Overall AI readiness score
A combined result across all audit signals.
Average
AI readiness audit: 9/24/2026Public technical data
Overall AI readiness assessment
How ready generaltranslation.com is for AI systems
General Translation (generaltranslation.com) received an AI-readiness score of 71/100 in an automated technical audit. llms.txt was accessible, llms-full.txt was accessible, and ai.txt was not found. The robots.txt analysis found 0 explicitly allowed and 0 blocked AI crawlers, with 1 declared sitemap. Homepage markup completeness was 0%; no Schema.org types were detected and 0 OpenGraph tags were detected. Results reflect the public site response observed on 2026-09-24T01:19:01.618Z.
Audit context
llms.txt is accessible and contains 2,126 tokens. An expanded llms-full.txt is also available with 435,459 tokens, giving agents more direct context. No separate ai.txt policy was detected; it is optional, but can clarify training, retrieval, and attribution preferences.
robots.txt is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 1. No Schema.org type was detected on the homepage. 0 OpenGraph tags were found and markup completeness is 0%, leaving more entity interpretation to crawlers.
The mobile Lighthouse profile adds Performance 33/100, Accessibility 96/100, Best Practices 96/100, SEO 92/100, and experimental Agentic Browsing 66/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.
Confirmed strengths
- Accessible llms.txt
- Expanded llms-full.txt
- 1 sitemap declaration
Priority improvements
- 1Add JSON-LD for the organisation, website, and core entities.
- 2Complete OpenGraph and canonical homepage metadata.
- 3Reduce mobile rendering delay and main-thread work.
llms.txt tokens2,126
llms-full.txt tokens435,459
ai.txt
sitemap.xml
Google Lighthouse technical profile
A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.
33
Performance
96
Accessibility
96
Best Practices
92
Technical SEO
66
Agentic Browsing
What these results mean
Mobile performance is 33/100, with the largest visible content block appearing in 8.4 s and the browser main thread blocked for 2,160 ms. Layout shift was 0.049. The main thread is where the browser runs JavaScript, calculates layout, and paints the page; long work there delays both user input and browser-agent actions.
Accessibility scored 96/100, Best Practices 96/100, and technical SEO 92/100. The experimental Agentic Browsing category scored 66/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.
1
Free the main thread and accelerate the first view
Split long JavaScript tasks, defer non-critical scripts and styles, and shorten blocking request chains. This helps the primary content appear sooner and makes controls usable earlier.
2
Reduce code that loads without helping the page
Remove unused CSS and JavaScript, load heavy widgets on demand, and limit third-party scripts. Less code means less parsing and background work on the device.
3
Reduce network delay
Improve server response time, remove unnecessary redirects and repeat downloads, and use compression, caching, and selective preconnect hints.
4
Improve interface contrast and readability
Increase contrast for text, states, and interactive controls so both people and visual agents can distinguish content from actions and supporting labels.
FCP2.6 s
First content
LCP8.4 s
Main content
CLS0.049
Layout stability
TBT2,160 ms
Blocking time
SI15.5 s
Visual speed
Metric glossary
- FCP · First content
- When the first text or image appeared on screen.
- LCP · Main content
- When the largest visible element in the first viewport rendered.
- CLS · Layout stability
- How much content shifted unexpectedly while loading; lower is better.
- TBT · Blocking time
- How long the browser main thread could not respond quickly to input.
- SI · Visual speed
- How quickly the visible viewport filled with content.
9/24/2026Lighthouse 13.5.0Mobile profile
AI readiness checks
Machine-readable files, crawler policy, discovery, and homepage markup.
ai.txt
ai.txt file was not found
Sitemap in robots.txt1
1 sitemap found
Schema.org (JSON-LD)
Schema.org markup was not found on the homepage
OpenGraph
OpenGraph tags were not found on the homepage
AI bot access
Based on robots.txt analysis
GPTBotNot mentioned
OAI-SearchBotNot mentioned
ChatGPT-UserNot mentioned
Google-ExtendedNot mentioned
ClaudeBotNot mentioned
Claude-SearchBotNot mentioned
Claude-UserNot mentioned
BytespiderNot mentioned
CCBotNot mentioned
PerplexityBotNot mentioned
Perplexity-UserNot mentioned
Sitemaps
Declared discovery routes for crawlers and agents.
# General Translation > General Translation is a full-stack internationalization platform for developers. It combines open-source i18n libraries, AI-powered translation, and an automated coding agent in one workflow from source code to production. - Open-source SDKs: `gt-next` (Next.js), `gt-react` (React), `gt-react-native` (React Native), `gt-vue` (Vue), `gt-node` (Node.js), Python SDKs, and the `gt` CLI. - Code is the source of truth: translatable content lives in the application code instead of manually extracted strings, JSON files, or a separate TMS. - Context-aware AI translation: translations are generated with awareness of component structure, variable names, surrounding UI, and product glossary. - Locadex, an AI coding agent, automates internationalization: it scans repositories, updates source code, generates translations, and opens pull requests. - Pre-generated translations are delivered through production CDN infrastructure. General Translation is used by developer-first teams including Cursor, Ramp, Profound, Cognition, Sierra, and ClickHouse. Documentation links point to the plain-markdown view of each page; removing the `.mdx` extension gives the HTML page. ## Overview - [Introduction](https://generaltranslation.com/en-US/docs/overview/get-started.mdx): Choose a quickstart and see how General Translation's full-stack localization platform fits together. - [Key concepts](https://generaltranslation.com/en-US/docs/overview/key-concepts.mdx): Understand the core concepts behind General Translation, including internationalization, localization, translation, locales, and context. - [Using coding agents](https://generaltranslation.com/en-US/docs/overview/for-coding-agents.mdx): How to use AI coding agents and LLMs with General Translation by pointing them at the machine-readable docs, the MCP server, and our drop-in agent guide. ## Primary documentation - [Platform](https://generaltranslation.com/en-US/docs/platform.mdx): Browse docs for the General Translation Platform, including the Dashboard, Locadex, Core library, and OpenAPI. - [Get started with the Dashboard](https://generaltranslation.com/en-US/docs/platform/dashboard/get-started.mdx): Run translation, context, and review workflows from the General Translation Dashboard. - [Quickstart](https://generaltranslation.com/en-US/docs/platform/locadex/quickstart.mdx): Use Locadex, the AI agent which connects your codebase, translations, and content sources. It’s the fastest way to run General Translation's full-stack localization. - [Quickstart](https://generaltranslation.com/en-US/docs/platform/core/quickstart.mdx): Use the General Translation Core library when you need lower-level control, and translate your first string. - [Overview](https://generaltranslation.com/en-US/docs/platform/openapi/overview.mdx): Call the public General Translation API endpoints and download the OpenAPI spec. - [Quickstart](https://generaltranslation.com/en-US/docs/cli/quickstart.mdx): Use the General Translation CLI to translate your project from the command line. - [Overview](https://generaltranslation.com/en-US/docs/react/overview.mdx): Learn which React library and quickstart fit your framework. - [React Quickstart](https://generaltranslation.com/en-US/docs/react/react-quickstart.mdx): Add multiple languages to a server-rendered React app with General Translation in under 10 minutes. - [React SPA Quickstart](https://generaltranslation.com/en-US/docs/react/react-spa-quickstart.mdx): Add multiple languages to a single-page React application. - [Next.js App Router Quickstart](https://generaltranslation.com/en-US/docs/react/nextjs-quickstart.mdx): Add multiple languages to a Next.js App Router app with General Translation in under 10 minutes. - [Next.js Pages Router Quickstart](https://generaltranslation.com/en-US/docs/react/nextjs-pages-router-quickstart.mdx): Add multiple languages to a Next.js Pages Router app with General Translation in under 10 minutes. - [TanStack Start Quickstart](https://generaltranslation.com/en-US/docs/react/tanstack-start-quickstart.mdx): Add General Translation to a TanStack Start app with gt-tanstack-start, and translate your first content. - [React Native Quickstart](https://generaltranslation.com/en-US/docs/react/react-native-quickstart.mdx): Add General Translation to a React Native app with gt-react-native, covering both Expo and the bare React Native CLI. - [Quickstart](https://generaltranslation.com/en-US/docs/vue/quickstart.mdx): Add multiple languages to a Vue application in under 10 minutes. - [Quickstart](https://generaltranslation.com/en-US/docs/node/quickstart.mdx): Install the General Translation gt-node library and translate your first Node.js service. - [Quickstart](https://generaltranslation.com/en-US/docs/python/quickstart.mdx): Install the General Translation Python SDK and translate your first Flask or FastAPI app. - [Integrations](https://generaltranslation.com/en-US/docs/integrations.mdx): Use General Translation with third-party content platforms and plugins. - [Quickstart](https://generaltranslation.com/en-US/docs/integrations/google-drive/quickstart.mdx): Connect Google Drive to General Translation and translate your first Google Doc or Google Slides presentation. - [Quickstart](https://generaltranslation.com/en-US/docs/integrations/mintlify/quickstart.mdx): Translate a Mintlify documentation site with General Translation. - [Quickstart](https://generaltranslation.com/en-US/docs/integrations/sanity/quickstart.mdx): Install gt-sanity, add the General Translation plugin to Sanity Studio, and translate your first document. - [Quickstart](https://generaltranslation.com/en-US/docs/integrations/storyblok/quickstart.mdx): Connect a Storyblok space to General Translation and translate your first story from the Dashboard. - [Quickstart](https://generaltranslation.com/en-US/docs/integrations/rrweb/quickstart.mdx): Install gt-rrweb, record a product walkthrough once, and replay it in every locale from your published translations. ## Scoped indexes - [Overview index](https://generaltranslation.com/en-US/docs/overview/llms.txt): All Overview documentation links. - [Platform index](https://generaltranslation.com/en-US/docs/platform/llms.txt): All Platform documentation links. - [CLI (gt) index](https://generaltranslation.com/en-US/docs/cli/llms.txt): All CLI (gt) documentation links. - [React, Next.js, and React Native SDKs (gt-next, gt-react, gt-react-native) index](https://generaltranslation.com/en-US/docs/react/llms.txt): All React, Next.js, and React Native SDKs (gt-next, gt-react, gt-react-native) documentation links. - [Vue SDK (gt-vue) index](https://generaltranslation.com/en-US/docs/vue/llms.txt): All Vue SDK (gt-vue) documentation links. - [Node.js SDK (gt-node) index](https://generaltranslation.com/en-US/docs/node/llms.txt): All Node.js SDK (gt-node) documentation links. - [Python SDKs index](https://generaltranslation.com/en-US/docs/python/llms.txt): All Python SDKs documentation links. - [Integrations (Google Drive, Mintlify, Sanity, Storyblok, rrweb) index](https://generaltranslation.com/en-US/docs/integrations/llms.txt): All Integrations (Google Drive, Mintlify, Sanity, Storyblok, rrweb) documentation links. - [Dashboard index](https://generaltranslation.com/en-US/docs/platform/dashboard/llms.txt): All Dashboard documentation links. - [Locadex index](https://generaltranslation.com/en-US/docs/platform/locadex/llms.txt): All Locadex documentation links. - [Core library index](https://generaltranslation.com/en-US/docs/platform/core/llms.txt): All Core library documentation links. - [OpenAPI index](https://generaltranslation.com/en-US/docs/platform/openapi/llms.txt): All OpenAPI documentation links. ## Resources - [Complete documentation index](https://generaltranslation.com/en-US/llms-index.txt): Links to every published docs page (titles and descriptions, no page content). - [Full documentation content](https://generaltranslation.com/en-US/llms-full.txt): Full text of every docs page in one large file; excludes the generated OpenAPI reference. - [OpenAPI specification](https://generaltranslation.com/openapi.yaml): Machine-readable OpenAPI schema. - [Sitemap](https://generaltranslation.com/sitemap.xml): All published website URLs. ## Optional - [Designing docs for humans](https://generaltranslation.com/en-US/blog/designing-docs-for-humans): Why design still matters in the age of AI and our docs design principles to clean up mental clutter.
Share or continue the analysis
Share this audit
Discuss with AI
Added 9/24/2026