SKILL.md
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**is_open_or_close** — Indicates whether a trade is a full position event. Interpretation differs by sub-command:
follow-wallet:1= full position open or close;0= partial add or reduce.
kol/smartmoney:0= position opened / added;1= position closed / reduced.
Do not apply the same interpretation to both sub-commands.
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**price_change** — Ratio of price change since the trade was made. 6.66 = the token is now 6.66× what it was when the wallet traded (i.e. +566%). 0.5 = price halved since the trade (-50%). Use this to assess "how well did this trade age."
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**base_address vs quote_address** — In a trading pair, base_address is the token being bought/sold; quote_address is what it was priced in (typically SOL native address on Solana). To get the token of interest, always read base_address.
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**maker_info.tags** — Array of platform labels on the wallet (e.g. ["kol", "gmgn"], ["smart_degen", "photon"]). A wallet can carry multiple tags. Use tag_rank (follow-wallet only) to see the wallet's rank within each tag category.
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Cluster signal — When multiple followed/tracked wallets trade the same token in the same direction within a short time window, this is a stronger conviction signal than a single wallet. Highlight this pattern when it appears in results.
When to use which sub-command:
track follow-wallet— user asks "what did the wallets I follow trade?", "show me my follow list trades", "show my followed wallet activity" → requires wallets followed via GMGN platform
track kol— user asks "what are KOLs buying?", "show me influencer trades", "what are KOLs doing recently" → returns trades from known KOL wallets
track smartmoney— user asks "what is smart money doing?", "show me whale trades", "what is smart money buying recently" → returns trades from smart money / whale wallets
Do NOT confuse these three:
follow-wallet= wallets the user has personally followed on GMGN
kol= platform-tagged KOL / influencer wallets (not user-specific)
smartmoney= platform-tagged smart money / whale wallets (not user-specific)
Sub-commands
Sub-command
Description
track follow-wallet
Trade records from wallets the user personally follows on GMGN
track kol
Real-time trades from KOL / influencer wallets tagged by GMGN
track smartmoney
Real-time trades from smart money / whale wallets tagged by GMGN
Supported Chains
sol / bsc / base / eth
Prerequisites
gmgn-cliinstalled globally — if missing, run:npm install -g gmgn-cli
GMGN_API_KEYconfigured in~/.config/gmgn/.env— required for all sub-commands
GMGN_PRIVATE_KEY— required fortrack follow-walletonly (signed auth); not needed forkolorsmartmoney
Rate Limit Handling
All tracking routes used by this skill go through GMGN's leaky-bucket limiter with rate=20 and capacity=20. Sustained throughput is roughly 20 ÷ weight requests/second, and the max burst is roughly floor(20 ÷ weight) when the bucket is full.
Command
Route
Weight
track follow-wallet
GET /v1/trade/follow_wallet
3
track kol
GET /v1/user/kol
1
track smartmoney
GET /v1/user/smartmoney
1
When a request returns 429:
- Read
X-RateLimit-Resetfrom the response headers. It is a Unix timestamp in seconds that marks when the limit is expected to reset.
- If the response body contains
reset_at(e.g.,{"code":429,"error":"RATE_LIMIT_BANNED","message":"...","reset_at":1775184222}), extractreset_at— it is the Unix timestamp when the ban lifts (typically 5 minutes). Convert to local time and tell the user exactly when they can retry.
- The CLI may wait and retry once automatically when the remaining cooldown is short. If it still fails, stop and tell the user the exact retry time instead of sending more requests.
- For
RATE_LIMIT_EXCEEDEDorRATE_LIMIT_BANNED, repeated requests during the cooldown can extend the ban by 5 seconds each time, up to 5 minutes. Do not spam retries.
First-time setup (if GMGN_API_KEY is not configured):
-
Generate key pair and show the public key to the user:
openssl genpkey -algorithm ed25519 -out /tmp/gmgn_private.pem 2>/dev/null && \
openssl pkey -in /tmp/gmgn_private.pem -pubout 2>/dev/null
Tell the user: "This is your Ed25519 public key. Go to https://gmgn.ai/ai, paste it into the API key creation form, then send me the API Key value shown on the page."
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Wait for the user's API key, then configure (saves both API key and private key — private key is required for track follow-wallet):
mkdir -p ~/.config/gmgn
echo "GMGN_API_KEY=<key_from_user>" > ~/.config/gmgn/.env
echo "GMGN_PRIVATE_KEY=$(awk '{printf "%s\\n", $0}' /tmp/gmgn_private.pem)" >> ~/.config/gmgn/.env
chmod 600 ~/.config/gmgn/.env
rm /tmp/gmgn_private.pem
Usage Examples
# Follow-wallet trades (all wallets you follow)
gmgn-cli track follow-wallet --chain sol
# Follow-wallet trades filtered by wallet
gmgn-cli track follow-wallet --chain sol --wallet <wallet_address>
# Follow-wallet filtered by trade direction
gmgn-cli track follow-wallet --chain sol --side buy
# Follow-wallet filtered by USD amount range
gmgn-cli track follow-wallet --chain sol --min-amount-usd 100 --max-amount-usd 10000
# KOL trade records (SOL, default)
gmgn-cli track kol --limit 10 --raw
# KOL trade records on SOL, buy only
gmgn-cli track kol --chain sol --side buy --limit 10 --raw
# Smart Money trade records (SOL, default)
gmgn-cli track smartmoney --limit 10 --raw
# Smart Money trade records, sell only
gmgn-cli track smartmoney --chain sol --side sell --limit 10 --raw
track follow-wallet Options
Option
Description
--chain
Required. sol / bsc / base / eth
--wallet <address>
Filter by wallet address
--limit <n>
Page size (1–100, default 10)
--side <side>
Trade direction: buy / sell
--filter <tag...>
Repeatable filter conditions
--min-amount-usd <n>
Minimum trade amount (USD)
--max-amount-usd <n>
Maximum trade amount (USD)
track kol / track smartmoney Options
Option
Description
--chain <chain>
Required. Chain: sol / bsc / base / eth
--limit <n>
Page size (1–200, default 100)
--side <side>
Filter by trade direction: buy / sell (client-side filter — applied locally after fetching results)
track follow-wallet Response Fields
Top-level fields:
Field
Description
next_page_token
Opaque token for fetching the next page of results
list
Array of trade records
Each item in list contains:
Field
Description
id
Record ID (base64-encoded, use as cursor)
chain
Chain name (e.g. sol)
transaction_hash
On-chain transaction hash
maker
Wallet address of the followed wallet
side
Trade direction: buy or sell
base_address
Token contract address
quote_address
Quote token address (SOL native address for buys/sells on SOL)
base_amount
Token quantity in smallest unit
quote_amount
Quote token amount spent / received (e.g. SOL)
amount_usd
Trade value in USD
cost_usd
Same as amount_usd — USD value of this transaction leg
buy_cost_usd
Original buy cost in USD (0 if this record is the buy itself)
price
Token price denominated in quote token at time of trade
price_usd
Token price in USD at time of trade
price_now
Token current price in USD
price_change
Price change ratio since trade time (e.g. 6.66 = +666%)
timestamp
Unix timestamp of the trade
is_open_or_close
1 = full position open or close; 0 = partial add or reduce
launchpad
Launchpad display name (e.g. Pump.fun)
launchpad_platform
Launchpad platform identifier (e.g. Pump.fun, pump_agent)
migrated_pool_exchange
DEX the token migrated to, if any (e.g. pump_amm); empty if not migrated
base_token.symbol
Token ticker symbol
base_token.logo
Token logo image URL
base_token.hot_level
Hotness level (0 = normal, higher = trending)
base_token.total_supply
Total token supply (string)
base_token.token_create_time
Unix timestamp when token was created
base_token.token_open_time
Unix timestamp when trading opened (0 if not yet migrated/opened)
maker_info.address
Followed wallet address
maker_info.name
Wallet display name
maker_info.twitter_username
Twitter / X username
maker_info.twitter_name
Twitter / X display name
maker_info.tags
Array of wallet tags (e.g. ["kol","gmgn"])
maker_info.tag_rank
Map of tag → rank within that category (e.g. {"kol": 854})
balance_info
Wallet token balance info; null if not available
track kol / track smartmoney Response Fields
The response is an object with a list array. Each item in list contains:
Field
Description
transaction_hash
On-chain transaction hash
maker
Wallet address of the trader (KOL / Smart Money)
side
Trade direction: buy or sell
base_address
Token contract address
base_token.symbol
Token ticker symbol
base_token.launchpad
Launchpad platform (e.g. pump)
amount_usd
Trade value in USD
token_amount
Token quantity traded
price_usd
Token price in USD at time of trade
buy_cost_usd
Original buy cost in USD (0 if this record is the buy)
is_open_or_close
0 = position opened / added, 1 = position closed / reduced
timestamp
Unix timestamp of the trade
maker_info.twitter_username
KOL's Twitter username
maker_info.tags
Wallet tags (e.g. kol, smart_degen, photon)
Smart Money Behavior Interpretation
After receiving trade data, interpret the signals using these frameworks before presenting results. Do not just list trades — analyze what they mean.
1. Signal Strength Levels
Level
Criteria
Weak
1 KOL buys
Medium
2–3 smart money buys in the same direction, OR 1 smart money full position open
Strong
≥ 3 smart money wallets same direction within 30 min (cluster signal)
Very Strong
Cluster signal + full position opens + KOL joining the same trade
2. Reading is_open_or_close — Conviction Signals
The field has opposite meanings by sub-command:
- **
follow-wallet**:1= full position open or close;0= partial add or reduce.
- **
kol/smartmoney**:0= position opened / added;1= position closed / reduced.
Full position events (full open or full close) carry much stronger conviction than partial adds. A wallet opening a full new position signals high confidence. A wallet doing a full close signals they are exiting completely — treat this as a potential exit signal for that token.
3. Using price_change to Evaluate Track Record
price_change is a ratio of current price vs price at trade time:
price_change > 2→ this wallet's trade aged well (token is now 2x+ since they bought) — strong conviction signal
price_change 1–2→ modest gain, trade is in profit
price_change < 1→ trade is underwater (current price below entry)
Use this to build a mental model of a wallet's past performance before acting on their current trades.
4. Cluster Signal Detection
When multiple trades hit the same base_address in a short time window, this is a convergence signal — stronger than any single trade. To identify:
- Group results by
base_address
- Count distinct
makeraddresses trading the same direction
- If ≥ 3 distinct wallets buy the same token within ~30 min → highlight as cluster signal
Cluster signals from smartmoney are stronger than from kol alone.
5. Red Flags in Smart Money Data
- Smart money selling (
side = sell+is_open_or_close= full close) → exit signal — evaluate whether to exit or reduce position
- Only KOL buying, zero smart_degen → social hype without fundamental backing; higher risk
- Renowned buying + smart money selling simultaneously → divergence signal — insiders may be distributing into retail/KOL demand; high risk
- Single very large buy, no follow-through → may be one-off; wait for confirmation from other wallets
Output Format
track follow-wallet / track kol / track smartmoney — Trade Feed
Present as a reverse-chronological trade feed. Do not dump raw JSON.
{timestamp} {side} {base_token.symbol} ${amount_usd} by {maker_info.name or short address}
[{tags}] Price: ${price_usd} | Price now: ${price_now} ({price_change}x since trade)
Group by token if multiple trades hit the same token. Highlight tokens where several followed wallets traded in the same direction within a short window (cluster signal).
For follow-wallet, also show is_open_or_close: flag full position opens/closes distinctly from partial adds/reduces.
Cluster Signal Summary
After presenting the trade feed, check for convergence signals. If ≥ 2 distinct wallets traded the same token in the same direction, display a summary block:
⚡ Convergence Signals
──────────────────────────────────────────
TOKEN_X ({short_address})
5 smart money wallets — all BUY — $42,300 total — within 15 min
Signal strength: STRONG
TOKEN_Y ({short_address})
2 KOL wallets — BUY (full open) — $8,100 total
Signal strength: MEDIUM
For STRONG signals: proceed to full token research before acting — see docs/workflow-token-research.md
For MEDIUM signals: monitor and wait for more wallets to confirm before acting.
If no convergence signals are detected: output "No cluster signals detected in this result set."
To research any token surfaced by smart money activity, follow docs/workflow-token-research.md
Smart money leaderboard / wallet profiling: When the user asks "which smart money wallets are best to follow", "rank wallets by win rate", or wants to compare wallet performance — use track smartmoney to collect active wallet addresses, then batch-query their stats via gmgn-portfolio stats. Full workflow: docs/workflow-smart-money-profile.md
Daily brief: When the user asks for a market overview ("what's the market like today", "what is smart money buying today", "give me a daily brief") — combine track smartmoney + track kol with gmgn-market trending. Full workflow: docs/workflow-daily-brief.md
Safety Constraints
- **
follow-walletreveals your following list** — results expose which wallets you have followed on GMGN. Do not share raw output in public channels.
- **
track kol/track smartmoneyexpose no personal data** — these use API Key auth only and return platform-tagged public wallet activity. Safe to share raw output.
Notes
track follow-walletuses signed auth (API Key + private key signature);track kolandtrack smartmoneyuse exist auth (API Key only)
track follow-walletreturns trades from wallets followed on the GMGN platform; the follow list is resolved automatically from the GMGN user account bound to the API Key —--walletis optional
- Use
--rawto get single-line JSON for further processing
track kol/track smartmoney--sideis a client-side filter — the CLI fetches all results then filters locally; it is NOT sent to the API