whether a language model can read a site and cite it.

I need you to: serve markdown through content negotiation on all public HTML routes.

The check it fails is "Serves markdown when asked for it", worth 10 points. What the scanner saw: None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.

The scan checked a sample of 4 pages. It does not establish which other pages have the same issues. Use the findings below to locate the responsible templates, components or configuration, and apply the fix wherever the same issue occurs. Pages in the sample with findings:
- https://talhabashir.com/: Asking the homepage for markdown still returns text/html.
- https://talhabashir.com/401k-contribution-limits-2026/: Asking the page at /401k-contribution-limits-2026/ for markdown still returns text/html.
- https://talhabashir.com/blog/: Asking the page at /blog/ for markdown still returns text/html.
- https://talhabashir.com/about/: Asking the page at /about/ for markdown still returns text/html.

Implement content negotiation across all public HTML routes, including page types
outside the scan's sample. Put it in the shared response handling or the handlers
for each page type, so new pages receive it too. Agents need the content of any
page they follow, including pages the report did not name.

When a request arrives with `text/markdown` in its `Accept` header, the same URL that
serves HTML to a browser should return a markdown rendering of that page's content.
Requests without that header must keep getting the HTML exactly as they do now.

The response must:

- set `Content-Type: text/markdown; charset=utf-8`;
- include `Accept` in the `Vary` header, so shared caches never serve the markdown to a
  browser or the HTML to an agent (RFC 9110 says a server SHOULD send `Vary` whenever
  the representation depends on a request header);
- contain real markdown, not HTML with a different header on it;
- drop `ETag` and `Last-Modified` for the converted response, since a conditional request
  cannot be honoured against a body generated on the fly.

Work out how to do this in whatever stack this project uses. If the site is behind
Cloudflare on a paid plan, the "Markdown for Agents" zone setting does all of the above
and is the least invasive option. Otherwise implement it in the framework: middleware
inspecting the `Accept` header, a route handler that returns the markdown source, or
whatever fits the architecture here.

Strip navigation, headers, footers and cookie banners from the markdown. The point is the
content, without the page furniture around it.

Verify HTML and Markdown responses for each public page type, including URLs
outside the reported sample. Check that each Markdown response contains that
page's content and that ordinary browser requests still receive HTML.

The whole report, as markdown, is at https://goodforbots.com/r/talhabashir.com.md?scan=cmwbrae4h2rpd01pcftyx7eb9. Read it first: this prompt covers one finding, and the report has everything the scan saw.

When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
```

### Mark up content so a reader can find it

Recoverable contribution: 5.26 points.

Score with this fix and the ones above it: 85/100.

2 of 4 pages read pass; 2 partly\. The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids\.

````text
My website talhabashir.com scored 58/100 on Good for Bots (Fair). Good for Bots measures one thing: whether a language model can read a site and cite it.

I need you to: mark the content up so a parser can find it.

The check it only partly passes is "Content is marked up so a reader can find it", with 5.26 points of it still on the table. What the scanner saw: 2 of 4 pages read pass; 2 partly. The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids.

The scan checked a sample of 4 pages. It does not establish which other pages have the same issues. Use the findings below to locate the responsible templates, components or configuration, and apply the fix wherever the same issue occurs. Pages in the sample with findings:
- https://talhabashir.com/: The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids.
- https://talhabashir.com/blog/: The page at /blog/ is partly structured: No <h1>, so nothing says what the page is about.

Review the site's public page templates and shared layout components. Fix missing
content roots, heading structure and landmarks wherever they occur, including
templates outside the reported sample. Check the server's HTML response from each
page type: a shared layout fix can introduce a second `<main>` on pages that
already have one.

Semantic elements help a reader of raw HTML find the page's content and distinguish
it from navigation and other surrounding material.

Three things, all from the HTML standard. Change the markup; do not change what the page
looks like.

**1. One content root.** Wrap the page's dominant content in a single `<main>`.

```html
<body>
  <header>…site header…</header>
  <main>…the article, the docs page, the product copy…</main>
  <footer>…site footer…</footer>
</body>
```

The standard allows exactly one `<main>` per document that is not marked `hidden`, and
its ancestors may only be `<html>`, `<body>`, `<div>`, an unnamed `<form>` or a custom
element, which makes a `<main>` inside `<section>` or `<article>` invalid. Put the real
content inside it: a `<main>` that holds a sliver of the page while the article sits in a
sibling `<div>` marks nothing. If a framework template makes the element impossible,
`role="main"` on the wrapper is an acceptable substitute.

**2. A heading outline that holds together.** Exactly one idea per level, starting at
`<h1>`, and never skipping a level on the way down.

```html
<h1>What this page is about</h1>
  <h2>First section</h2>
    <h3>A detail</h3>
  <h2>Second section</h2>
```

`<h1>` → `<h3>` is invalid; `<h3>` → `<h2>` on the way back up is fine. Use heading
elements for headings and CSS for size: a `<div class="text-2xl">` is invisible to the
outline. If a heading is an image or an icon, give it real text and hide it visually
rather than leaving the element empty.

**3. Landmarks around the content.** At least two of these, outside `<main>`:

```html
<header>   <!-- the site header: becomes the banner landmark -->
<nav>      <!-- navigation -->
<footer>   <!-- the site footer: becomes contentinfo -->
<aside>    <!-- related content -->
<search>   <!-- a search form -->
```

Two rules that surprise people. `<header>` and `<footer>` only count as the page's banner
and contentinfo when they are children of `<body>`; inside `<article>` or `<section>` they
are that section's own header and footer and are not landmarks at all. And a `<form>` is
only a landmark when it has an accessible name, so give a search form
`aria-label="Search"`.

Do not add landmarks that describe nothing: five unlabelled `<nav>` elements are worse
than one. And do not wrap the whole body in `<main>`: that puts the header and footer
inside the content root, which removes the landmarks this asks for.

The report's content and navigation breakdown is diagnostic. It measures extracted
text in marked regions, not content quality. Keep useful navigation; do not remove
links or add filler to change a percentage. If much of the text is labelled "other",
check whether the real main content has a meaningful wrapper. The reported start of
main text follows HTML order, which can differ from the visual layout.

The whole report, as markdown, is at https://goodforbots.com/r/talhabashir.com.md?scan=cmwbrae4h2rpd01pcftyx7eb9. Read it first: this prompt covers one finding, and the report has everything the scan saw.

When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
````

16 more fixes come with Pro, each with a prompt. Only the listing's verified owner can upgrade it, and Pro never changes the score. [Pro for this listing](https://goodforbots.com/pricing?host=talhabashir.com#upgrade)

Deployed your fixes? [Rescan to update your score](https://goodforbots.com/r/talhabashir.com#rescan). Only the listing's verified owner can request a rescan; claiming is free.

## Structured data

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "ItemPage",
      "@id": "https://goodforbots.com/r/talhabashir.com#webpage",
      "url": "https://goodforbots.com/r/talhabashir.com",
      "name": "WebTools AI visibility report",
      "description": "talhabashir.com scores 58/100 for AI visibility. Scanned 11 Nov 2026. Review bot access, content checks and available fixes in the full report.",
      "inLanguage": "en",
      "isPartOf": {
        "@id": "https://goodforbots.com/#website"
      },
      "breadcrumb": {
        "@id": "https://goodforbots.com/r/talhabashir.com#breadcrumb"
      },
      "mainEntity": {
        "@id": "https://goodforbots.com/r/talhabashir.com#site"
      },
      "about": {
        "@id": "https://goodforbots.com/r/talhabashir.com#site"
      },
      "dateModified": "2026-11-11T06:48:34.714Z"
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://goodforbots.com/r/talhabashir.com#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://goodforbots.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Directory",
          "item": "https://goodforbots.com/directory"
        },
        {
          "@type": "ListItem",
          "position": 3,
          "name": "SaaS & Web Apps",
          "item": "https://goodforbots.com/directory/category/saas"
        },
        {
          "@type": "ListItem",
          "position": 4,
          "name": "WebTools",
          "item": "https://goodforbots.com/r/talhabashir.com"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://goodforbots.com/r/talhabashir.com#site",
      "name": "WebTools",
      "url": "https://talhabashir.com",
      "description": "Free online calculators and tools for US taxes, mortgages, business and personal finance",
      "image": "https://cdn.goodforbots.com/site-images/logo/6ac3fe0a-2032-413c-9a7d-2e3efb37bc4f.webp"
    },
    {
      "@type": "Organization",
      "@id": "https://goodforbots.com/#organization",
      "name": "Good for Bots",
      "url": "https://goodforbots.com",
      "logo": "https://goodforbots.com/icon-512.png",
      "founder": {
        "@id": "https://goodforbots.com/#person-mateusz-pawlica"
      },
      "contactPoint": {
        "@type": "ContactPoint",
        "contactType": "customer support",
        "email": "support@goodforbots.com",
        "url": "https://goodforbots.com/contact"
      }
    },
    {
      "@type": "WebSite",
      "@id": "https://goodforbots.com/#website",
      "name": "Good for Bots",
      "url": "https://goodforbots.com",
      "description": "Check if AI crawlers can access and read your website, free. Get a score out of 100 with every finding and fix prompts, then browse reports in the directory.",
      "inLanguage": "en",
      "publisher": {
        "@id": "https://goodforbots.com/#organization"
      },
      "potentialAction": {
        "@type": "SearchAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://goodforbots.com/directory?q={q}"
        },
        "query-input": "required maxlength=120 name=q"
      }
    },
    {
      "@type": "Person",
      "@id": "https://goodforbots.com/#person-mateusz-pawlica",
      "name": "Mateusz Pawlica",
      "givenName": "Mateusz",
      "familyName": "Pawlica",
      "jobTitle": "Founder of Good for Bots",
      "description": "Web developer who builds directories and AI-powered products, and the founder of Good for Bots.",
      "url": "https://goodforbots.com/about#founder",
      "sameAs": [
        "https://pl.linkedin.com/in/mateusz-pawlica-65238816b",
        "https://pawlicaweb.pl/o-mnie"
      ],
      "knowsAbout": [
        "llms.txt",
        "robots.txt",
        "AI crawlers",
        "Markdown content negotiation",
        "Structured data",
        "Technical SEO",
        "Web directories",
        "Next.js",
        "TypeScript",
        "Generative AI"
      ],
      "worksFor": {
        "@id": "https://goodforbots.com/#organization"
      }
    }
  ]
}
```