REPOGEO REPORT · LITE

lynote-ai/humanize-text

Default branch main · commit bd9b2461 · scanned 7/1/2026, 3:57:49 PM

GitHub: 1,428 stars · 70 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

33 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface lynote-ai/humanize-text, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Add a concise problem/solution statement to README's opening

Why:

COPY-PASTE FIX

This open-source toolkit provides methods and a production-grade pipeline to transform AI-generated content into undetectable, human-like writing, specifically designed to bypass major AI detectors like Turnitin and GPTZero.

mediumtopics#2

Add specific AI detector bypass topics

Why:

CURRENT

ai-detection, ai-humanize, ai-humanizer, ai-tools, dify, gptzero-bypass, humanize-ai, humanize-ai-text, humanize-text, humanizer, n8n, openclaw

COPY-PASTE FIX

ai-detection, ai-humanize, ai-humanizer, ai-tools, dify, gptzero-bypass, humanize-ai, humanize-ai-text, humanize-text, humanizer, n8n, openclaw, ai-detector-bypass, undetectable-ai-content

lowreadme#3

Add a 'Key Features' section to the README

Why:

COPY-PASTE FIX

## Key Features

*   **Bypass AI Detectors:** Specifically engineered to make AI-generated text undetectable by tools like Turnitin and GPTZero.
*   **Human-like Output:** Transforms content into natural, human-sounding prose while preserving original style.
*   **Open-Source & Free:** A completely free and open-source solution with no sign-up required.
*   **Production-Grade Pipeline:** Utilizes a robust 5-step chain for consistent, high-quality humanization.
*   **Flexible LLM Integration:** Supports DeepSeek, OpenRouter, and any OpenAI-compatible API for LLM steps.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface lynote-ai/humanize-text

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

QuillBot

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

QuillBot · recommended 1×
Jasper · recommended 1×
Surfer SEO · recommended 1×
Grammarly Premium · recommended 1×
ProWritingAid · recommended 1×

CATEGORY QUERY
How can I make AI-generated content undetectable by common plagiarism and AI detection tools?
you: not recommended
AI recommended (in order):
1. QuillBot
2. Jasper
3. Surfer SEO
4. Grammarly Premium
5. ProWritingAid
6. Spin Rewriter
AI recommended 6 alternatives but never named lynote-ai/humanize-text. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an open-source tool to rewrite AI-generated text into more natural human-like prose.
you: not recommended
AI recommended (in order):
1. Happy Transformer
2. Hugging Face Transformers Library
3. OpenNMT
4. TextAttack
5. SpaCy
AI recommended 5 alternatives but never named lynote-ai/humanize-text. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of lynote-ai/humanize-text?
pass
AI named lynote-ai/humanize-text explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts lynote-ai/humanize-text in production, what risks or prerequisites should they evaluate first?
pass
AI named lynote-ai/humanize-text explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo lynote-ai/humanize-text solve, and who is the primary audience?
pass
AI did not name lynote-ai/humanize-text — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of lynote-ai/humanize-text. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/lynote-ai/humanize-text.svg)](https://repogeo.com/en/r/lynote-ai/humanize-text)

HTML

<a href="https://repogeo.com/en/r/lynote-ai/humanize-text"><img src="https://repogeo.com/badge/lynote-ai/humanize-text.svg" alt="RepoGEO" /></a>

Pro

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lynote-ai/humanize-text — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite