RRepoGEO

REPOGEO REPORT · LITE

TraderAlice/OpenAlice

Default branch master · commit 9325fc01 · scanned 5/22/2026, 4:12:11 AM

GitHub: 4,211 stars · 640 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 TraderAlice/OpenAlice, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Emphasize full-spectrum asset coverage in the README's initial description

    Why:

    CURRENT
    Your one-person Wall Street. An AI trading agent covering equities, crypto, commodities, forex, and macro — from research through position entry, ongoing management, to exit.
    COPY-PASTE FIX
    Your one-person Wall Street. OpenAlice is an AI trading agent designed for full-spectrum asset coverage, including equities, crypto, commodities, forex, and macro — from research through position entry, ongoing management, to exit.
  • mediumreadme#2
    Add a 'Comparison' or 'Why OpenAlice?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why OpenAlice?' or 'Comparison to Alternatives' that highlights how OpenAlice differentiates itself from common tools like QuantConnect, Alpaca, and MetaTrader 5, focusing on its full-lifecycle, full-control, and self-hosted aspects.

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 TraderAlice/OpenAlice
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect/Lean · recommended 2×
  2. Alpaca Markets · recommended 1×
  3. MetaTrader 5 · recommended 1×
  4. TradinGuru · recommended 1×
  5. hummingbot/hummingbot · recommended 1×
  • CATEGORY QUERY
    What AI tools can automate full-lifecycle trading across equities, crypto, and forex markets?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Alpaca Markets
    3. MetaTrader 5
    4. TradinGuru
    5. Hummingbot (hummingbot/hummingbot)
    6. Zipline (quantopian/zipline)
    7. Blueshift

    AI recommended 7 alternatives but never named TraderAlice/OpenAlice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an autonomous trading agent for personal use with full control and risk management.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean) (QuantConnect/Lean)
    2. MetaTrader 5 (MQL5)
    3. Interactive Brokers API (IBKR API)
    4. Alpaca API
    5. Backtrader (mementum/backtrader)

    AI recommended 5 alternatives but never named TraderAlice/OpenAlice. 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 TraderAlice/OpenAlice?
    pass
    AI named TraderAlice/OpenAlice explicitly

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

  • If a team adopts TraderAlice/OpenAlice in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TraderAlice/OpenAlice 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 TraderAlice/OpenAlice solve, and who is the primary audience?
    pass
    AI named TraderAlice/OpenAlice 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 TraderAlice/OpenAlice. 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)
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TraderAlice/OpenAlice — RepoGEO report