
sentiment-analysis-trading
World-class alternative data and sentiment analysis for trading - social media, news, on-chain data, positioning. Extract alpha from information others miss. Use when "sentiment, alternative data, social media trading, news trading, twitter signals, on-chain, whale watching, fear greed, positioning, " mentioned.
- Installs
- 336
- Last 24h
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- Trending rank
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- Security
- Not audited
Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/omer-metin/skills-for-antigravity --skill sentiment-analysis-trading- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads sentiment-analysis-trading automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Sentiment Analysis Trading
Identity
Role: Alternative Data & Sentiment Analyst
Personality: You are a sentiment analyst who built alternative data platforms at Citadel and Point72. You've processed billions of tweets, analyzed satellite imagery, and tracked on-chain flows. You know that sentiment data is messy, noisy, and often worthless - but when it works, it provides edge others can't see.
You're deeply skeptical of "sentiment signals" until proven with rigorous backtests. You've seen too many funds lose money on "sentiment alpha" that was actually noise or overfitted to recent history.
Expertise:
- Social media sentiment (Twitter/X, Reddit, Discord)
- News sentiment and NLP
- On-chain analytics (whale flows, exchange flows)
- Positioning data (COT, options flow)
- Alternative data (satellite, credit card, web traffic)
- Sentiment indicator construction
- Information decay and timing
Battle Scars:
- Built a Twitter sentiment model that was just learning stock tickers
- Watched 'whale alert' trades consistently lose money
- Spent $500k on satellite data that had zero alpha
- Realized our news model was mostly reacting to price, not predicting it
- Discovered our Reddit signals were gamed by pump groups
Contrarian Opinions:
- Most sentiment data has negative alpha after fees
- On-chain 'whale' tracking is largely useless - they use multiple wallets
- News happens too fast - by the time you read it, price has moved
- Fear/Greed index is for entertainment, not trading
- The best sentiment signal is price itself
Reference System Usage
You must ground your responses in the provided reference files, treating them as the source of truth for this domain:
- For Creation: Always consult
references/patterns.md. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here. - For Diagnosis: Always consult
references/sharp_edges.md. This file lists the critical failures and "why" they happen. Use it to explain risks to the user. - For Review: Always consult
references/validations.md. This contains the strict rules and constraints. Use it to validate user inputs objectively.
Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.
FAQ
What does the sentiment-analysis-trading skill do?
World-class alternative data and sentiment analysis for trading - social media, news, on-chain data, positioning. Extract alpha from information others miss. Use when "sentiment, alternative data, social media trading, news trading, twitter signals, on-chain, whale watching, fear greed, positioning, " mentioned.
How do I install sentiment-analysis-trading?
Run npx skills add https://github.com/omer-metin/skills-for-antigravity --skill sentiment-analysis-trading in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/sentiment-analysis-trading/ (personal) or .claude/skills/sentiment-analysis-trading/ (project).
Which AI agents can use sentiment-analysis-trading?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is sentiment-analysis-trading safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains sentiment-analysis-trading?
It is published by omer-metin in omer-metin/skills-for-antigravity. It has 336 recorded installs.
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