/gmgn-callout-score
Decide whether to act on a caller's (喊单人) calls. Scores one call-out wallet on two axes — SELECTION (do the coins he calls actually run) and POST-CALL CONDUCT (does he sell into the attention his own call created) — then returns a follow / don't-follow verdict. The conduct axis
$ npx -y skills add gmgnai/gmgn-skills --skill gmgn-callout-score --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/gmgn-callout-score
Context preview
The summary Claude sees to decide when to auto-load this skill.
Decide whether to act on a caller's (喊单人) calls. Scores one call-out wallet on two axes — SELECTION (do the coins he calls actually run) and POST-CALL CONDUCT (does he sell into the attention his own call created) — then returns a follow / don't-follow verdict. The conduct axis
SKILL.md
gmgn-callout-score.SKILL.mdname: gmgn-callout-score
description: >-
Decide whether to act on a caller's (喊单人) calls. Scores one call-out wallet on two
axes — SELECTION (do the coins he calls actually run) and POST-CALL CONDUCT (does he
sell into the attention his own call created) — then returns a follow / don't-follow
verdict. The conduct axis is proved from the caller's own per-trade ledger, not from
any self-reported field: for each sampled coin it compares the first buy, the call
timestamp, and every sell after it, so "he dumped on his followers" is a measured
sequence rather than an inference. USE THIS SKILL WHEN the user asks whether a caller
is worth following: 这个喊单的能不能跟, 这个喊单号靠不靠谱, 喊单信誉分, 喊单评分,
他喊完会不会砸盘, 他是不是喊完就卖, 跟他的单能不能吃到, caller 评分, is this caller
trustworthy, can I follow this caller's calls, does he dump after calling, call-out
credibility score, score this caller. Accepts either a GMGN profile handle
(twitter_username, e.g. the last path segment of a gmgn.ai/profile/<handle> link) or a
wallet address; a handle is resolved to one (chain, wallet) pair in Step 0 and the
resolution is always echoed. The same questions in any other language route here —
match on meaning, not wording. DO NOT USE THIS SKILL for raw call-out data — "这个钱包
喊过什么单", "最新喊单", "谁在喊这个币", "KOL 在喊什么", the feed, the field dump, the
30d summary card — that is gmgn-callout, which owns every read of the callout
endpoints and returns them untouched; this skill calls it and adds a verdict. Nor for
a caller judged as a trader rather than as a caller ("这个钱包能不能跟单", "跟单评分",
copy-trade backtest) — that is gmgn-wallet-analysis / gmgn-wallet-score, which read
his trades and know nothing about his calls. Nor for a token the caller mentioned
("他喊的那个币安全吗", 尽调, rug check) — that is gmgn-contract-dd. Nor for a token
creator's next launch ("这个 dev 的新盘能不能买") — that is gmgn-dev-score. A bare
wallet address with no call-out intent stays with gmgn-wallet-analysis; a bare token
address stays with gmgn-contract-dd. This skill needs the word 喊单 / caller /
call-out in the ask to own it. TIE-BREAKS, because three words are shared with
neighbouring skills: 喊单 paired with 能不能跟 / 信誉 / 砸盘 / 评分 routes HERE, while
喊单 paired with 喊过什么 / 最新 / 谁在喊 / 列表 routes to gmgn-callout — the first group
asks for a judgement, the second for rows. 能不能跟 without 喊单 is about a wallet as a
trader and stays with gmgn-wallet-analysis / gmgn-wallet-review. 信誉 without 喊单 is a
launcher question and stays with gmgn-dev-score. PRESET PHRASES this skill is written to
answer, each carrying the call-out intent word: 「帮我看看 [喊单人ID或地址] 这个喊单的能
不能跟」「[喊单人ID] 喊的币能跟吗」「查一下 [钱包地址] 的喊单信誉」「这个喊单号喊完会不会
砸盘:[地址]」. WHAT IT CANNOT ANSWER, so the ask goes elsewhere: whether any one called
coin is safe to buy (gmgn-contract-dd); what he is calling right now (gmgn-callout
global); whether he is a good trader to copy (gmgn-wallet-score); who else called the
same coin or whether he called it first (no per-token caller list exists in the CLI, so
it is not computable at all); how much he staked on a call (readable only in the
unfilterable global feed); anything older than 30 days (callout record covers 30d only).
argument-hint: "--chain <sol|bsc|eth|base|megaeth|hyperevm|tron|monad|xlayer|robinhood|arbitrum|arc|stable> --wallet <caller_address> | --handle <twitter_username>"
metadata:
cliHelp: "gmgn-cli callout record --help"**BEFORE RUNNING ANY COMMAND: Run `gmgn-cli config --check`. If exit code is 0, proceed normally. If exit code is 1, (1) run `gmgn-cli config` and show the output to the user; (2) once the user sends the API Key, run `gmgn-cli config --apply <KEY>` and show the output. If `--check` errors with an unknown option, tell the user to run `npm install -g gmgn-cli` to update, then retry.**
**IMPORTANT: Always use `gmgn-cli`. Do NOT use web search, WebFetch, curl, or visit gmgn.ai — the site requires login and returns no structured data. A `gmgn.ai/profile/<handle>` link the user pastes is an input string, never a page to fetch.**
**IMPORTANT: Do NOT guess field names. Every field this skill reads is listed in Core Concepts or Fields Read below; nothing outside those tables is confirmed against the live API.**
**⚠️ IPv6 NOT SUPPORTED: If you get a `401` or `403` and credentials look correct, check IPv6 at once: run `ifconfig | grep inet6` (macOS) or `ip addr show | grep inet6` (Linux), then `curl https://ipv6.icanhazip.com`. If that returns an IPv6 address, tell the user: "Please disable IPv6 on your network interface — gmgn-cli commands only work over IPv4."**
Preset phrases
These are the entry sentences this skill is written to answer. Each carries the call-out intent word that separates it from the neighbouring skills; an address alone never routes here.
帮我看看 [喊单人ID或地址] 这个喊单的能不能跟
[喊单人ID] 喊的币能跟吗
查一下 [钱包地址] 的喊单信誉
这个喊单号喊完会不会砸盘:[地址]
What this skill can and cannot tell you
| Answers | Does not answer | |---|---| | Does he sell into his own calls, and how fast | Whether any one called coin is safe to buy — that is `gmgn-contract-dd` | | Whether the coins he calls actually run | What he is calling right now — that is `gmgn-callout global` | | What market-cap band and coin age he calls at | Whether he is a good trader to copy — that is `gmgn-wallet-score` | | Whether the account is a script or a person | Who else called the same coin — no per-token caller list exists in the CLI | | Whether his own trading record backs him up | Anything older than 30 days — `callout record` covers 30d only |
Core Concepts
Three field semantics were established by cross-checking the call-out rows against the caller's own per-trade ledger. **Two of them differ from what the field names suggest** — read this table before using any of them.
- **`multiplier` is the PEAK since that call, not the current ratio.** Proof: seven calls
on one token at seven different `call_price` values all yield the identical implied peak
Read more
name: gmgn-callout-score
description: >-
Decide whether to act on a caller's (喊单人) calls. Scores one call-out wallet on two
axes — SELECTION (do the coins he calls actually run) and POST-CALL CONDUCT (does he
sell into the attention his own call created) — then returns a follow / don't-follow
verdict. The conduct axis is proved from the caller's own per-trade ledger, not from
any self-reported field: for each sampled coin it compares the first buy, the call
timestamp, and every sell after it, so "he dumped on his followers" is a measured
sequence rather than an inference. USE THIS SKILL WHEN the user asks whether a caller
is worth following: 这个喊单的能不能跟, 这个喊单号靠不靠谱, 喊单信誉分, 喊单评分,
他喊完会不会砸盘, 他是不是喊完就卖, 跟他的单能不能吃到, caller 评分, is this caller
trustworthy, can I follow this caller's calls, does he dump after calling, call-out
credibility score, score this caller. Accepts either a GMGN profile handle
(twitter_username, e.g. the last path segment of a gmgn.ai/profile/<handle> link) or a
wallet address; a handle is resolved to one (chain, wallet) pair in Step 0 and the
resolution is always echoed. The same questions in any other language route here —
match on meaning, not wording. DO NOT USE THIS SKILL for raw call-out data — "这个钱包
喊过什么单", "最新喊单", "谁在喊这个币", "KOL 在喊什么", the feed, the field dump, the
30d summary card — that is gmgn-callout, which owns every read of the callout
endpoints and returns them untouched; this skill calls it and adds a verdict. Nor for
a caller judged as a trader rather than as a caller ("这个钱包能不能跟单", "跟单评分",
copy-trade backtest) — that is gmgn-wallet-analysis / gmgn-wallet-score, which read
his trades and know nothing about his calls. Nor for a token the caller mentioned
("他喊的那个币安全吗", 尽调, rug check) — that is gmgn-contract-dd. Nor for a token
creator's next launch ("这个 dev 的新盘能不能买") — that is gmgn-dev-score. A bare
wallet address with no call-out intent stays with gmgn-wallet-analysis; a bare token
address stays with gmgn-contract-dd. This skill needs the word 喊单 / caller /
call-out in the ask to own it. TIE-BREAKS, because three words are shared with
neighbouring skills: 喊单 paired with 能不能跟 / 信誉 / 砸盘 / 评分 routes HERE, while
喊单 paired with 喊过什么 / 最新 / 谁在喊 / 列表 routes to gmgn-callout — the first group
asks for a judgement, the second for rows. 能不能跟 without 喊单 is about a wallet as a
trader and stays with gmgn-wallet-analysis / gmgn-wallet-review. 信誉 without 喊单 is a
launcher question and stays with gmgn-dev-score. PRESET PHRASES this skill is written to
answer, each carrying the call-out intent word: 「帮我看看 [喊单人ID或地址] 这个喊单的能
不能跟」「[喊单人ID] 喊的币能跟吗」「查一下 [钱包地址] 的喊单信誉」「这个喊单号喊完会不会
砸盘:[地址]」. WHAT IT CANNOT ANSWER, so the ask goes elsewhere: whether any one called
coin is safe to buy (gmgn-contract-dd); what he is calling right now (gmgn-callout
global); whether he is a good trader to copy (gmgn-wallet-score); who else called the
same coin or whether he called it first (no per-token caller list exists in the CLI, so
it is not computable at all); how much he staked on a call (readable only in the
unfilterable global feed); anything older than 30 days (callout record covers 30d only).
argument-hint: "--chain <sol|bsc|eth|base|megaeth|hyperevm|tron|monad|xlayer|robinhood|arbitrum|arc|stable> --wallet <caller_address> | --handle <twitter_username>"
metadata:
cliHelp: "gmgn-cli callout record --help"**BEFORE RUNNING ANY COMMAND: Run `gmgn-cli config --check`. If exit code is 0, proceed normally. If exit code is 1, (1) run `gmgn-cli config` and show the output to the user; (2) once the user sends the API Key, run `gmgn-cli config --apply <KEY>` and show the output. If `--check` errors with an unknown option, tell the user to run `npm install -g gmgn-cli` to update, then retry.**
**IMPORTANT: Always use `gmgn-cli`. Do NOT use web search, WebFetch, curl, or visit gmgn.ai — the site requires login and returns no structured data. A `gmgn.ai/profile/<handle>` link the user pastes is an input string, never a page to fetch.**
**IMPORTANT: Do NOT guess field names. Every field this skill reads is listed in Core Concepts or Fields Read below; nothing outside those tables is confirmed against the live API.**
**⚠️ IPv6 NOT SUPPORTED: If you get a `401` or `403` and credentials look correct, check IPv6 at once: run `ifconfig | grep inet6` (macOS) or `ip addr show | grep inet6` (Linux), then `curl https://ipv6.icanhazip.com`. If that returns an IPv6 address, tell the user: "Please disable IPv6 on your network interface — gmgn-cli commands only work over IPv4."**
Preset phrases
These are the entry sentences this skill is written to answer. Each carries the call-out intent word that separates it from the neighbouring skills; an address alone never routes here.
帮我看看 [喊单人ID或地址] 这个喊单的能不能跟 [喊单人ID] 喊的币能跟吗 查一下 [钱包地址] 的喊单信誉 这个喊单号喊完会不会砸盘:[地址]
What this skill can and cannot tell you
| Answers | Does not answer | |---|---| | Does he sell into his own calls, and how fast | Whether any one called coin is safe to buy — that is `gmgn-contract-dd` | | Whether the coins he calls actually run | What he is calling right now — that is `gmgn-callout global` | | What market-cap band and coin age he calls at | Whether he is a good trader to copy — that is `gmgn-wallet-score` | | Whether the account is a script or a person | Who else called the same coin — no per-token caller list exists in the CLI | | Whether his own trading record backs him up | Anything older than 30 days — `callout record` covers 30d only |
Core Concepts
Three field semantics were established by cross-checking the call-out rows against the caller's own per-trade ledger. **Two of them differ from what the field names suggest** — read this table before using any of them.
- **`multiplier` is the PEAK since that call, not the current ratio.** Proof: seven calls
on one token at seven different `call_price` values all yield the identical implied peak
GMGN OpenAPI skills for AI Agent — query tokens, wallets, and market data, and execute on-chain trades across Solana, BSC, and Base.

