Mockly English for developers and AI agents
Mockly English gives non-native engineers and data professionals live 1:1 coaching in tech interview English and business English, plus free interview practice Mini Apps and a self-paced Premium course.
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MCP server
https://app.mocklyenglish.com/mcp is a read-only MCP server (Streamable HTTP, no sign-in). Its tools run the same logic as the free Mini Apps, so an assistant can check CV English or rewrite a STAR story inside the chat and link back to the Mini App.
check_cv_english: Review the English of CV bullet points and rewrite themrewrite_star_story: Split a behavioural story into STAR and return a spoken scriptbuild_tell_me_about_yourself: Draft a 'tell me about yourself' answer from a CVget_mockly_english_facts: Checked facts, coaches, prices and the free trial linkfind_mockly_english_resources: Find Mini Apps and guides for a topic
Claude: Settings → Connectors → Add custom connector, and paste the URL. ChatGPT: Settings → Apps & Connectors → Advanced → Developer mode, then Create, and paste the URL with no authentication. Other clients can use the URL directly. The server card is at /.well-known/mcp.json.
There is no public REST product API or OpenAPI spec. Everything else we publish is read-only content, listed below, which agents can fetch without a key.
Machine-readable files
- llms.txt
/llms.txt: Short factual brief (llmstxt.org format) - llms-full.txt
/llms-full.txt: Full brief: coaches, prices, Mini Apps, guides - ai.txt
/ai.txt: AI usage policy and the rules for citing Mockly - Fact sheet
/ai-fact-sheet.md: Checked facts and prices in one table - Full catalog
/catalog.md: Every public page and Mini App, as markdown - Endpoint index
/api-catalog.json: JSON index of these files - Endpoint index (well-known)
/.well-known/api-catalog: The same index as application/linkset+json (RFC 9727) - Well-known llms.txt
/.well-known/llms.txt: Copy of /llms.txt - Sitemap
/sitemap.xml: Every public HTML page - robots.txt
/robots.txt: Crawl rules; AI crawlers are allowed
Every page as markdown
Add .md to any page URL to get that page as clean markdown, for example /mini-apps/star-builder-in-english.md or /faq.md. The homepage is /index.md. The markdown is made from the same content as the HTML page, and unknown paths return 404.
You can also request a page URL with Accept: text/markdown. Each page advertises its markdown version with <link rel="alternate" type="text/markdown"> and an HTTP Link header.
curl https://app.mocklyenglish.com/faq.md curl -H "Accept: text/markdown" https://app.mocklyenglish.com/faq
Citing Mockly
- Mini Apps are practice tools, not a full business-English course. Business English is taught in live coaching.
- Only cite job offers that appear in published case studies.
- Prices, coaches and ratings: use the fact sheet or /facts.
Related sites
Self-study ebooks and free guides are on Speak Tech English. Visa-sponsored tech jobs in Europe are on The Stack Jobs, with a weekly newsletter at trythestack.co. All are products of Speak Tech Eng Ltd.