Verifiziertes AgentReady.md-Zertifikat
Ausgestellt am sig: e19ff4f01c309694 Verifizieren →

Analysierte URL

https://lingoforge.net

Gemessen letzten Monat

Weitere URL analysieren

KI-Ready Score

Gut

von 100

Token-Einsparung

HTML-Tokens 138.771
Markdown-Tokens 1878
Einsparung 99%

Score-Aufschlüsselung

Zugänglichkeit 96/100
KI-Auffindbarkeit 75/100
Strukturierte Daten 100/100
Semantisches HTML 82/100
Inhaltseffizienz 55/100

Emerging Protocols

6 von 6 erkannt

Well-known-Endpunkte, nach denen KI-Agenten suchen. Erkannt bedeutet, dass ein Agent Ihren Dienst automatisch finden und verbinden kann.

  • OAuth Protected Resource RFC 9728
    /.well-known/oauth-protected-resource
    • resource: https://lingoforge.net/api
    • 1 authorization server(s)
  • OAuth Discovery RFC 8414
    /.well-known/oauth-authorization-server
    • issuer: https://lingoforge.net
    • token_endpoint: https://lingoforge.net/api/auth/sign-in/email
    • 3 grant type(s)
  • MCP Server Card SEP-1649 draft
    /.well-known/mcp/server-card.json
  • A2A Agent Card A2A v1.0
    /.well-known/agent-card.json
    • name: LingoForge ForgeAI
    • v1.35.8
    • 3 capabilities
    • 6 skill(s)
  • API Catalog RFC 9727
    /.well-known/api-catalog
    • 1 API(s)
  • Agent Skills index Discovery RFC v0.2.0 draft
    /.well-known/agent-skills/index.json
    • 1 skill(s)
    • lingoforge

Das bleibt nicht so. Monitoring gibt es noch nicht — tragen Sie sich ein, wir melden uns zum Start.

Sie stehen auf der Liste! Wir benachrichtigen Sie, sobald es verfügbar ist.

Was wir gemessen haben CDN level (Cloudflare) — Content negotiation

Deine Website unterstützt Markdown für Agenten nur teilweise — unter „was wir gemessen haben" stehen die Mechanismen, die du bereits hast. Der Rest lässt mehr Agenten Markdown anfragen statt HTML zu parsen und spart ~80% Tokens.

So implementieren Sie es

  • Liefere einen Markdown-Zwilling unter einer zweiten URL, z. B. /seite.md neben /seite.
  • Füge <link rel="alternate" type="text/markdown" href="…"> in den HTML-Head ein.
  • Ergänze einen Link-HTTP-Header auf die Markdown-Version: Link: <…>; rel="alternate"; type="text/markdown".
In einen Coding-Agenten einfügen, der die Korrektur vornimmt

Was wir gemessen haben Content ratio: 1.6% (7321 content chars / 448789 HTML bytes)

Ihre Seite hat ein niedriges Verhältnis von tatsächlichem Inhalt zum gesamten HTML. Ein Großteil des Seitengewichts besteht aus Markup, Skripten oder Styles statt Inhalt.

So implementieren Sie es

Verlagern Sie CSS in externe Stylesheets, entfernen Sie Inline-Styles, minimieren Sie JavaScript und stellen Sie sicher, dass sich das HTML auf die Inhaltsstruktur konzentriert.

In einen Coding-Agenten einfügen, der die Korrektur vornimmt

Was wir gemessen haben 19 semantic elements, 476 divs (ratio: 4%)

Ihre Seite stützt sich stark auf <div>-Elemente. Semantische Elemente wie <section>, <nav>, <header>, <footer> und <aside> bieten eine sinnvolle Struktur für KI-Agenten.

So implementieren Sie es

Ersetzen Sie generische <div>-Container durch passende semantische Elemente. Verwenden Sie <section> für thematische Gruppen, <nav> für Navigation, <header>/<footer> für Seiten-/Abschnittskopf und -fußzeilen.

In einen Coding-Agenten einfügen, der die Korrektur vornimmt

Was wir gemessen haben No Content-Signal found (robots.txt or HTTP headers)

Keine Content-Signal-Direktiven gefunden. Diese teilen KI-Agenten mit, wie sie Ihre Inhalte verwenden dürfen (Suchindexierung, KI-Eingabe, Trainingsdaten). Der empfohlene Ort ist robots.txt.

So implementieren Sie es

Fügen Sie Content-Signal zu Ihrer robots.txt hinzu: User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no. Sie können es auch als HTTP-Header bei Markdown-Antworten hinzufügen.

In einen Coding-Agenten einfügen, der die Korrektur vornimmt

Was wir gemessen haben 34/1399 elements with inline styles (2.4%)

Viele Elemente haben Inline-Style-Attribute. Diese erzeugen Rauschen für KI-Agenten bei der Inhaltsextraktion.

So implementieren Sie es

Verlagern Sie alle Inline-Styles in CSS-Klassen in Ihrem Stylesheet. Verwenden Sie Utility-CSS-Frameworks wie Tailwind, wenn Sie viele individuelle Styles benötigen.

In einen Coding-Agenten einfügen, der die Korrektur vornimmt
Markdown-Tokens: 1878
---

AI IELTS Prep Platform

## AI IELTS Prep for Your Dream Score:Practice All Four Skills

AI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.

4K+

Students Trained

7.0+

Avg Band Score

92%

Success Rate

Join 4,000+ students worldwide

---

Powered by AI

## Everything you need toAce the IELTS

Our comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.

### Smart Vocabulary Training

Master 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.

### Authentic Listening Practice

Practice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.

### AI Speaking Coach

Receive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.

### IELTS Writing AI Feedback

Submit an IELTS Writing Task 1 or Task 2 response and receive rubric-based scoring, corrections, vocabulary upgrades, and actionable feedback for a higher band score.

### Adaptive Learning Path

Our AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.

### Band Score Analytics

Track your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.

### Why LingoForge Works

Our proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.

#### Personalized Learning

AI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.

#### Faster Results

Students achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.

#### Proven Success

92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.

---

AI Grading Process

## How AI Grading Works at LingoForge

Our AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.

Step

1

### Submit Your Response

Write your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.

Step

2

### AI Evaluation

Our AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.

Step

3

### Detailed Feedback

Receive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.

LingoForge AI

-   Official IELTS rubric, conservative scoring
-   Instant feedback on every attempt
-   Available 24/7 at a fraction of the cost
-   Consistent standards across all submissions

Human Tutor

-   Personalized coaching for specific weaknesses
-   Nuanced feedback on style and tone
-   Best for targeted guidance near test date
-   Higher cost per session

Live demo

## See your band score in 60 seconds

Paste any IELTS Task 2 essay and get an instant AI rubric grade across all four official criteria. No signup, no credit card.

100% free

Instant grade

No signup

---

Student Success Stories

## Join thousands who achievedtheir target IELTS band

Real students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.

4,000+

Students Trained

7.0+

Average Band Score

92%

Success Rate

+1.2

Avg Band Improvement

> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!

6

Before

+1.5 bands

7.5

After

SC

Sarah Chen

Shanghai, China

University of Melbourne

Band 7.5

Band Score

> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!

6

Before

+1.0 band

7

After

TY

Takeshi Yamamoto

Tokyo, Japan

University of Toronto

Band 7.0

Band Score

> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.

6

Before

+1.5 bands

7.5

After

MK

Min-jun Kim

Seoul, Korea

University of Edinburgh

Band 7.5

Band Score

> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.

6

Before

+1.0 band

7

After

PS

Priya Sharma

Bangkok, Thailand

University of Sydney

Band 7.0

Band Score

> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.

5.5

Before

+1.5 bands

7

After

DL

David Liu

Hong Kong

UCL London

Band 7.0

Band Score

> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.

6.5

Before

+1.0 band

7.5

After

AN

Anna Nguyen

Ho Chi Minh City, Vietnam

University of Auckland

Band 7.5

Band Score

### Ready to join them?

Start your IELTS journey today with our free trial. No credit card required.

---

Simple, Transparent Pricing

## Choose your path toIELTS success

Unlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.

### 1 Month

Quick start program

$29.99/ 1 month

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

100 AI credits

[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

Most Popular

11% OFF

### 3 Months

Complete mastery program

$79.99/ 3 months

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

500 AI credits

[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

26% OFF

### 6 Months

Extended preparation with best value

$133.99/ 6 months

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

1500 AI credits

[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

---

Common IELTS Questions

## Frequently AskedQuestions

Common questions about IELTS preparation, AI scoring, and band score improvement.

## Ready to achieve yourTarget IELTS Band?

Join thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.

4K+

Students Trained

7.0+

Avg Band Score

92%

Success Rate

+1.2

Avg Band Gain

[Start Free Trial Now](https://lingoforge.net/auth/sign-up)

No credit card required

Setup in under 2 minutes

Join 4,000+ IELTS students

Start IELTS practice now

Official IELTS Criteria

Conservative Scoring

4-Criteria Assessment

Instant Feedback

7-day money-back guarantee • Cancel anytime

©

2026

Marvis LLC. All rights reserved.

Language:
LingoForge - AI IELTS & TOEFL Prep: Practice All 4 Skills

[![LingoForge](https://lingoforge.net/_next/image?url=%2Flogo.png&w=384&q=75&dpl=dpl_5fU8nL8wmirYrr1wncsHC3LRmt5w)LingoForge](https://lingoforge.net/)

English

English中文日本語한국어ไทยTiếng Việt

---

AI IELTS Prep Platform

# AI IELTS Prep for Your Dream Score:Practice All Four SkillsPractice All Four Skills

AI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.

4K+

Students Trained

7.0+

Avg Band Score

92%

Success Rate

[Start Free Trial](https://lingoforge.net/auth/sign-up)Watch DemoNew

Join 4,000+ students worldwide

AI Writing Grading

Band 7.0 → 7.5+ achieved

AI Speaking Examiner

Turn-by-turn conversation · Instant band score

---

Powered by AI

## Everything you need toAce the IELTS

Our comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.

### Master All Four IELTS Sections

[

#### Listening

4 sections: conversations and academic monologues with 40 questions total

30 minutes

](https://lingoforge.net/en/ielts/listening)[

#### Reading

Academic: 3 long texts from journals and books. General: shorter practical texts

60 minutes

](https://lingoforge.net/en/ielts/reading)[

#### Writing

Task 1: data description or letter. Task 2: argumentative essay (250 words)

60 minutes

](https://lingoforge.net/en/ielts/writing)[

#### Speaking

3 parts: introduction, long turn (cue card), two-way discussion with examiner

11–14 minutes

](https://lingoforge.net/en/ielts/speaking)

### Smart Vocabulary Training

Master 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.

### Authentic Listening Practice

Practice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.

### AI Speaking Coach

Receive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.

### IELTS Writing AI Feedback

Submit an IELTS Writing Task 1 or Task 2 response and receive rubric-based scoring, corrections, vocabulary upgrades, and actionable feedback for a higher band score.

### Adaptive Learning Path

Our AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.

### Band Score Analytics

Track your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.

### Why LingoForge Works

Our proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.

#### Personalized Learning

AI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.

#### Faster Results

Students achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.

#### Proven Success

92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.

---

AI Grading Process

## How AI Grading Works at LingoForge

Our AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.

Step 1

### Submit Your Response

Write your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.

Step 2

### AI Evaluation

Our AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.

Step 3

### Detailed Feedback

Receive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.

LingoForge AI

-   Official IELTS rubric, conservative scoring
-   Instant feedback on every attempt
-   Available 24/7 at a fraction of the cost
-   Consistent standards across all submissions

Human Tutor

-   Personalized coaching for specific weaknesses
-   Nuanced feedback on style and tone
-   Best for targeted guidance near test date
-   Higher cost per session

Live demo

## See your band score in 60 seconds

Paste any IELTS Task 2 essay and get an instant AI rubric grade across all four official criteria. No signup, no credit card.

[Try the free demo](https://lingoforge.net/en/start)No signup needed

100% free

Instant grade

No signup

lingoforge.net/start

Opinion · Task 2

Overall band

7.0

AI graded

Task Achievement

7.0

Coherence & Cohesion

7.5

Lexical Resource

6.5

Grammatical Range

7.0

AI summary

---

Student Success Stories

## Join thousands who achievedtheir target IELTS band

Real students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.

4,000+

Students Trained

7.0+

Average Band Score

92%

Success Rate

+1.2

Avg Band Improvement

> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!

6

Before

+1.5 bands

7.5

After

SC

Sarah Chen

Shanghai, China

University of Melbourne

Band 7.5

Band Score

> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!

6

Before

+1.0 band

7

After

TY

Takeshi Yamamoto

Tokyo, Japan

University of Toronto

Band 7.0

Band Score

> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.

6

Before

+1.5 bands

7.5

After

MK

Min-jun Kim

Seoul, Korea

University of Edinburgh

Band 7.5

Band Score

> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.

6

Before

+1.0 band

7

After

PS

Priya Sharma

Bangkok, Thailand

University of Sydney

Band 7.0

Band Score

> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.

5.5

Before

+1.5 bands

7

After

DL

David Liu

Hong Kong

UCL London

Band 7.0

Band Score

> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.

6.5

Before

+1.0 band

7.5

After

AN

Anna Nguyen

Ho Chi Minh City, Vietnam

University of Auckland

Band 7.5

Band Score

### Ready to join them?

Start your IELTS journey today with our free trial. No credit card required.

[Start Free Trial](https://lingoforge.net/auth/sign-up)

---

Simple, Transparent Pricing

## Choose your path toIELTS success

Unlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.

One-time paymentSubscription

### 1 Month

Quick start program

$29.99/ 1 month

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

100 AI credits

[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

Most Popular

11% OFF

### 3 Months

Complete mastery program

$79.99/ 3 months

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

500 AI credits

[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

26% OFF

### 6 Months

Extended preparation with best value

$133.99/ 6 months

Real IELTS Academic & General practice tests

AI Speaking Examiner Tutor

Instant AI feedback on all sections

Detailed progress tracking

Personalized study plan

Performance analytics

1500 AI credits

[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)

One-time payment • No auto-renewal • Access expires automatically

---

Common IELTS Questions

## Frequently AskedQuestions

Common questions about IELTS preparation, AI scoring, and band score improvement.

### What IELTS band score do I need for top universities?

Most top universities require an overall IELTS band score of 6.5 to 7.5. Competitive programmes at universities such as Oxford, Cambridge, MIT, and Harvard typically require an overall band of 7.0 to 7.5, with no individual section below 6.5. Some postgraduate courses in Medicine or Law require Band 7.5 or higher in all four sections. LingoForge's AI feedback is calibrated to the official IELTS writing and speaking rubrics to help you reach exactly these score ranges.

### How does AI feedback work for IELTS Writing Task 2?

### Is LingoForge suitable for both IELTS Academic and General Training?

### Can I practice IELTS Speaking with AI?

### How does the IELTS band score guarantee work?

### Can I upgrade or downgrade my plan?

### How does LingoForge grade my writing?

### Is AI grading accurate?

### Should I still get feedback from a human tutor?

## Ready to achieve yourTarget IELTS Band?

Join thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.

4K+

Students Trained

7.0+

Avg Band Score

92%

Success Rate

+1.2

Avg Band Gain

[Start Free Trial Now](https://lingoforge.net/auth/sign-up)

No credit card required

Setup in under 2 minutes

Join 4,000+ IELTS students

Start IELTS practice now

Official IELTS Criteria

Conservative Scoring

4-Criteria Assessment

Instant Feedback

7-day money-back guarantee • Cancel anytime

---

Learning Resources

## Expert guides toboost your band score

In-depth study strategies, practice techniques, and exam tips from our research team.

[![How Did a Student Improve from Band 6 to 7 with AI Feedback?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-did-a-student-improve-from-band-6-to-7-with-ai-feedback.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-did-a-student-improve-from-band-6-to-7-with-ai-feedback)

[Study Strategies](https://lingoforge.net/en/blog/category/study-strategies)[IELTS speaking](https://lingoforge.net/en/blog?tag=IELTS%20speaking)[AI feedback](https://lingoforge.net/en/blog?tag=AI%20feedback)

[### How Did a Student Improve from Band 6 to 7 with AI Feedback?](https://lingoforge.net/en/blog/how-did-a-student-improve-from-band-6-to-7-with-ai-feedback)

A LingoForge user improved from Band 6 to 7 in 4 weeks using AI speaking feedback. See her routine, tips, and score trends. 68% plateau without it. Start free.

8/30/2026

[![How to Ace TOEFL Reading: 5 Proven Strategies?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-to-ace-toefl-reading-5-proven-strategies.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-to-ace-toefl-reading-5-proven-strategies-en)

[Reading](https://lingoforge.net/en/blog/category/reading)[TOEFL reading](https://lingoforge.net/en/blog?tag=TOEFL%20reading)[reading strategies](https://lingoforge.net/en/blog?tag=reading%20strategies)

[### How to Ace TOEFL Reading: 5 Proven Strategies?](https://lingoforge.net/en/blog/how-to-ace-toefl-reading-5-proven-strategies-en)

Discover 5 research-backed strategies to ace TOEFL reading. Master question types, time management, and AI tools. Improve your score by up to 30% with LingoForge.

8/26/2026

[![What vocabulary mistakes cost IELTS candidates a Band 7?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fwhat-vocabulary-mistakes-cost-ielts-candidates-a-band-7.png&w=3840&q=75)](https://lingoforge.net/en/blog/what-vocabulary-mistakes-cost-ielts-candidates-a-band-7)

[Vocabulary](https://lingoforge.net/en/blog/category/vocabulary)[IELTS vocabulary](https://lingoforge.net/en/blog?tag=IELTS%20vocabulary)[Band 7](https://lingoforge.net/en/blog?tag=Band%207)

[### What vocabulary mistakes cost IELTS candidates a Band 7?](https://lingoforge.net/en/blog/what-vocabulary-mistakes-cost-ielts-candidates-a-band-7)

Discover the top vocabulary mistakes costing IELTS candidates a Band 7, based on analysis of 10,000+ essays. Learn to avoid spelling errors, collocation issues, and more with LingoForge's data-driven feedback.

8/15/2026

[![How to use collocations for IELTS Writing Band 8?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-to-use-collocations-for-ielts-writing-band-8.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-to-use-collocations-for-ielts-writing-band-8-en)

[Tips](https://lingoforge.net/en/blog/category/tips)[IELTS Writing](https://lingoforge.net/en/blog?tag=IELTS%20Writing)[collocations](https://lingoforge.net/en/blog?tag=collocations)

[### How to use collocations for IELTS Writing Band 8?](https://lingoforge.net/en/blog/how-to-use-collocations-for-ielts-writing-band-8-en)

Master collocations for IELTS Writing Band 8. Over 90% of Band 8 essays use 15+ collocations per 250 words. Learn how with LingoForge's real-time feedback.

8/6/2026

[![Top 5 IELTS Writing Task 2 Templates for Band 7](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fstatic_top-5-ielts-writing-task-2-templates-for-band-7.png&w=3840&q=75)](https://lingoforge.net/en/blog/top-5-ielts-writing-task-2-templates-for-band-7-en)

[Writing](https://lingoforge.net/en/blog/category/writing)[IELTS Writing Task 2](https://lingoforge.net/en/blog?tag=IELTS%20Writing%20Task%202)[essay templates](https://lingoforge.net/en/blog?tag=essay%20templates)

[### Top 5 IELTS Writing Task 2 Templates for Band 7](https://lingoforge.net/en/blog/top-5-ielts-writing-task-2-templates-for-band-7-en)

Learn the top 5 IELTS Writing Task 2 templates for band 7+. 70% of test takers using templates achieve higher scores. Includes examples and LingoForge AI tips.

7/29/2026

[View all articles](https://lingoforge.net/en/blog)

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# LingoForge

> AI-powered IELTS preparation platform with AI grading for Writing Task 1 & 2, Speaking, Reading, and Listening, personalized practice, and real band score improvement.

## Main
- [LingoForge - AI IELTS & TOEFL Prep: Practice All 4 Skills](https://lingoforge.net): AI-powered IELTS preparation platform with AI grading for Writing Task 1 & 2, Speaking, Reading, and Listening, persona…
- [About](https://lingoforge.net/en/about)
- [LingoForge](https://lingoforge.net/)
- [Free GradingNew](https://lingoforge.net/en/start)
- [IELTS Reading Practice](https://lingoforge.net/en/ielts/reading)
- [IELTS Listening Practice](https://lingoforge.net/en/ielts/listening)
- [IELTS Speaking Practice](https://lingoforge.net/en/ielts/speaking)
- [IELTS Writing Task 1 & 2](https://lingoforge.net/en/ielts/writing)
- [Vocabulary Training](https://lingoforge.net/en/ielts/vocabulary)
- [Full Mock Tests](https://lingoforge.net/en/ielts/mock-tests)

## Blog
- [Blog](https://lingoforge.net/en/blog)

## Legal
- [Privacy](https://lingoforge.net/privacy.html)
- [Terms](https://lingoforge.net/terms.html)
- [Cookies](https://lingoforge.net/cookies.html)

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Gültiges Format
# LingoForge

> AI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.

LingoForge is a web application that helps students prepare for the IELTS and TOEFL English proficiency exams. The core differentiator is AI-powered grading: the platform evaluates Writing essays and Speaking responses using the official IELTS/TOEFL rubrics, returns estimated band scores, and provides actionable feedback across all scoring criteria. The platform serves 4,000+ students and is available in six languages.

## Product Capabilities

- **AI Writing Grading**: Submits an IELTS Writing Task 1 or Task 2 essay and receives an estimated band score (0–9) with rubric-based feedback on four criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy. Includes essay rewrite suggestions. Available free without signup at `/start`.
- **AI Speaking Grading**: Records a Speaking response (Parts 1, 2, 3) via microphone, transcribes it with speech-to-text, and grades fluency, pronunciation, lexical resource, and grammatical accuracy. Requires a logged-in account.
- **Reading Practice**: Full IELTS Reading passages with all 9 question types (multiple choice, True/False/Not Given, matching headings, etc.). Auto-scored with answer explanations.
- **Listening Practice**: Full IELTS Listening sections (Sections 1–4) with audio playback. Auto-scored with transcript review.
- **TOEFL Practice**: All four TOEFL sections (Reading, Listening, Speaking, Writing) using TPO-style mock tests with AI-powered scoring.
- **Full Mock Tests**: Timed, full-length IELTS exam simulation across all four sections with composite scoring and per-section performance analysis.
- **Progress Tracking**: Authenticated users get a dashboard with score history charts, attempt review, and weakness identification.
- **Vocabulary Training**: Academic word lists, collocations, and synonyms with spaced-repetition learning strategies for Band 7+ vocabulary.

## Key Pages

### Public Pages (No Login Required)

- [Home](https://lingoforge.net/en): Landing page with platform overview, feature highlights, pricing plans, user testimonials, and signup CTA.
- [Free Grading](https://lingoforge.net/en/start): Free AI-powered IELTS Writing grading — no account required. Users submit an essay and receive an estimated band score with rubric-based feedback across all four IELTS writing criteria and rewrite suggestions.
- [About](https://lingoforge.net/en/about): Company mission, product philosophy, and team information.
- [Blog](https://lingoforge.net/en/blog): Articles covering IELTS/TOEFL strategies, study plans, writing techniques, and speaking tips.

### IELTS Content Guides (Public, No Login)

- [IELTS Writing Guide](https://lingoforge.net/en/ielts/writing): Comprehensive guide to Task 1 (Academic & General Training) and Task 2 — essay structures, band descriptor breakdowns, sample answers, and how AI feedback maps to each criterion.
- [IELTS Speaking Guide](https://lingoforge.net/en/ielts/speaking): Guide to Parts 1, 2, and 3 — cue card templates, common topics, fluency strategies, and how AI speech evaluation works.
- [IELTS Reading Guide](https://lingoforge.net/en/ielts/reading): Guide to all 9 question types — skimming/scanning techniques, time management, and answer-matching strategies.
- [IELTS Listening Guide](https://lingoforge.net/en/ielts/listening): Guide to all 4 sections — note-taking methods, accent familiarization, and prediction strategies.
- [IELTS Mock Tests Guide](https://lingoforge.net/en/ielts/mock-tests): Guide to full test simulation — timing strategy, section weighting, and how to interpret AI scoring reports.
- [IELTS Vocabulary Guide](https://lingoforge.net/en/ielts/vocabulary): Guide to academic vocabulary, collocations, and synonyms — Academic Word List coverage and topic-specific vocabulary for Band 7+.

### Authenticated Pages (Require Login)

- [IELTS Practice Hub](https://lingoforge.net/ielts): Main dashboard for authenticated IELTS practice. Provides AI grading for Writing (Task 1 & Task 2) and Speaking (Parts 1–3 with speech-to-text), plus Reading and Listening practice, attempt history, and progress tracking. Free AI Writing grading is also available without login at `/start`.
- [TOEFL Practice Hub](https://lingoforge.net/toefl): Main dashboard for authenticated TOEFL practice with TPO-style mock tests, section-by-section practice, and performance analytics.
- [User Dashboard](https://lingoforge.net/home): Personal dashboard with score progression charts, recent attempts, and AI-generated study recommendations.
- [Settings](https://lingoforge.net/settings): Account management — profile, exam profiles (IELTS Academic/General, TOEFL), and subscription/billing.

## Supported Languages

All pages are localized in six languages, selectable via URL path prefix:

| Locale | Language | URL Pattern |
| --- | --- | --- |
| `en` | English | `https://lingoforge.net/en/...` |
| `zh` | 中文 (Chinese) | `https://lingoforge.net/zh/...` |
| `ja` | 日本語 (Japanese) | `https://lingoforge.net/ja/...` |
| `ko` | 한국어 (Korean) | `https://lingoforge.net/ko/...` |
| `th` | ไทย (Thai) | `https://lingoforge.net/th/...` |
| `vi` | Tiếng Việt (Vietnamese) | `https://lingoforge.net/vi/...` |

Zugänglichkeit

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Content available without JavaScript

Inhalt erscheint früh im HTML (100/100)

Main content starts at 4% of HTML

Angemessene Seitengröße (80/100)

Page size: 438KB

KI-Auffindbarkeit

robots.txt erlaubt KI-Bots (100/100)

All major AI search bots allowed

Markdown for Agents Unterstützung (25/100) Cloudflare CDN
✓ Accept: text/markdown ✗ .md URL ✗ <link> tag ✗ Link header
Hat sitemap.xml (100/100)

Sitemap found

Hat robots.txt-Datei (100/100)

robots.txt exists

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llms.txt exists and is valid

Hat Content-Signal (robots.txt oder HTTP-Header) (0/100)
✓ robots.txt ✓ HTTP header ✗ Policy

Strukturierte Daten

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All OG tags present

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Has both <article> and <main>

Verwendet semantische HTML-Elemente (13/100)

19 semantic elements, 476 divs (ratio: 4%)

Aussagekräftige Bild-Alt-Texte (100/100)

7/7 images with meaningful alt text

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34/1399 elements with inline styles (2.4%)

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  "markdown": "---\n\nAI IELTS Prep Platform\n\n## AI IELTS Prep for Your Dream Score:Practice All Four Skills\n\nAI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\nJoin 4,000+ students worldwide\n\n---\n\nPowered by AI\n\n## Everything you need toAce the IELTS\n\nOur comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.\n\n### Smart Vocabulary Training\n\nMaster 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.\n\n### Authentic Listening Practice\n\nPractice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.\n\n### AI Speaking Coach\n\nReceive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.\n\n### IELTS Writing AI Feedback\n\nSubmit an IELTS Writing Task 1 or Task 2 response and receive rubric-based scoring, corrections, vocabulary upgrades, and actionable feedback for a higher band score.\n\n### Adaptive Learning Path\n\nOur AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.\n\n### Band Score Analytics\n\nTrack your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.\n\n### Why LingoForge Works\n\nOur proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.\n\n#### Personalized Learning\n\nAI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.\n\n#### Faster Results\n\nStudents achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.\n\n#### Proven Success\n\n92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.\n\n---\n\nAI Grading Process\n\n## How AI Grading Works at LingoForge\n\nOur AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.\n\nStep\n\n1\n\n### Submit Your Response\n\nWrite your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.\n\nStep\n\n2\n\n### AI Evaluation\n\nOur AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.\n\nStep\n\n3\n\n### Detailed Feedback\n\nReceive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.\n\nLingoForge AI\n\n-   Official IELTS rubric, conservative scoring\n-   Instant feedback on every attempt\n-   Available 24/7 at a fraction of the cost\n-   Consistent standards across all submissions\n\nHuman Tutor\n\n-   Personalized coaching for specific weaknesses\n-   Nuanced feedback on style and tone\n-   Best for targeted guidance near test date\n-   Higher cost per session\n\nLive demo\n\n## See your band score in 60 seconds\n\nPaste any IELTS Task 2 essay and get an instant AI rubric grade across all four official criteria. No signup, no credit card.\n\n100% free\n\nInstant grade\n\nNo signup\n\n---\n\nStudent Success Stories\n\n## Join thousands who achievedtheir target IELTS band\n\nReal students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.\n\n4,000+\n\nStudents Trained\n\n7.0+\n\nAverage Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Improvement\n\n> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nSC\n\nSarah Chen\n\nShanghai, China\n\nUniversity of Melbourne\n\nBand 7.5\n\nBand Score\n\n> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nTY\n\nTakeshi Yamamoto\n\nTokyo, Japan\n\nUniversity of Toronto\n\nBand 7.0\n\nBand Score\n\n> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nMK\n\nMin-jun Kim\n\nSeoul, Korea\n\nUniversity of Edinburgh\n\nBand 7.5\n\nBand Score\n\n> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nPS\n\nPriya Sharma\n\nBangkok, Thailand\n\nUniversity of Sydney\n\nBand 7.0\n\nBand Score\n\n> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.\n\n5.5\n\nBefore\n\n+1.5 bands\n\n7\n\nAfter\n\nDL\n\nDavid Liu\n\nHong Kong\n\nUCL London\n\nBand 7.0\n\nBand Score\n\n> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.\n\n6.5\n\nBefore\n\n+1.0 band\n\n7.5\n\nAfter\n\nAN\n\nAnna Nguyen\n\nHo Chi Minh City, Vietnam\n\nUniversity of Auckland\n\nBand 7.5\n\nBand Score\n\n### Ready to join them?\n\nStart your IELTS journey today with our free trial. No credit card required.\n\n---\n\nSimple, Transparent Pricing\n\n## Choose your path toIELTS success\n\nUnlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.\n\n### 1 Month\n\nQuick start program\n\n$29.99/ 1 month\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n100 AI credits\n\n[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\nMost Popular\n\n11% OFF\n\n### 3 Months\n\nComplete mastery program\n\n$79.99/ 3 months\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n500 AI credits\n\n[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\n26% OFF\n\n### 6 Months\n\nExtended preparation with best value\n\n$133.99/ 6 months\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n1500 AI credits\n\n[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\n---\n\nCommon IELTS Questions\n\n## Frequently AskedQuestions\n\nCommon questions about IELTS preparation, AI scoring, and band score improvement.\n\n## Ready to achieve yourTarget IELTS Band?\n\nJoin thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Gain\n\n[Start Free Trial Now](https://lingoforge.net/auth/sign-up)\n\nNo credit card required\n\nSetup in under 2 minutes\n\nJoin 4,000+ IELTS students\n\nStart IELTS practice now\n\nOfficial IELTS Criteria\n\nConservative Scoring\n\n4-Criteria Assessment\n\nInstant Feedback\n\n7-day money-back guarantee • Cancel anytime\n\n©\n\n2026\n\nMarvis LLC. All rights reserved.\n\nLanguage:\n",
  "fullPageMarkdown": "LingoForge - AI IELTS & TOEFL Prep: Practice All 4 Skills\n\n[![LingoForge](https://lingoforge.net/_next/image?url=%2Flogo.png&w=384&q=75&dpl=dpl_5fU8nL8wmirYrr1wncsHC3LRmt5w)LingoForge](https://lingoforge.net/)\n\nEnglish\n\nEnglish中文日本語한국어ไทยTiếng Việt\n\n---\n\nAI IELTS Prep Platform\n\n# AI IELTS Prep for Your Dream Score:Practice All Four SkillsPractice All Four Skills\n\nAI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n[Start Free Trial](https://lingoforge.net/auth/sign-up)Watch DemoNew\n\nJoin 4,000+ students worldwide\n\nAI Writing Grading\n\nBand 7.0 → 7.5+ achieved\n\nAI Speaking Examiner\n\nTurn-by-turn conversation · Instant band score\n\n---\n\nPowered by AI\n\n## Everything you need toAce the IELTS\n\nOur comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.\n\n### Master All Four IELTS Sections\n\n[\n\n#### Listening\n\n4 sections: conversations and academic monologues with 40 questions total\n\n30 minutes\n\n](https://lingoforge.net/en/ielts/listening)[\n\n#### Reading\n\nAcademic: 3 long texts from journals and books. General: shorter practical texts\n\n60 minutes\n\n](https://lingoforge.net/en/ielts/reading)[\n\n#### Writing\n\nTask 1: data description or letter. Task 2: argumentative essay (250 words)\n\n60 minutes\n\n](https://lingoforge.net/en/ielts/writing)[\n\n#### Speaking\n\n3 parts: introduction, long turn (cue card), two-way discussion with examiner\n\n11–14 minutes\n\n](https://lingoforge.net/en/ielts/speaking)\n\n### Smart Vocabulary Training\n\nMaster 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.\n\n### Authentic Listening Practice\n\nPractice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.\n\n### AI Speaking Coach\n\nReceive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.\n\n### IELTS Writing AI Feedback\n\nSubmit an IELTS Writing Task 1 or Task 2 response and receive rubric-based scoring, corrections, vocabulary upgrades, and actionable feedback for a higher band score.\n\n### Adaptive Learning Path\n\nOur AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.\n\n### Band Score Analytics\n\nTrack your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.\n\n### Why LingoForge Works\n\nOur proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.\n\n#### Personalized Learning\n\nAI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.\n\n#### Faster Results\n\nStudents achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.\n\n#### Proven Success\n\n92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.\n\n---\n\nAI Grading Process\n\n## How AI Grading Works at LingoForge\n\nOur AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.\n\nStep 1\n\n### Submit Your Response\n\nWrite your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.\n\nStep 2\n\n### AI Evaluation\n\nOur AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.\n\nStep 3\n\n### Detailed Feedback\n\nReceive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.\n\nLingoForge AI\n\n-   Official IELTS rubric, conservative scoring\n-   Instant feedback on every attempt\n-   Available 24/7 at a fraction of the cost\n-   Consistent standards across all submissions\n\nHuman Tutor\n\n-   Personalized coaching for specific weaknesses\n-   Nuanced feedback on style and tone\n-   Best for targeted guidance near test date\n-   Higher cost per session\n\nLive demo\n\n## See your band score in 60 seconds\n\nPaste any IELTS Task 2 essay and get an instant AI rubric grade across all four official criteria. No signup, no credit card.\n\n[Try the free demo](https://lingoforge.net/en/start)No signup needed\n\n100% free\n\nInstant grade\n\nNo signup\n\nlingoforge.net/start\n\nOpinion · Task 2\n\nOverall band\n\n7.0\n\nAI graded\n\nTask Achievement\n\n7.0\n\nCoherence & Cohesion\n\n7.5\n\nLexical Resource\n\n6.5\n\nGrammatical Range\n\n7.0\n\nAI summary\n\n---\n\nStudent Success Stories\n\n## Join thousands who achievedtheir target IELTS band\n\nReal students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.\n\n4,000+\n\nStudents Trained\n\n7.0+\n\nAverage Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Improvement\n\n> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nSC\n\nSarah Chen\n\nShanghai, China\n\nUniversity of Melbourne\n\nBand 7.5\n\nBand Score\n\n> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nTY\n\nTakeshi Yamamoto\n\nTokyo, Japan\n\nUniversity of Toronto\n\nBand 7.0\n\nBand Score\n\n> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nMK\n\nMin-jun Kim\n\nSeoul, Korea\n\nUniversity of Edinburgh\n\nBand 7.5\n\nBand Score\n\n> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nPS\n\nPriya Sharma\n\nBangkok, Thailand\n\nUniversity of Sydney\n\nBand 7.0\n\nBand Score\n\n> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.\n\n5.5\n\nBefore\n\n+1.5 bands\n\n7\n\nAfter\n\nDL\n\nDavid Liu\n\nHong Kong\n\nUCL London\n\nBand 7.0\n\nBand Score\n\n> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.\n\n6.5\n\nBefore\n\n+1.0 band\n\n7.5\n\nAfter\n\nAN\n\nAnna Nguyen\n\nHo Chi Minh City, Vietnam\n\nUniversity of Auckland\n\nBand 7.5\n\nBand Score\n\n### Ready to join them?\n\nStart your IELTS journey today with our free trial. No credit card required.\n\n[Start Free Trial](https://lingoforge.net/auth/sign-up)\n\n---\n\nSimple, Transparent Pricing\n\n## Choose your path toIELTS success\n\nUnlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.\n\nOne-time paymentSubscription\n\n### 1 Month\n\nQuick start program\n\n$29.99/ 1 month\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n100 AI credits\n\n[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\nMost Popular\n\n11% OFF\n\n### 3 Months\n\nComplete mastery program\n\n$79.99/ 3 months\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n500 AI credits\n\n[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\n26% OFF\n\n### 6 Months\n\nExtended preparation with best value\n\n$133.99/ 6 months\n\nReal IELTS Academic & General practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n1500 AI credits\n\n[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)\n\nOne-time payment • No auto-renewal • Access expires automatically\n\n---\n\nCommon IELTS Questions\n\n## Frequently AskedQuestions\n\nCommon questions about IELTS preparation, AI scoring, and band score improvement.\n\n### What IELTS band score do I need for top universities?\n\nMost top universities require an overall IELTS band score of 6.5 to 7.5. Competitive programmes at universities such as Oxford, Cambridge, MIT, and Harvard typically require an overall band of 7.0 to 7.5, with no individual section below 6.5. Some postgraduate courses in Medicine or Law require Band 7.5 or higher in all four sections. LingoForge's AI feedback is calibrated to the official IELTS writing and speaking rubrics to help you reach exactly these score ranges.\n\n### How does AI feedback work for IELTS Writing Task 2?\n\n### Is LingoForge suitable for both IELTS Academic and General Training?\n\n### Can I practice IELTS Speaking with AI?\n\n### How does the IELTS band score guarantee work?\n\n### Can I upgrade or downgrade my plan?\n\n### How does LingoForge grade my writing?\n\n### Is AI grading accurate?\n\n### Should I still get feedback from a human tutor?\n\n## Ready to achieve yourTarget IELTS Band?\n\nJoin thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Gain\n\n[Start Free Trial Now](https://lingoforge.net/auth/sign-up)\n\nNo credit card required\n\nSetup in under 2 minutes\n\nJoin 4,000+ IELTS students\n\nStart IELTS practice now\n\nOfficial IELTS Criteria\n\nConservative Scoring\n\n4-Criteria Assessment\n\nInstant Feedback\n\n7-day money-back guarantee • Cancel anytime\n\n---\n\nLearning Resources\n\n## Expert guides toboost your band score\n\nIn-depth study strategies, practice techniques, and exam tips from our research team.\n\n[![How Did a Student Improve from Band 6 to 7 with AI Feedback?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-did-a-student-improve-from-band-6-to-7-with-ai-feedback.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-did-a-student-improve-from-band-6-to-7-with-ai-feedback)\n\n[Study Strategies](https://lingoforge.net/en/blog/category/study-strategies)[IELTS speaking](https://lingoforge.net/en/blog?tag=IELTS%20speaking)[AI feedback](https://lingoforge.net/en/blog?tag=AI%20feedback)\n\n[### How Did a Student Improve from Band 6 to 7 with AI Feedback?](https://lingoforge.net/en/blog/how-did-a-student-improve-from-band-6-to-7-with-ai-feedback)\n\nA LingoForge user improved from Band 6 to 7 in 4 weeks using AI speaking feedback. See her routine, tips, and score trends. 68% plateau without it. Start free.\n\n8/30/2026\n\n[![How to Ace TOEFL Reading: 5 Proven Strategies?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-to-ace-toefl-reading-5-proven-strategies.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-to-ace-toefl-reading-5-proven-strategies-en)\n\n[Reading](https://lingoforge.net/en/blog/category/reading)[TOEFL reading](https://lingoforge.net/en/blog?tag=TOEFL%20reading)[reading strategies](https://lingoforge.net/en/blog?tag=reading%20strategies)\n\n[### How to Ace TOEFL Reading: 5 Proven Strategies?](https://lingoforge.net/en/blog/how-to-ace-toefl-reading-5-proven-strategies-en)\n\nDiscover 5 research-backed strategies to ace TOEFL reading. Master question types, time management, and AI tools. Improve your score by up to 30% with LingoForge.\n\n8/26/2026\n\n[![What vocabulary mistakes cost IELTS candidates a Band 7?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fwhat-vocabulary-mistakes-cost-ielts-candidates-a-band-7.png&w=3840&q=75)](https://lingoforge.net/en/blog/what-vocabulary-mistakes-cost-ielts-candidates-a-band-7)\n\n[Vocabulary](https://lingoforge.net/en/blog/category/vocabulary)[IELTS vocabulary](https://lingoforge.net/en/blog?tag=IELTS%20vocabulary)[Band 7](https://lingoforge.net/en/blog?tag=Band%207)\n\n[### What vocabulary mistakes cost IELTS candidates a Band 7?](https://lingoforge.net/en/blog/what-vocabulary-mistakes-cost-ielts-candidates-a-band-7)\n\nDiscover the top vocabulary mistakes costing IELTS candidates a Band 7, based on analysis of 10,000+ essays. Learn to avoid spelling errors, collocation issues, and more with LingoForge's data-driven feedback.\n\n8/15/2026\n\n[![How to use collocations for IELTS Writing Band 8?](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-to-use-collocations-for-ielts-writing-band-8.png&w=3840&q=75)](https://lingoforge.net/en/blog/how-to-use-collocations-for-ielts-writing-band-8-en)\n\n[Tips](https://lingoforge.net/en/blog/category/tips)[IELTS Writing](https://lingoforge.net/en/blog?tag=IELTS%20Writing)[collocations](https://lingoforge.net/en/blog?tag=collocations)\n\n[### How to use collocations for IELTS Writing Band 8?](https://lingoforge.net/en/blog/how-to-use-collocations-for-ielts-writing-band-8-en)\n\nMaster collocations for IELTS Writing Band 8. Over 90% of Band 8 essays use 15+ collocations per 250 words. Learn how with LingoForge's real-time feedback.\n\n8/6/2026\n\n[![Top 5 IELTS Writing Task 2 Templates for Band 7](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fstatic_top-5-ielts-writing-task-2-templates-for-band-7.png&w=3840&q=75)](https://lingoforge.net/en/blog/top-5-ielts-writing-task-2-templates-for-band-7-en)\n\n[Writing](https://lingoforge.net/en/blog/category/writing)[IELTS Writing Task 2](https://lingoforge.net/en/blog?tag=IELTS%20Writing%20Task%202)[essay templates](https://lingoforge.net/en/blog?tag=essay%20templates)\n\n[### Top 5 IELTS Writing Task 2 Templates for Band 7](https://lingoforge.net/en/blog/top-5-ielts-writing-task-2-templates-for-band-7-en)\n\nLearn the top 5 IELTS Writing Task 2 templates for band 7+. 70% of test takers using templates achieve higher scores. Includes examples and LingoForge AI tips.\n\n7/29/2026\n\n[View all articles](https://lingoforge.net/en/blog)\n",
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  "llmsTxtPreview": "# LingoForge\n\n> AI-powered IELTS preparation platform with AI grading for Writing Task 1 & 2, Speaking, Reading, and Listening, personalized practice, and real band score improvement.\n\n## Main\n- [LingoForge - AI IELTS & TOEFL Prep: Practice All 4 Skills](https://lingoforge.net): AI-powered IELTS preparation platform with AI grading for Writing Task 1 & 2, Speaking, Reading, and Listening, persona…\n- [About](https://lingoforge.net/en/about)\n- [LingoForge](https://lingoforge.net/)\n- [Free GradingNew](https://lingoforge.net/en/start)\n- [IELTS Reading Practice](https://lingoforge.net/en/ielts/reading)\n- [IELTS Listening Practice](https://lingoforge.net/en/ielts/listening)\n- [IELTS Speaking Practice](https://lingoforge.net/en/ielts/speaking)\n- [IELTS Writing Task 1 & 2](https://lingoforge.net/en/ielts/writing)\n- [Vocabulary Training](https://lingoforge.net/en/ielts/vocabulary)\n- [Full Mock Tests](https://lingoforge.net/en/ielts/mock-tests)\n\n## Blog\n- [Blog](https://lingoforge.net/en/blog)\n\n## Legal\n- [Privacy](https://lingoforge.net/privacy.html)\n- [Terms](https://lingoforge.net/terms.html)\n- [Cookies](https://lingoforge.net/cookies.html)\n\n",
  "llmsTxtExisting": "# LingoForge\n\n> AI-powered IELTS and TOEFL preparation platform with AI grading for Writing and Speaking, personalized practice, and real band score improvement.\n\nLingoForge is a web application that helps students prepare for the IELTS and TOEFL English proficiency exams. The core differentiator is AI-powered grading: the platform evaluates Writing essays and Speaking responses using the official IELTS/TOEFL rubrics, returns estimated band scores, and provides actionable feedback across all scoring criteria. The platform serves 4,000+ students and is available in six languages.\n\n## Product Capabilities\n\n- **AI Writing Grading**: Submits an IELTS Writing Task 1 or Task 2 essay and receives an estimated band score (0–9) with rubric-based feedback on four criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy. Includes essay rewrite suggestions. Available free without signup at `/start`.\n- **AI Speaking Grading**: Records a Speaking response (Parts 1, 2, 3) via microphone, transcribes it with speech-to-text, and grades fluency, pronunciation, lexical resource, and grammatical accuracy. Requires a logged-in account.\n- **Reading Practice**: Full IELTS Reading passages with all 9 question types (multiple choice, True/False/Not Given, matching headings, etc.). Auto-scored with answer explanations.\n- **Listening Practice**: Full IELTS Listening sections (Sections 1–4) with audio playback. Auto-scored with transcript review.\n- **TOEFL Practice**: All four TOEFL sections (Reading, Listening, Speaking, Writing) using TPO-style mock tests with AI-powered scoring.\n- **Full Mock Tests**: Timed, full-length IELTS exam simulation across all four sections with composite scoring and per-section performance analysis.\n- **Progress Tracking**: Authenticated users get a dashboard with score history charts, attempt review, and weakness identification.\n- **Vocabulary Training**: Academic word lists, collocations, and synonyms with spaced-repetition learning strategies for Band 7+ vocabulary.\n\n## Key Pages\n\n### Public Pages (No Login Required)\n\n- [Home](https://lingoforge.net/en): Landing page with platform overview, feature highlights, pricing plans, user testimonials, and signup CTA.\n- [Free Grading](https://lingoforge.net/en/start): Free AI-powered IELTS Writing grading — no account required. Users submit an essay and receive an estimated band score with rubric-based feedback across all four IELTS writing criteria and rewrite suggestions.\n- [About](https://lingoforge.net/en/about): Company mission, product philosophy, and team information.\n- [Blog](https://lingoforge.net/en/blog): Articles covering IELTS/TOEFL strategies, study plans, writing techniques, and speaking tips.\n\n### IELTS Content Guides (Public, No Login)\n\n- [IELTS Writing Guide](https://lingoforge.net/en/ielts/writing): Comprehensive guide to Task 1 (Academic & General Training) and Task 2 — essay structures, band descriptor breakdowns, sample answers, and how AI feedback maps to each criterion.\n- [IELTS Speaking Guide](https://lingoforge.net/en/ielts/speaking): Guide to Parts 1, 2, and 3 — cue card templates, common topics, fluency strategies, and how AI speech evaluation works.\n- [IELTS Reading Guide](https://lingoforge.net/en/ielts/reading): Guide to all 9 question types — skimming/scanning techniques, time management, and answer-matching strategies.\n- [IELTS Listening Guide](https://lingoforge.net/en/ielts/listening): Guide to all 4 sections — note-taking methods, accent familiarization, and prediction strategies.\n- [IELTS Mock Tests Guide](https://lingoforge.net/en/ielts/mock-tests): Guide to full test simulation — timing strategy, section weighting, and how to interpret AI scoring reports.\n- [IELTS Vocabulary Guide](https://lingoforge.net/en/ielts/vocabulary): Guide to academic vocabulary, collocations, and synonyms — Academic Word List coverage and topic-specific vocabulary for Band 7+.\n\n### Authenticated Pages (Require Login)\n\n- [IELTS Practice Hub](https://lingoforge.net/ielts): Main dashboard for authenticated IELTS practice. Provides AI grading for Writing (Task 1 & Task 2) and Speaking (Parts 1–3 with speech-to-text), plus Reading and Listening practice, attempt history, and progress tracking. Free AI Writing grading is also available without login at `/start`.\n- [TOEFL Practice Hub](https://lingoforge.net/toefl): Main dashboard for authenticated TOEFL practice with TPO-style mock tests, section-by-section practice, and performance analytics.\n- [User Dashboard](https://lingoforge.net/home): Personal dashboard with score progression charts, recent attempts, and AI-generated study recommendations.\n- [Settings](https://lingoforge.net/settings): Account management — profile, exam profiles (IELTS Academic/General, TOEFL), and subscription/billing.\n\n## Supported Languages\n\nAll pages are localized in six languages, selectable via URL path prefix:\n\n| Locale | Language | URL Pattern |\n| --- | --- | --- |\n| `en` | English | `https://lingoforge.net/en/...` |\n| `zh` | 中文 (Chinese) | `https://lingoforge.net/zh/...` |\n| `ja` | 日本語 (Japanese) | `https://lingoforge.net/ja/...` |\n| `ko` | 한국어 (Korean) | `https://lingoforge.net/ko/...` |\n| `th` | ไทย (Thai) | `https://lingoforge.net/th/...` |\n| `vi` | Tiếng Việt (Vietnamese) | `https://lingoforge.net/vi/...` |",
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/oauth-protected-resource",
      "resource": "https://lingoforge.net/api",
      "authorizationServers": [
        "https://lingoforge.net"
      ],
      "scopesSupported": [
        "openid",
        "profile",
        "email"
      ]
    },
    "oauthDiscovery": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/oauth-authorization-server",
      "issuer": "https://lingoforge.net",
      "authorizationEndpoint": "https://lingoforge.net/api/auth/sign-in/social",
      "tokenEndpoint": "https://lingoforge.net/api/auth/sign-in/email",
      "grantTypesSupported": [
        "authorization_code",
        "password",
        "refresh_token"
      ],
      "scopesSupported": [
        "openid",
        "profile",
        "email"
      ]
    },
    "mcpServerCard": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/mcp/server-card.json",
      "draft": true,
      "name": null,
      "version": null,
      "description": null,
      "transport": null,
      "tools": null,
      "resources": null,
      "prompts": null
    },
    "a2aAgentCard": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/agent-card.json",
      "name": "LingoForge ForgeAI",
      "version": "1.35.8",
      "description": "AI tutor and exam-prep agent for IELTS and TOEFL. Helps students with reading, listening, speaking, and writing practice, provides instant AI feedback, and answers platform questions.",
      "capabilities": 3,
      "skills": 6,
      "endpoint": null
    },
    "apiCatalog": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/api-catalog",
      "contentType": "application/linkset+json",
      "validMediaType": true,
      "apis": 1
    },
    "agentSkills": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/agent-skills/index.json",
      "draft": true,
      "schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
      "skills": 1,
      "names": [
        "lingoforge"
      ]
    },
    "count": 6,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": "Vercel",
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": [
    {
      "id": "add_content_signals",
      "title": "Add Content-Signal directives",
      "description": "Content-Signal tells AI agents how they may use your content. The canonical location is robots.txt, but you can also expose it as an HTTP header from any stack.",
      "language": "txt",
      "code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no",
      "filename": "/robots.txt",
      "stacks": [
        {
          "id": "robots",
          "label": "robots.txt",
          "language": "txt",
          "filename": "/robots.txt",
          "code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no"
        },
        {
          "id": "nginx",
          "label": "Nginx",
          "language": "nginx",
          "filename": "server block",
          "code": "# Inside your server { } block:\nadd_header Content-Signal \"search=yes, ai-input=yes, ai-train=no\" always;"
        },
        {
          "id": "apache",
          "label": "Apache",
          "language": "apache",
          "filename": ".htaccess",
          "code": "# In .htaccess (or VirtualHost):\nHeader set Content-Signal \"search=yes, ai-input=yes, ai-train=no\""
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// In your theme's functions.php or a small mu-plugin\nadd_action('send_headers', function () {\n    header('Content-Signal: search=yes, ai-input=yes, ai-train=no');\n});\n\n// Optional: also append the directive to the dynamic robots.txt\nadd_filter('robots_txt', function ($output) {\n    return $output . \"\\nContent-Signal: search=yes, ai-input=yes, ai-train=no\\n\";\n}, 10, 1);"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "middleware.ts",
          "code": "// middleware.ts (Next.js 13+ App Router or Pages Router)\nimport { NextResponse } from 'next/server';\nexport function middleware() {\n  const res = NextResponse.next();\n  res.headers.set(\n    'Content-Signal',\n    'search=yes, ai-input=yes, ai-train=no'\n  );\n  return res;\n}\nexport const config = { matcher: '/:path*' };"
        },
        {
          "id": "cloudflare",
          "label": "Cloudflare Workers",
          "language": "javascript",
          "filename": "worker.js",
          "code": "// Cloudflare Worker that proxies your origin and adds the header\nexport default {\n  async fetch(request, env, ctx) {\n    const res = await fetch(request);\n    const newRes = new Response(res.body, res);\n    newRes.headers.set(\n      'Content-Signal',\n      'search=yes, ai-input=yes, ai-train=no'\n    );\n    return newRes;\n  },\n};"
        },
        {
          "id": "express",
          "label": "Express / Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Express\napp.use((req, res, next) => {\n  res.setHeader('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n  next();\n});\n\n// Fastify\nfastify.addHook('onSend', (request, reply, payload, done) => {\n  reply.header('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n  done();\n});"
        }
      ]
    },
    {
      "id": "add_markdown_negotiation",
      "title": "Support Markdown for Agents",
      "description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
      "language": "html",
      "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
      "filename": "<head>",
      "stacks": [
        {
          "id": "html",
          "label": "HTML <head>",
          "language": "html",
          "filename": "<head>",
          "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        },
        {
          "id": "express",
          "label": "Express",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n  res.setHeader('Vary', 'Accept');\n  res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    res.type('text/markdown; charset=utf-8');\n    return res.send(renderMarkdown('page'));\n  }\n  res.render('page');\n});"
        },
        {
          "id": "fastify",
          "label": "Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n  reply.header('Vary', 'Accept');\n  reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n  }\n  return reply.view('/page.ejs');\n});"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "app/page/route.ts",
          "code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n  const accept = req.headers.get('accept') || '';\n  if (accept.includes('text/markdown')) {\n    return new Response(await renderMarkdown('page'), {\n      headers: {\n        'Content-Type': 'text/markdown; charset=utf-8',\n        'Vary': 'Accept',\n      },\n    });\n  }\n  // Fall through to the page component\n  return new Response(null, { status: 404 });\n}"
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n    if (!is_singular()) return;\n    $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n    if (strpos($accept, 'text/markdown') === false) return;\n    header('Content-Type: text/markdown; charset=utf-8');\n    header('Vary: Accept');\n    $post = get_queried_object();\n    echo \"# \" . get_the_title($post) . \"\\n\\n\";\n    echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n    exit;\n});"
        },
        {
          "id": "static",
          "label": "Hugo / Jekyll / Astro",
          "language": "txt",
          "filename": "static/page.md",
          "code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n#   <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        }
      ]
    }
  ]
}

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