RRepoGEO

REPOGEO REPORT · LITE

refraction-ray/xalpha

Default branch master · commit 41d4b257 · scanned 6/28/2026, 8:03:23 AM

GitHub: 2,574 stars · 474 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 refraction-ray/xalpha, 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 opening to highlight quantitative backtesting, AI agents, and real-time data

    Why:

    CURRENT
    基金投资的全流程管理。基金股票信息与净值获取，精确到分的投资账户记录整合分析与丰富可视化，简单的策略回测以及根据预设策略的定时投资提醒。尤其适合资金反复进出的定投型和网格型投资的概览与管理分析。AI agent 原生支持。
    COPY-PASTE FIX
    xalpha 是一个专注于基金投资的**量化投资策略回测与全流程管理引擎**。它提供基金股票信息与净值获取，精确到分的投资账户记录整合分析与丰富可视化，简单的策略回测以及根据预设策略的定时投资提醒。尤其适合资金反复进出的定投型和网格型投资的概览与管理分析。**原生支持 AI agent，并提供统一接口的实时金融数据获取**，助力用户进行更智能、更及时的投资决策。
  • mediumreadme#2
    Add a concise English summary to the README

    Why:

    COPY-PASTE FIX
    xalpha is a Python library for quantitative finance, offering a comprehensive engine for fund investment management, strategy backtesting, and portfolio analysis. It provides tools for real-time financial data acquisition, detailed account record analysis, rich visualizations, and native AI agent support, particularly suited for fixed investment and grid trading scenarios in the Chinese market.
  • lowcomparison#3
    Add a Comparison section to the README

    Why:

    COPY-PASTE FIX
    ## 对比其他工具
xalpha 的核心优势在于其对**交易驱动的投资组合会计与分析**的深度集成。与许多专注于单一回测框架（如 Zipline, Backtrader）或性能分析工具（如 Pyfolio）的替代方案不同，xalpha 提供了一个从数据获取、账户记录、策略回测到实时估值和 AI agent 支持的全流程解决方案，尤其擅长处理复杂的定投和网格交易场景。

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 refraction-ray/xalpha
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zipline
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zipline · recommended 1×
  2. Backtrader · recommended 1×
  3. Pyfolio · recommended 1×
  4. QuantConnect (Lean Engine) · recommended 1×
  5. Catalyst · recommended 1×
  • CATEGORY QUERY
    What Python library helps with quantitative investment strategy backtesting and portfolio management?
    you: not recommended
    AI recommended (in order):
    1. Zipline
    2. Backtrader
    3. Pyfolio
    4. QuantConnect (Lean Engine)
    5. Catalyst
    6. VectorBT
    7. QuantStats

    AI recommended 7 alternatives but never named refraction-ray/xalpha. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for real-time financial data acquisition and detailed fund portfolio analysis with AI agents?
    you: not recommended
    AI recommended (in order):
    1. Bloomberg Terminal
    2. Refinitiv Eikon
    3. FactSet
    4. Nasdaq Data Link
    5. yfinance
    6. pandas_datareader
    7. TensorFlow
    8. PyTorch
    9. scikit-learn
    10. Alpha Vantage
    11. Intrinio

    AI recommended 11 alternatives but never named refraction-ray/xalpha. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 refraction-ray/xalpha?
    pass
    AI named refraction-ray/xalpha explicitly

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

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

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

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refraction-ray/xalpha — 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