REPOGEO REPORT · LITE
The-Swarm-Corporation/AutoHedge
Default branch main · commit c549c795 · scanned 6/21/2026, 12:57:42 AM
GitHub: 3,484 stars · 577 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 The-Swarm-Corporation/AutoHedge, 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.
- highreadme#1Reposition README opening to highlight crypto delta hedging
Why:
CURRENTAutoHedge is an enterprise-grade autonomous agent hedge fund that trades on your behalf. It combines swarm intelligence and specialized AI agents to perform end-to-end market analysis, risk management, and execution with minimal human intervention.
COPY-PASTE FIXAutoHedge is an enterprise-grade autonomous agent hedge fund specializing in automated delta hedging for cryptocurrency portfolios. It combines swarm intelligence and specialized AI agents to perform end-to-end market analysis, risk management, and execution with minimal human intervention.
- mediumtopics#2Refine topics to include specific differentiators and remove noise
Why:
CURRENTai, blackrock, finance, goldmansachs, hedgefund, jpmorgan, ml, quant, quantitative-finance, quantitative-trading, trading
COPY-PASTE FIXai, autonomous-agents, cryptocurrency, delta-hedging, finance, hedgefund, ml, quant, quantitative-finance, quantitative-trading, risk-management, solana, trading
- lowreadme#3Add a 'Comparison' section to the README
Why:
COPY-PASTE FIXAdd a new section, e.g., '## AutoHedge vs. Other Platforms', explaining how AutoHedge's focus on autonomous agent-driven delta hedging for crypto differs from general trading bots, backtesting frameworks, or broader AI libraries.
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.
- QuantConnect/Lean · recommended 2×
- langchain-ai/langchain · recommended 1×
- Alpaca Markets API · recommended 1×
- pytorch/pytorch · recommended 1×
- mementum/backtrader · recommended 1×
- CATEGORY QUERYHow to build an autonomous trading system using AI agents for market analysis?you: not recommendedAI recommended (in order):
- LangChain (langchain-ai/langchain)
- Alpaca Markets API
- PyTorch (pytorch/pytorch)
- Backtrader (mementum/backtrader)
- AutoGPT (Significant-Gravitas/AutoGPT)
- CrewAI (joaomdmoura/crewAI)
- QuantConnect (Lean Engine) (QuantConnect/Lean)
AI recommended 7 alternatives but never named The-Swarm-Corporation/AutoHedge. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking an AI-driven platform for automated quantitative trading with robust risk management.you: not recommendedAI recommended (in order):
- QuantConnect (QuantConnect/Lean)
- Alpaca
- Zipline (quantopian/zipline)
- WorldQuant 4C
- Blueshift
- KDB+/q
AI recommended 6 alternatives but never named The-Swarm-Corporation/AutoHedge. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- 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 The-Swarm-Corporation/AutoHedge?passAI named The-Swarm-Corporation/AutoHedge explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts The-Swarm-Corporation/AutoHedge in production, what risks or prerequisites should they evaluate first?passAI named The-Swarm-Corporation/AutoHedge 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 The-Swarm-Corporation/AutoHedge solve, and who is the primary audience?passAI named The-Swarm-Corporation/AutoHedge explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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The-Swarm-Corporation/AutoHedge — 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