RRepoGEO

REPOGEO REPORT · LITE

oficcejo/aiagents-stock

Default branch main · commit 9656ab7a · scanned 6/25/2026, 12:22:27 AM

GitHub: 1,553 stars · 478 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 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.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, stock-analysis, quantitative-trading, a-share, financial-ai, multi-agent-system, trading-bot, stock-monitoring, investment-decisions, deepseek
  • highlicense#2
    Create a LICENSE file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the root directory of the repository. If you intend it to be open source, choose a standard SPDX license like MIT or Apache-2.0 and add the corresponding text.
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add the URL 'https://www.bilibili.com/video/BV1qHFPz9EXY/' (B站本地部署教程1) to the repository's homepage field in the 'About' section, as it appears to be a primary instructional resource.

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 oficcejo/aiagents-stock
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wind Financial Terminal
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Wind Financial Terminal · recommended 1×
  2. waditu/tushare · recommended 1×
  3. baostock/baostock · recommended 1×
  4. Python · recommended 1×
  5. pandas-dev/pandas · recommended 1×
  • CATEGORY QUERY
    How can I use AI agents to analyze A-share stock market trends and make investment decisions?
    you: not recommended
    AI recommended (in order):
    1. Wind Financial Terminal
    2. Tushare (waditu/tushare)
    3. BaoStock (baostock/baostock)
    4. Python
    5. Pandas (pandas-dev/pandas)
    6. NumPy (numpy/numpy)
    7. Ta-Lib (mrjbq7/ta-lib)
    8. TensorFlow (tensorflow/tensorflow)
    9. Keras (keras-team/keras)
    10. PyTorch (pytorch/pytorch)
    11. Scikit-learn (scikit-learn/scikit-learn)
    12. XGBoost (dmlc/xgboost)
    13. LightGBM (microsoft/LightGBM)
    14. OpenAI Gym (openai/gym)
    15. Zipline (quantopian/zipline)
    16. Backtrader (mementum/backtrader)
    17. QuantConnect (Lean Engine) (QuantConnect/Lean)
    18. Interactive Brokers API
    19. NLTK (nltk/nltk)
    20. spaCy (explosion/spaCy)

    AI recommended 20 alternatives but never named oficcejo/aiagents-stock. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer real-time stock monitoring, alerts, and quantitative trading integration for A-shares?
    you: not recommended
    AI recommended (in order):
    1. Tencent Securities
    2. East Money
    3. Wind Information
    4. Tonghuashun
    5. JoinQuant
    6. Ricequant
    7. Interactive Brokers

    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 completeness
    fail

    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 oficcejo/aiagents-stock?
    pass
    AI named oficcejo/aiagents-stock explicitly

    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?
    pass
    AI 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?
    pass
    AI 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?

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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