REPOGEO REPORT · LITE
huojichuanqi/ds
Default branch main · commit 1011a79c · scanned 5/28/2026, 11:13:11 PM
GitHub: 842 stars · 456 forks
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 huojichuanqi/ds, 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.
- highreadme#1Reposition README opening to clearly state purpose
Why:
CURRENT#### 个人喜欢玩黑箱文化,你们不一样,别上头。 #### 搞这个目的是先确定ds的一些东西,不是商业化产品,主体思路是围绕试验证伪去的
COPY-PASTE FIX这是一个基于DeepSeek大模型构建的加密货币自动化交易策略与机器人,旨在探索和验证AI在量化交易中的应用。请注意,本项目仅供研究和娱乐,不构成投资建议,使用前请充分评估风险。
- highlicense#2Add a LICENSE file
Why:
COPY-PASTE FIXCreate a `LICENSE` file in the repository root with the content of a permissive license like MIT. For example, for MIT: ``` MIT License Copyright (c) [YEAR] [COPYRIGHT HOLDER NAME] Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ```
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.
- Hugging Face Transformers · recommended 1×
- OpenAI API · recommended 1×
- Google Cloud Natural Language API · recommended 1×
- LangChain · recommended 1×
- QuantConnect (Lean Engine) · recommended 1×
- CATEGORY QUERYHow can I use large language models for automated cryptocurrency trading strategies?you: not recommendedAI recommended (in order):
- Hugging Face Transformers
- OpenAI API
- Google Cloud Natural Language API
- LangChain
- QuantConnect (Lean Engine)
- Backtrader
- CCXT
AI recommended 7 alternatives but never named huojichuanqi/ds. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are open-source tools for building personal crypto trading bots with AI integration?you: not recommendedAI recommended (in order):
- Freqtrade (freqtrade/freqtrade)
- Lean Engine (QuantConnect/Lean)
- Jesse (jesse-ai/jesse)
- Backtrader (mementum/backtrader)
- Gekko (askmike/gekko)
- Catalyst (quantopian/catalyst)
AI recommended 6 alternatives but never named huojichuanqi/ds. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 huojichuanqi/ds?passAI named huojichuanqi/ds explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts huojichuanqi/ds in production, what risks or prerequisites should they evaluate first?passAI named huojichuanqi/ds 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 huojichuanqi/ds solve, and who is the primary audience?passAI did not name huojichuanqi/ds — 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 huojichuanqi/ds. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/huojichuanqi/ds)<a href="https://repogeo.com/en/r/huojichuanqi/ds"><img src="https://repogeo.com/badge/huojichuanqi/ds.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
huojichuanqi/ds — 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