RRepoGEO

REPOGEO REPORT · LITE

index-labs/readpilot

Default branch main · commit 1f44ce4d · scanned 6/29/2026, 9:32:59 PM

GitHub: 1,113 stars · 74 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)

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

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 index-labs/readpilot, 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
    Update README to describe Read Pilot, not AgentReader

    Why:

    CURRENT
    # AgentReader

一个基于 Electron 的轻量 EPUB 阅读器，界面采用接近 Notion 的极简风格，支持：

- 打开本地 `.epub` 文件
- 左侧目录导航（TOC）
- 上/下章切换与进度条
- 字号、行高、阅读宽度调节
- 深色/浅色主题
    COPY-PASTE FIX
    # Read Pilot

Read Pilot analyzes online articles and generates Q&A cards for you, powered by OpenAI and Next.js. It helps you quickly grasp complex information by turning web content into interactive questions and answers.
  • mediumreadme#2
    Add a license statement to the README

    Why:

    COPY-PASTE FIX
    ## License

This project is released under the MIT License. Please see the [LICENSE](LICENSE) file for full details.
  • lowtopics#3
    Refine topics for better category matching

    Why:

    CURRENT
    gpt3, nextjs, openai, react, tailwindcss, vercel
    COPY-PASTE FIX
    ai, q-a, article-summarization, web-analysis, nextjs, openai, gpt, react, tailwindcss, vercel

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 index-labs/readpilot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. ChatGPT · recommended 1×
  3. Claude · recommended 1×
  4. QuillBot · recommended 1×
  5. Notion AI · recommended 1×
  • CATEGORY QUERY
    What tools can help me generate Q&A cards from online articles using AI?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. QuillBot
    4. Notion AI
    5. Hypotenuse AI
    6. Copy.ai
    7. OpenAI API
    8. Hugging Face Transformers (huggingface/transformers)

    AI recommended 8 alternatives but never named index-labs/readpilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there any open-source Next.js projects for analyzing web articles with GPT?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. GPT
    3. OpenAI API
    4. GitHub

    AI recommended 4 alternatives but never named index-labs/readpilot. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 index-labs/readpilot?
    pass
    AI named index-labs/readpilot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts index-labs/readpilot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named index-labs/readpilot 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 index-labs/readpilot solve, and who is the primary audience?
    pass
    AI named index-labs/readpilot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite