RRepoGEO

REPOGEO REPORT · LITE

index-labs/readpilot

Default branch main · commit 1f44ce4d · scanned 5/18/2026, 2:48:40 PM

GitHub: 1,111 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
    Rewrite README opening 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 & Next.js, it's a self-hosted, open-source solution for quick article understanding and interaction.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0) in the root of the repository.
  • mediumtopics#3
    Add descriptive, category-oriented topics

    Why:

    CURRENT
    gpt3, nextjs, openai, react, tailwindcss, vercel
    COPY-PASTE FIX
    gpt3, nextjs, openai, react, tailwindcss, vercel, article-summarizer, ai-assistant, q-and-a-generator, read-it-later, web-app

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. huggingface/transformers · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. nltk/nltk · recommended 1×
  5. explosion/spaCy · recommended 1×
  • CATEGORY QUERY
    How to build an AI tool that summarizes web articles and creates quizzes?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Transformers (huggingface/transformers)
    3. LangChain (langchain-ai/langchain)
    4. NLTK (nltk/nltk)
    5. spaCy (explosion/spaCy)
    6. Beautiful Soup (crummy/BeautifulSoup)
    7. Scrapy (scrapy/scrapy)

    AI recommended 7 alternatives but never named index-labs/readpilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework should I use for a Next.js app generating content from articles with AI?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js (langchain-ai/langchainjs)
    2. LlamaIndex.TS (run-llama/llama_index)
    3. OpenAI API
    4. Hugging Face Transformers.js (huggingface/transformers.js)
    5. TRPC (trpc/trpc)

    AI recommended 5 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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MARKDOWN (README)
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index-labs/readpilot — 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