RRepoGEO

REPOGEO REPORT · LITE

tukuaiai/tradecat-public

Default branch develop · commit a9194d4d · scanned 6/17/2026, 11:32:20 AM

GitHub: 957 stars · 244 forks

AI VISIBILITY SCORE
27 /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
1 / 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 tukuaiai/tradecat-public, 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 clarify its role as an AI agent paper trading framework

    Why:

    CURRENT
    TradeCat Public 是一个面向 Agent/Hermes 的自主纸面交易运行时。公开在线表格只作为信号源；Agent/Hermes 根据仓库内自包含的 Binance skill/API 快照和公开只读工具补齐行情上下文与交易 thesis；TradeCat 负责 schema 审计、信号对齐、paper/watch 执行、账本、风控拒绝、报告和可复现审计。
    COPY-PASTE FIX
    TradeCat Public 是一个面向 Agent/Hermes 的**开源 Python 框架**，用于构建和运行**自主纸面交易系统**，专注于加密货币市场数据分析和 AI 驱动的交易策略。它提供了一个运行时环境，Agent/Hermes 可以利用仓库内自包含的 Binance skill/API 快照和公开只读工具来补齐行情上下文与交易 thesis，并执行 paper/watch 交易，同时负责 schema 审计、信号对齐、账本、风控拒绝、报告和可复现审计。
  • mediumabout#2
    Update repository description to be more specific

    Why:

    CURRENT
    交易猫数据系统
    COPY-PASTE FIX
    面向 AI Agent 的自主加密货币纸面交易系统框架，提供市场数据分析、策略执行与审计功能。
  • mediumreadme#3
    Add a 'Core Differentiator' section to the README

    Why:

    COPY-PASTE FIX
    ## 核心优势与差异化
TradeCat Public 专注于为 AI Agent 提供一个**安全、可审计且不涉及实盘资金**的自主纸面交易运行时。与传统交易框架不同，它不提供实盘交易功能，而是通过严格的 schema 审计、Binance skill/API 快照和本地 paper/watch 执行，确保 Agent 交易员能在**隔离且可控的环境中**研究、测试和验证其加密货币交易 thesis，从而降低风险并提高策略开发效率。

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 tukuaiai/tradecat-public
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Binance API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Binance API · recommended 1×
  2. CoinAPI.io · recommended 1×
  3. InfluxDB · recommended 1×
  4. PostgreSQL · recommended 1×
  5. TimescaleDB · recommended 1×
  • CATEGORY QUERY
    How to build an autonomous paper trading system for crypto with AI agents?
    you: not recommended
    AI recommended (in order):
    1. Binance API
    2. CoinAPI.io
    3. InfluxDB
    4. PostgreSQL
    5. TimescaleDB
    6. Backtrader
    7. QuantConnect (Lean Engine)
    8. VectorBT Pro
    9. PyTorch
    10. TensorFlow/Keras
    11. OpenAI Gym
    12. Ray RLlib
    13. RabbitMQ
    14. Apache Kafka
    15. Docker
    16. Kubernetes
    17. CCXT (CryptoCurrency eXchange Trading Library)
    18. Grafana
    19. Prometheus
    20. Streamlit

    AI recommended 20 alternatives but never named tukuaiai/tradecat-public. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python framework for real-time crypto market data analysis and strategy backtesting.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Backtrader (mementum/backtrader)
    3. Catalyst (quantopian/catalyst)
    4. CCXT (ccxt/ccxt)
    5. Freqtrade (freqtrade/freqtrade)

    AI recommended 5 alternatives but never named tukuaiai/tradecat-public. 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 tukuaiai/tradecat-public?
    pass
    AI did not name tukuaiai/tradecat-public — 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 tukuaiai/tradecat-public in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tukuaiai/tradecat-public 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 tukuaiai/tradecat-public solve, and who is the primary audience?
    pass
    AI did not name tukuaiai/tradecat-public — 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?

Embed your GEO score

Drop this badge into the README of tukuaiai/tradecat-public. 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/tukuaiai/tradecat-public.svg)](https://repogeo.com/en/r/tukuaiai/tradecat-public)
HTML
<a href="https://repogeo.com/en/r/tukuaiai/tradecat-public"><img src="https://repogeo.com/badge/tukuaiai/tradecat-public.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

tukuaiai/tradecat-public — 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