RRepoGEO

REPOGEO REPORT · LITE

Nunchi-trade/agent-cli

Default branch main · commit 8431bb65 · scanned 5/29/2026, 11:18:27 AM

GitHub: 520 stars · 142 forks

AI VISIBILITY SCORE
30 /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
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 Nunchi-trade/agent-cli, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    Autonomous trading agent CLI for Hyperliquid and YEX, enabling market-making, momentum, arbitrage, and LLM-powered strategies with a full autonomous stack.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://docs.nunchi.trade

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 Nunchi-trade/agent-cli
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. MetaTrader 5 (MT5) · recommended 1×
  3. TradingView (Pine Script) · recommended 1×
  4. mementum/backtrader · recommended 1×
  5. Drakkar-Software/OctoBot · recommended 1×
  • CATEGORY QUERY
    Need a platform to automate and orchestrate various quantitative trading strategies for perpetual futures.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. MetaTrader 5 (MT5)
    3. TradingView (Pine Script)
    4. Backtrader (mementum/backtrader)
    5. OctoBot (Drakkar-Software/OctoBot)
    6. Hummingbot (hummingbot/hummingbot)

    AI recommended 6 alternatives but never named Nunchi-trade/agent-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an autonomous agent framework to deploy AI-driven trading strategies and manage risk.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Alpaca Trade API
    3. Zipline (quantopian/zipline)
    4. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    5. Catalyst (enigmampc/catalyst)
    6. Jesse (jesse-ai/jesse)
    7. Finschia (finschia/finschia)

    AI recommended 7 alternatives but never named Nunchi-trade/agent-cli. 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 Nunchi-trade/agent-cli?
    pass
    AI named Nunchi-trade/agent-cli explicitly

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

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

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

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Nunchi-trade/agent-cli — 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