REPOGEO REPORT · LITE
oficcejo/aiagents-stock
Default branch main · commit c27627b0 · scanned 5/14/2026, 11:57:24 AM
GitHub: 1,339 stars · 433 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 oficcejo/aiagents-stock, 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.
- highreadme#1Reposition README's opening to clearly state its purpose for A-share stock analysis
Why:
CURRENT# 🤖 复合多AI智能体股票团队分析系统 - 初心:在股市摸爬滚打多年...
COPY-PASTE FIX# 🤖 复合多AI智能体股票团队分析系统:A股投资分析与决策建议平台 本项目是一个复合多AI智能体股票团队分析盯盘系统,基于多个AI智能体模拟证券分析师团队分析过程,为大陆A股市场提供全方位的股票投资分析和决策建议。它支持游资龙虎榜跟踪、板块预警轮动、批量多线程分析及实时关键点位监测,并预留miniqmt接口支持量化交易,旨在真正实现AI辅助炒股。
- hightopics#2Add specific topics to improve categorization and search relevance
Why:
CURRENT(none)
COPY-PASTE FIXai-agents, stock-analysis, a-share, investment-recommendations, quantitative-trading, multi-agent-system, financial-ai, stock-monitoring, deepseek, llm-agents
- mediumlicense#3Add a LICENSE file to clarify usage rights
Why:
CURRENT(no LICENSE file detected — the repo has no recognizable license)
COPY-PASTE FIXCreate a LICENSE file (e.g., MIT License) in the root directory of the repository to clearly state the terms of use and distribution.
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 · recommended 1×
- iFLYTEK · recommended 1×
- Wind · recommended 1×
- East Money · recommended 1×
- Tencent · recommended 1×
- CATEGORY QUERYLooking for an AI-powered system to analyze A-share stocks and provide investment recommendations.you: not recommendedAI recommended (in order):
- QuantConnect
- iFLYTEK
- Wind
- East Money
- Tencent
- Alibaba
- Alpha Vantage
AI recommended 7 alternatives but never named oficcejo/aiagents-stock. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I get real-time stock market alerts and macro analysis for investment decisions?you: not recommendedAI recommended (in order):
- Bloomberg Terminal
- Refinitiv Eikon
- FactSet
- TradingView
- Seeking Alpha Premium
- The Wall Street Journal Digital Subscription
- Forex Factory
AI recommended 7 alternatives but never named oficcejo/aiagents-stock. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
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 oficcejo/aiagents-stock?passAI did not name oficcejo/aiagents-stock — 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 oficcejo/aiagents-stock in production, what risks or prerequisites should they evaluate first?passAI named oficcejo/aiagents-stock 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 oficcejo/aiagents-stock solve, and who is the primary audience?passAI did not name oficcejo/aiagents-stock — 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
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oficcejo/aiagents-stock — 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