docs: add AVE Claw Hackathon 2026 research report
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# AVE Claw Hackathon 2026 - Research Report
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## 1. What is the AVE Claw Hackathon?
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**Theme/Purpose:**
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The AVE Claw Hackathon is a developer competition focused on building trading bots, analytics tools, and real-time monitoring applications using the AVE Cloud platform. Based on the hackathon site at `https://clawhackathon.aveai.trade/` (Vite-built), it appears to be centered around crypto/DEX trading automation and data analysis.
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**Note:** The hackathon site is a client-side rendered SPA, so specific dates and prize amounts could not be extracted. You should visit the site directly or contact the organizers at `https://t.me/ave_ai_cloud` for official timeline details.
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---
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## 2. What is AVE Cloud Platform?
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### Core Services
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**A. Data API** (`https://data.ave-api.xyz` / `https://prod.ave-api.com`)
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- Real-time and historical on-chain data
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- Token pricing, transaction history, wallet info, Kline/candlestick data
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- WebSocket streams for live price changes and transactions
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**B. Trading API** (`https://bot-api.ave.ai`)
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- **Chain Wallet API**: Self-custody trading where users control their private keys
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- **Proxy Wallet (Bot Wallet) API**: Server-managed wallets for automated trading with TP/SL support
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- Support for market orders, limit orders, take-profit, stop-loss, and trailing stop
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**C. Authentication**
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- API Key-based: `X-API-KEY` header required
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- Proxy wallet uses HMAC signing with `AVE_SECRET_KEY`
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### Supported Blockchains
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| Chain | Data API | Chain-Wallet Trading | Proxy-Wallet Trading |
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|-------|----------|---------------------|---------------------|
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| BSC | Yes | Yes | Yes |
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| Solana| Yes | Yes | Yes |
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| ETH | Yes | Yes | Yes |
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| Base | Yes | Yes | Yes |
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### Pricing Tiers
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| Feature | Free | Level 1 | Level 2 | Enterprise |
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|-------------------|-------|---------|---------|------------|
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| Chain Wallet API | Yes | Yes | Yes | Yes |
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| Proxy Wallet API | No | Yes | Yes | Yes |
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| Write Req Rate | 1 TPS | 5 TPS | 20 TPS | Unlimited |
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| Max Proxy Wallets | - | 500 | 5000 | Unlimited |
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**Trading Fees:**
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- Proxy Wallet API: 0.8% fee, 25% rebate
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- Chain Wallet API: 0.6% fee, supports custom referral fees up to 10%
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---
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## 3. What Can Participants Build?
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### Trading Bots
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- **Market orders**: Buy/sell at current market prices
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- **Limit orders**: Set specific buy/sell prices
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- **Take-Profit/Stop-Loss**: Automated exit strategies
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- **Trailing Stop**: Dynamic price-following exits
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- **Multi-chain support**: BSC, Solana, ETH, Base DEXes
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### Analytics Tools
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- Token search and price lookup
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- Transaction history analysis (swap txs, liquidity txs)
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- Wallet PnL tracking
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- Top 100 token holders analysis
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- Risk/honeypot detection
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### Real-Time Monitors
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- WebSocket price change streams
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- Live transaction feeds by pair or token
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- Kline/candlestick data (intervals: 1m, 5m, 15m, 30m, 1h, etc.)
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- Portfolio tracking
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### Token Research Tools
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- Trending tokens by chain
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- Platform-based token filtering (meme, pump_in_hot, pump_out_hot, etc.)
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- Token risk assessment
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- Pair liquidity analysis
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---
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## 4. API Endpoints Summary
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### Data REST API
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| Endpoint | Description | Cost |
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|----------|-------------|------|
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| `GET /v2/tokens` | Search tokens by keyword | 5 CU |
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| `GET /v2/tokens/{token-id}` | Token details + top 5 pairs | 5 CU |
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| `GET /v2/tokens/price` | Batch token prices (up to 200) | 100 CU |
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| `GET /v2/tokens/trending` | Trending tokens | 5 CU |
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| `GET /v2/tokens/top100/{token-id}` | Top 100 token holders | 10 CU |
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| `GET /v2/contracts/{token-id}` | Token risk info | 10 CU |
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| `GET /v2/txs/swap/{pair-id}` | Swap tx history | 50 CU |
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| `GET /v2/txs/liq/{pair-id}` | Liquidity change txs | 50 CU |
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| `GET /v2/address/tx` | Wallet transaction history | 100 CU |
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| `GET /v2/address/pnl` | Wallet PnL data | 5 CU |
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| `GET /v2/address/walletinfo` | Wallet info (all tokens) | 5 CU |
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| `GET /v2/klines/token/{token-id}` | Kline data by token | 10 CU |
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| `GET /v2/klines/pair/{pair-id}` | Kline data by pair | 10 CU |
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### WebSocket API (`wss://wss.ave-api.xyz`)
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| Topic | Description |
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|-------|-------------|
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| `tx` | Real-time swap transactions by pair |
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| `liq` | Liquidity changes by pair |
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| `multi_tx` | All txs involving a token |
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| `kline` | Real-time candlestick data |
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| `price` | Price changes for multiple tokens/pairs |
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### Trading API (Proxy Wallet)
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- Market/Limit orders
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- TP/SL/Trailing stop automation
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- WebSocket order status updates (`wss://bot-api.ave.ai/thirdws?ave_access_key=...`)
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---
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## 5. Key Resources and Links
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| Resource | URL |
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|----------|-----|
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| Hackathon Site | https://clawhackathon.aveai.trade/ |
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| Registration/API Key | https://cloud.ave.ai/register |
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| Bot API Docs | https://docs-bot-api.ave.ai/ |
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| Data API Docs | https://ave-cloud.gitbook.io/data-api |
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| GitHub (Skills) | https://github.com/AveCloud/ave-cloud-skill |
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| Telegram Support | https://t.me/ave_ai_cloud |
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### Python Skill Scripts (GitHub)
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The `ave-cloud-skill` repo provides Python scripts:
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| Script | Purpose |
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|--------|---------|
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| `ave_data_rest.py` | Token search, prices, klines, holders, risk |
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| `ave_data_wss.py` | Real-time WebSocket streams |
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| `ave_trade_rest.py` | Chain & proxy wallet trading |
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| `ave_trade_wss.py` | Proxy wallet WebSocket updates |
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### Quick Start Example
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```bash
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# Build Docker image
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docker build -f scripts/Dockerfile.txt -t ave-cloud .
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# Token search
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docker run --rm \
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-e AVE_API_KEY=your_api_key \
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-e API_PLAN=free \
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--entrypoint python3 \
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ave-cloud scripts/ave_data_rest.py search --keyword PEPE
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# Live price watch
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docker run --rm -it \
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-e AVE_API_KEY=your_api_key \
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-e API_PLAN=pro \
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--entrypoint python3 \
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ave-cloud scripts/ave_data_wss.py wss-repl
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# Dry-run trade preview
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docker run --rm \
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-e AVE_API_KEY=your_api_key \
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-e API_PLAN=free \
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--entrypoint python3 \
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ave-cloud scripts/ave_trade_rest.py quote \
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--chain bsc --in-token 0x55d398326f99059fF775485246999027B3197955 \
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--out-token 0x7130d2A12B9BCbFAe4f2634d864A1Ee1Ce3Ead9c \
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--in-amount 10000000 --swap-type buy
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```
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### Token Links Format
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View tokens on AVE Pro: `https://pro.ave.ai/token/<token_address>-<chain>`
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Example: `https://pro.ave.ai/token/0x1234...abcd-bsc`
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---
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## Decision Guidance for Participants
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**What to Build:**
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1. **Trading Bot** - Use proxy wallet API for automated trading with TP/SL
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2. **Analytics Dashboard** - Combine Data API + Trading API for comprehensive analysis
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3. **Copy Trading System** - Track smart wallets via `/v2/address/smart_wallet/list` and mirror trades
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4. **Token Scanner** - Use trending/risk APIs to find opportunities
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5. **Real-time Alert System** - WebSocket streams for price/tx monitoring
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**Required Tech:**
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- Python (skill scripts provided)
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- API integration via REST/WebSocket
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- Multi-chain support (BSC/Solana/ETH/Base)
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---
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## 6. AVE Cloud Agent Skills - User Insights
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**GitHub Activity:**
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- `ave-cloud-skill`: 3 stars, 46 commits (very early stage)
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- `ave-cloud-mcp`: 0 stars, just created (1 commit)
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### Most Used/Popular Features
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1. **Token Research & Due Diligence** (`ave-data-rest`)
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- Token search, price lookup, risk/honeypot detection
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- Trending token discovery
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- Most featured in documentation
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2. **Proxy Wallet Trading** (`ave-trade-proxy-wallet`)
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- Market/limit orders with TP/SL
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- Easier UX than self-custody
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- Well-documented
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3. **Live Price Monitoring** (`ave-data-wss`)
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- Real-time WebSocket streams
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- Multiple token tracking
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### Least Used/Niche Features
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1. **Self-custody Chain-Wallet Trading** (`ave-trade-chain-wallet`)
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- Requires private key/mnemonic management
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- Complex RPC setup
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- Lower priority in routing
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2. **External Signer Workflows**
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- Hardware wallet integration
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- Multi-sig support
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3. **Solana-specific trading** - Less documented, priority fee complexity
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### User Pain Points
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- API tier confusion (features locked behind paid tiers)
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- Multiple environment variables needed
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- WSS connection limit (5 concurrent)
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- No community tutorials or reviews found
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### Community Presence
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- Telegram: @aveai_english, @aveai_community_cn
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- Discord: discord.gg/Z2RmAzF2
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- No YouTube tutorials, blog posts, or external reviews yet
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**Bottom line:** The skills system is very new (3 stars), primarily used for token research and proxy wallet trading. The self-custody chain-wallet is the least used due to complexity.
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