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docs(en): fully align Why GMGN Skills with Chinese version
- Update intro: 500+ dimensions, AI agent real-time chain scanning - Expand section 1 table to match ZH (8 rows with full detail) - Section 2: add multi-region deployment + best-route lines - Section 3: add no-scraping/no-Cloudflare intro sentence - Section 4: restructure into 5 groups, add new token tracking line Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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GMGN.AI
co-authored by
Claude Sonnet 4.6
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@@ -16,31 +16,35 @@ With GMGN Agent Skills, you can use AI agents to query real-time trending token
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## Why GMGN Skills
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> Built for high-speed multi-chain Meme token trading. gmgn-skills gives AI agents direct access to GMGN's real-time trending tokens, newly created tokens, and professional on-chain data — including Smart Money, KOL, rat trader, and bundler analytics.
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> Built for AI agents to query and trade multi-chain Meme tokens at high speed in real time. gmgn-skills gives AI agents direct access to GMGN's trending tokens, Trenches new token listings, and professional on-chain data — including Smart Money, KOL, rat trader, and bundler analytics.
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>
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> With 100+ professional data dimensions, you can turn your AI agent into a 24/7 automated trading tool — monitoring multi-chain token momentum in real time, placing orders instantly, and managing exits with take-profit / stop-loss, all on autopilot.
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> With 500+ professional data dimensions, you can turn your AI agent into a 24/7 real-time chain-scanning trading tool — monitoring multi-chain token momentum, placing orders instantly, and managing exits with take-profit / stop-loss, all on autopilot.
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### 1. Real-time on-chain data — faster
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Data across SOL / BSC / Base is live on every query. No polling delays, no stale snapshots.
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Data across SOL / BSC / Base is live on every query. Supports multi-parameter customization, no snapshot cache — built for AI agent real-time decision-making (including but not limited to):
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| Data | Granularity |
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|------|-------------|
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| K-line (OHLCV) | `1m` / `5m` / `15m` / `1h` / `4h` / `1d` — minimum **1-minute** candles |
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| Trending tokens | `1m` / `5m` / `1h` / `6h` / `24h` — minimum **1-minute** window |
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| Token price / volume / market cap | Real-time |
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| Smart Money & KOL positions | Real-time |
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| New token discovery (Trenches) | Real-time, by launchpad |
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| New token discovery (Trenches) | Real-time, filtered by launchpad, dev holdings, KOL entry, rat trader ratio |
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| Trending tokens | Real-time, `1m` / `5m` / `1h` / `6h` / `24h` — minimum **1-minute** window |
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| Token info | Real-time — trade activity / price / volume / market cap |
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| Token security | Real-time — open source, renounced, honeypot detection, etc. |
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| Token analytics | Real-time — Dev / KOL / Smart Money / rat trader / bundler wallet holdings |
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| Monitoring & tracking | Real-time — KOL / Smart Money / followed wallet trade activity |
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| K-line (OHLCV) | Real-time, `1m` / `5m` / `15m` / `1h` / `4h` / `1d` — minimum **1-minute** candles |
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| Wallet holdings | Real-time — holdings / P&L / trade activity |
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### 2. Trade faster
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- Same RPC routing as GMGN's web trading interface — order submission under **0.3 seconds**.
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- Same RPC routing as GMGN's web trading interface, multi-region deployment, millisecond response — order submission under **0.3 seconds** end-to-end.
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- Automatic best-route selection, the same routing engine as GMGN web.
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- Market orders, limit orders, and strategy orders (take-profit / stop-loss) in a single command.
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- Sell by position percentage (`--percent 50`) without calculating exact amounts.
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### 3. More comprehensive token data
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Token queries return signals that most on-chain tools don't expose at all:
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No more scraping web pages or getting blocked by Cloudflare. Query all the professional analytics needed for high-frequency Meme token trading, with high concurrency in real time (including but not limited to):
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- **Smart money count** (`smart_degen_count`) and **KOL holders** (`renowned_wallets`) — live
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- **Rat trader ratio** (`rat_trader_amount_rate`) — volume share from insider/sneak wallets
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@@ -53,13 +57,27 @@ Token queries return signals that most on-chain tools don't expose at all:
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### 4. What you can do with GMGN Skills
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- Query token fundamentals, security risk, liquidity pools, top holders, and top traders
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- Fetch K-line / OHLCV data for any token across chains
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- Browse trending tokens and newly launched tokens by launchpad (Pump.fun, letsbonk, fourmeme, clanker…)
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- Analyze any wallet: holdings, realized / unrealized P&L, win rate, trade history
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- Track Smart Money, KOL, and wallets you follow — see what they're buying and selling right now
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- Run full research and analysis via 9 built-in AI workflow docs (token research, wallet analysis, risk warning, daily brief, and more)
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- Execute swaps: market orders, limit orders, take-profit / stop-loss strategy orders
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**Real-time chain scanning**
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- Scan Trenches for new tokens, filtered by launchpad (Pump.fun, letsbonk, fourmeme, clanker…), dev holdings, KOL entry, and rat trader ratio in real time
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- Browse multi-chain trending token rankings (minimum 1-minute granularity), sorted by volume, smart money count, market cap, and more
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- Track new tokens in real time — see which tokens KOLs, Smart Money, and wallets you follow are buying, and auto-analyze the latest hot tokens
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- Fetch real-time K-line / OHLCV data for any token (1m / 5m / 15m / 1h / 4h / 1d)
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**Token analytics**
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- Query token fundamentals, social links, Bonding Curve status, and liquidity pool details
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- Security check: open source, renounced, honeypot, wash trading, Rug ratio score (0–1)
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- Deep holder analysis: Smart Money / KOL / rat trader / bundler / sniper / whale / fresh wallet — holdings breakdown and rankings
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**Wallet & tracking**
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- Analyze any wallet: real-time holdings, realized / unrealized P&L, win rate, trade style, full history
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- Track the latest buys and sells from Smart Money, KOL, and wallets you follow in real time
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**Automated trading**
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- Market orders, limit orders, take-profit / stop-loss strategy orders — end-to-end latency under 0.3 seconds
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- One-command sell by position percentage (`--percent 50`), no manual calculation needed
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**AI workflows**
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- 9 built-in workflow docs: token research, project deep report, wallet analysis, Smart Money profiling, risk warning, early project screening, daily brief, market discovery, and more — ready to use out of the box
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---
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