REPOGEO REPORT · LITE
DR-lin-eng/stock-scanner
Default branch main · commit de6a79e0 · scanned 6/6/2026, 9:16:59 PM
GitHub: 951 stars · 408 forks
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 DR-lin-eng/stock-scanner, 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.
- hightopics#1Add relevant topics to improve categorization
Why:
COPY-PASTE FIXstock-analysis, ai-analysis, quantitative-finance, llm, stock-scanner, financial-data, sentiment-analysis, python, pyqt6, flask, a-share
- highreadme#2Refine README's opening paragraph to clarify project's nature
Why:
CURRENT这是一个比较专业的AI增强 A股股票分析系统,集成了**25项财务指标分析**、**综合新闻情绪分析**、**技术指标计算**和**AI深度解读**。系统支持多种AI模型(OpenAI GPT、Claude、智谱AI),提供桌面GUI和Web两种界面,具备实时流式推送功能。
COPY-PASTE FIX这是一个为投资者量身打造的专业级AI增强A股股票分析系统。它深度整合了**25项财务指标分析**、**综合新闻情绪分析**、**技术指标计算**和**AI深度解读**,提供桌面GUI和Web两种用户界面。本系统作为一个完整的应用平台,利用多种AI模型(OpenAI GPT、Claude、智谱AI)为用户提供实时流式分析和专业投资建议,而非仅仅是通用LLM或单一量化库。
- mediumcomparison#3Add a 'Why Choose Stock Scanner?' or 'Comparison' section
Why:
COPY-PASTE FIX## 💡 Why Choose Stock Scanner? Unlike generic large language models (LLMs) such as GPT or Claude, Stock Scanner is a specialized application designed specifically for in-depth stock market analysis, integrating AI directly with financial, technical, and sentiment data. While platforms like QuantConnect or Zipline focus on algorithmic trading frameworks, Stock Scanner prioritizes comprehensive, AI-driven *analysis and insights* for investors, offering both GUI and Web interfaces for ease of use.
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.
- QuantConnect/Lean · recommended 1×
- OpenAI's GPT series · recommended 1×
- Anthropic's Claude · recommended 1×
- Llama 2 · recommended 1×
- Alpaca Markets · recommended 1×
- CATEGORY QUERYSeeking a tool for AI-driven stock market analysis with support for various large language models.you: not recommendedAI recommended (in order):
- QuantConnect (QuantConnect/Lean)
- OpenAI's GPT series
- Anthropic's Claude
- Llama 2
- Alpaca Markets
- transformers (huggingface/transformers)
- openai (openai/openai-python)
- anthropic (anthropics/anthropic-python)
- OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
- OpenAI API
- FinChat.io
- Bloomberg Terminal
- Kensho Scribe
- Google Cloud
AI recommended 14 alternatives but never named DR-lin-eng/stock-scanner. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat open-source solutions offer comprehensive stock financial, technical, and news sentiment analysis?you: not recommendedAI recommended (in order):
- Lean Engine
- Zipline
- Backtrader
- OpenBB Terminal
- TA-Lib
- NLTK
- spaCy
- VADER
AI recommended 8 alternatives but never named DR-lin-eng/stock-scanner. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 DR-lin-eng/stock-scanner?passAI did not name DR-lin-eng/stock-scanner — 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?
- If a team adopts DR-lin-eng/stock-scanner in production, what risks or prerequisites should they evaluate first?passAI named DR-lin-eng/stock-scanner 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 DR-lin-eng/stock-scanner solve, and who is the primary audience?passAI did not name DR-lin-eng/stock-scanner — 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 DR-lin-eng/stock-scanner. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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DR-lin-eng/stock-scanner — 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