RRepoGEO

REPOGEO REPORT · LITE

run-bigpig/jcp

Default branch master · commit 44af274e · scanned 5/17/2026, 4:31:54 AM

GitHub: 1,174 stars · 285 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 run-bigpig/jcp, 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
    Reposition README H1 and subtitle to clearly state core domain

    Why:

    CURRENT
    # 韭菜盘 (JCP AI)
> AI 驱动的智能股票分析系统 - 多 Agent 协作，让投资决策更智能
    COPY-PASTE FIX
    # JCP AI (韭菜盘): AI-Powered A-Share Stock Analysis System
> A cross-platform desktop application for intelligent investment decisions, leveraging multi-agent collaboration with Go, React, and Wails.
  • hightopics#2
    Add specific topics for AI, stock analysis, and tech stack

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai, stock-analysis, a-share, multi-agent-system, wails, go, react, desktop-app, investment-tools, financial-analysis
  • mediumreadme#3
    Add a section in README to clarify the existing license

    Why:

    COPY-PASTE FIX
    Add a new section in the README, for example: 

## License
This project includes a LICENSE file that outlines the terms of use. Please refer to the [LICENSE](LICENSE) file for full details on the applicable license(s).

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 run-bigpig/jcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
QuantConnect/Lean
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect/Lean · recommended 1×
  2. OpenBB-finance/OpenBBTerminal · recommended 1×
  3. alpacahq/alpaca-trade-api-python · recommended 1×
  4. Kensho Scribe · recommended 1×
  5. Kensho Link · recommended 1×
  • CATEGORY QUERY
    AI-powered stock market analysis tool with multi-agent collaboration for investment insights?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (QuantConnect/Lean)
    2. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    3. Alpaca (alpacahq/alpaca-trade-api-python)
    4. Kensho Scribe
    5. Kensho Link
    6. Composer.trade
    7. Delphi Digital
    8. ChatGPT/GPT-4

    AI recommended 8 alternatives but never named run-bigpig/jcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Cross-platform desktop application for real-time stock analysis using Go and React technologies?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. Tauri
    3. Neutralinojs
    4. Wails
    5. WebView2
    6. WebKitGTK
    7. Cocoa WebView

    AI recommended 7 alternatives but never named run-bigpig/jcp. 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 run-bigpig/jcp?
    pass
    AI named run-bigpig/jcp explicitly

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

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

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

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run-bigpig/jcp — 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