RRepoGEO

REPOGEO REPORT · LITE

krakenfx/kraken-cli

Default branch main · commit aa32814c · scanned 6/14/2026, 2:12:05 PM

GitHub: 629 stars · 80 forks

AI VISIBILITY SCORE
28 /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
2 / 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 krakenfx/kraken-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
  • highreadme#1
    Strengthen README's opening to emphasize AI-native, multi-asset trading CLI

    Why:

    CURRENT
    # Kraken CLI

The first AI-native CLI for trading crypto, stocks, forex, and derivatives.

Full Kraken API access. Built-in MCP server. Live and paper trading. Single binary.
    COPY-PASTE FIX
    # Kraken CLI

Kraken CLI is the first AI-native command-line interface designed for programmatic and automated trading across crypto, stocks, forex, and derivatives. It provides full Kraken API access, a built-in MCP server, and supports both live and paper trading, making it a powerful tool for algorithmic traders and AI agents.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://krakenfx.github.io/kraken-cli/

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 krakenfx/kraken-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. quantopian/zipline · recommended 1×
  3. mementum/backtrader · recommended 1×
  4. freqtrade/freqtrade · recommended 1×
  5. quantopian/catalyst · recommended 1×
  • CATEGORY QUERY
    What command-line tools enable AI-powered automated trading for various financial markets?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Zipline (quantopian/zipline)
    3. Backtrader (mementum/backtrader)
    4. Freqtrade (freqtrade/freqtrade)
    5. Catalyst (quantopian/catalyst)
    6. Alpaca-py (alpacahq/alpaca-py)
    7. CCXT (CryptoCompare Exchange Trading Library) (ccxt/ccxt)

    AI recommended 7 alternatives but never named krakenfx/kraken-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a terminal interface for programmatic trading and paper trading across multiple asset classes.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. MetaTrader 5 (MT5)
    3. Interactive Brokers (IBKR API)
    4. Alpaca API (alpacahq/alpaca-trade-api-python)
    5. Oanda API
    6. Trading Technologies (TT API)

    AI recommended 6 alternatives but never named krakenfx/kraken-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
    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 krakenfx/kraken-cli?
    pass
    AI did not name krakenfx/kraken-cli — likely talking about a different project

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

  • If a team adopts krakenfx/kraken-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named krakenfx/kraken-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 krakenfx/kraken-cli solve, and who is the primary audience?
    pass
    AI named krakenfx/kraken-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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite