RRepoGEO

REPOGEO REPORT · LITE

dromara/northstar

Default branch master · commit be237fa1 · scanned 6/14/2026, 6:18:02 AM

GitHub: 549 stars · 193 forks

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 dromara/northstar, 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 and update GitHub description to clarify purpose

    Why:

    CURRENT
    Northstar盈富量化平台

**免责声明：本项目仅属于技术分享...
    COPY-PASTE FIX
    Northstar盈富量化平台 (Northstar Quantitative Trading Platform)

**Northstar is a leading open-source, Java-based AI quantitative trading platform for futures, stocks, forex, and crypto. It provides comprehensive features for strategy development, backtesting, simulated trading, and live automated trading.**

**免责声明：本项目仅属于技术分享...
  • highabout#2
    Update GitHub repository description to English

    Why:

    CURRENT
    国内最优秀的基于JAVA的AI开源量化交易平台，秒替文华、MC、金字塔。具备历史回放、策略研发、模拟交易、实盘交易等功能。兼顾全自动与半自动的使用场景。
    COPY-PASTE FIX
    Northstar is a leading open-source, Java-based AI quantitative trading platform for futures, stocks, forex, and crypto. It provides comprehensive features for strategy development, backtesting, simulated trading, and live automated trading, supporting both fully automatic and semi-automatic scenarios.
  • mediumtopics#3
    Expand GitHub topics with more specific keywords

    Why:

    CURRENT
    ctp, futures, quant, trader
    COPY-PASTE FIX
    ctp, futures, quant, trader, java, quantitative-trading, algo-trading, backtesting, ai-trading, trading-platform

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 dromara/northstar
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
QuantConnect (Lean Engine)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect (Lean Engine) · recommended 1×
  2. JSystemTrader · recommended 1×
  3. AlgoTrader Community Edition · recommended 1×
  4. Apache Flink · recommended 1×
  5. Apache Spark · recommended 1×
  • CATEGORY QUERY
    Looking for a robust Java-based open-source platform for automated quantitative trading strategies.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine)
    2. JSystemTrader
    3. AlgoTrader Community Edition
    4. Apache Flink
    5. Apache Spark
    6. EclipseLink
    7. Hibernate

    AI recommended 7 alternatives but never named dromara/northstar. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are comprehensive open-source platforms for futures and crypto trading with strategy backtesting and AI?
    you: not recommended
    AI recommended (in order):
    1. Lean
    2. Freqtrade
    3. Backtrader
    4. Jesse
    5. Catalyst
    6. Gekko

    AI recommended 6 alternatives but never named dromara/northstar. 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 dromara/northstar?
    pass
    AI named dromara/northstar explicitly

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

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

    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 dromara/northstar. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/dromara/northstar.svg)](https://repogeo.com/en/r/dromara/northstar)
HTML
<a href="https://repogeo.com/en/r/dromara/northstar"><img src="https://repogeo.com/badge/dromara/northstar.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

dromara/northstar — 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