Kingdee MCP Dev
WaHaiLong/KingdeeMCP
Knowledge base for the Kingdee MCP Dev Squad. An agent skill from WaHaiLong/KingdeeMCP.
GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening.
Install Gmgn Trading
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install muratmula/ai-robinhood-chain gmgn-trading --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/gmgn-trading .claude/skills/gmgn-trading && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .claude/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-tradingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install muratmula/ai-robinhood-chain gmgn-trading --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/gmgn-trading .agents/skills/gmgn-trading && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .agents/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install muratmula/ai-robinhood-chain gmgn-trading --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/gmgn-trading .cursor/skills/gmgn-trading && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .cursor/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/muratmula/ai-robinhood-chain.git --path .agents/skills/gmgn-trading--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install muratmula/ai-robinhood-chain gmgn-trading --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/gmgn-trading .gemini/skills/gmgn-trading && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .gemini/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install muratmula/ai-robinhood-chain gmgn-tradingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/gmgn-trading .github/skills/gmgn-trading && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .github/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install muratmula/ai-robinhood-chain gmgn-trading --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/muratmula/ai-robinhood-chain.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/gmgn-trading .opencode/skills/gmgn-trading && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "gmgn-trading" agent skill from https://github.com/muratmula/ai-robinhood-chain/tree/master/.agents/skills/gmgn-trading into .opencode/skills/gmgn-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gmgn-trading", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
gmgn-trading- GitHub stars
- 134
- Used in
- 1 other repo
- Token cost
- ~1k tokens
- SKILL.md length
- 456 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- MIT
At a glance
GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening.
- Works in 4 steps: GMGN Smart Money & Sniper Audit Criteria → Robinhood Chain Screening Support (GMGN… → GMGN OpenAPI Reference (as implemented… → …
- Tasks that involve Trading and backtesting
- SKILL.md covers 1. GMGN Smart Money & Sniper…, 2. Robinhood Chain Screening…, 3. GMGN OpenAPI Reference (as… and 4. Signal Card Embed Format &…
- Reaches gmgn.ai and openapi.gmgn.ai; needs GMGN_API_KEY
What it does
Gmgn Trading is an agent skill from muratmula/ai-robinhood-chain. GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Backend & APIs, covering Trading and backtesting and OpenAPI specifications. It works with OpenAPI. The repository describes itself as: Autonomous multi-agent crypto intelligence & trading ecosystem for Robinhood Chain L2 (EVM 4663) operated via Discord Command Center, Terminal TUI, REST API, & Telegram. The licence is MIT.
When your agent uses it
- Tasks that involve Trading and backtesting
- Tasks that involve OpenAPI specifications
Example prompts
- “/gmgn-trading”
Requirements
- A credential in GMGN_API_KEY
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 9c15b28. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
gmgn.aiopenapi.gmgn.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
GMGN_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Gmgn Trading loads about 1k tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 456 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from muratmula/ai-robinhood-chain at commit 9c15b28, republished under its MIT licence (© muratmula). 456 words, ~1,028 tokens.
Download SKILL.mdSave it as
.claude/skills/gmgn-trading/SKILL.md (or your agent's skills folder).- name
- gmgn-trading
- description
- GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening.
GMGN AI Screening & Smart Money Trading Skill
This skill defines the screening criteria and smart money tracking standards powered by GMGN AI (https://gmgn.ai) for the Robinhood Chain (EVM, chain ID 4663). The GMGN OpenAPI adapter (src/adapters/gmgn-adapter.ts) is the single source of truth for all GMGN requests.
1. GMGN Smart Money & Sniper Audit Criteria
Before generating any high-confidence meme call or executing an entry:
A. Smart Money & Whale Tracking
- Smart Money Inflow: Verify at least 2+ verified GMGN Smart Trader wallets have bought the same token (agent default:
minTrackWallets=2, total buyminTrackBuyUsd=$10k, fresh withintrackFreshMinutes=30). - Accumulation Cluster: 3+ smart-money/KOL wallets buying the same token in the fresh window adds a confidence boost (+20) to qualifying signals.
B. Insider & Sniper Risk Control (fail-open per field — null = not reported, skipped)
- Insider (rat trader) Ratio: Total supply held by insider wallets MUST be < 30% (agent default
maxRatTraderRate=0.3). - Dev Holding Ratio: Dev wallet holding MUST be <= 10% (or burned/renounced) —
dev_team_hold_rate/creator_close. - Top-10 Holders: MUST be < 40% (agent default
maxTop10HolderRate=0.4). - Rug Ratio: MUST be < 30% (agent default
maxRugRatio=0.3). - Wash Trading Check: Reject tokens flagged
is_wash_trading. - Bundler: NOT gated (alpha tokens often have high bundler — bundler filter removed 2026-08-09).
2. Robinhood Chain Screening Support (GMGN API)
- Chain parameter:
chain=robinhoodon every endpoint. - Separate key:
GMGN_API_KEY_ROBINHOODfor the robinhood agent (per-key rate limits); falls back toGMGN_API_KEY. Backups auto-rotate viaGMGN_BACKUP_KEYSon 401/403/429. - Dedicated screening agent:
src/agents/meme-robinhood/robinhood-screening-agent.ts— 3 candidate sources (all graduated DEX tokens, 1H timeframe):/v1/market/rank(interval 1h, filters: not_honeypot, verified, renounced, is_out_market)/v1/trenches(completed only, max_rug_ratio/max_insider_ratio filters)/v1/market/hot_searches(migrated, not_honeypot, verified, renounced)
Show full SKILL.md (197 more words)Show less
3. GMGN OpenAPI Reference (as implemented in gmgn-adapter.ts)
- Base URL:
https://openapi.gmgn.ai - Auth:
X-APIKEYheader (pool of stackable keys +GMGN_BACKUP_KEYSrotation on 401/403/429). - Signing: every request appends
timestamp(unix seconds) andclient_id(UUID) query params. - 429 Retry Policy: read
X-RateLimit-Reset(or error bodyreset_at), wait until reset + 1s buffer, retry AT MOST once; long bans (>30s) orRATE_LIMIT_BANNEDare skipped — the next pass (~5m later) retries. Global pacing queue (GMGN_REQUEST_SPACING_MS, default 300ms) protects the leaky bucket (rate=20/capacity=20 per key). - Endpoints:
/v1/market/rank— trending tokens per interval (GET)./v1/trenches— newly launched tokens per category (POST, version v2)./v1/market/hot_searches— most-searched tokens (POST)./v1/market/token_signal— signal events (price spikes, smart money buys, CTO, KOL buys) — used as a confidence booster overlay, NOT a candidate source (GMGN never fills volume/swaps for robinhood events)./v1/token/info— per-token detail (GET)./v1/token/security— per-token security audit (honeypot, blacklist, renounced, sell-lock, tax, burn, lock) — fail-closed: unavailable audit = reject (10-min module cache)./v1/user/smartmoney— real-time smart-money wallet trade feed (60s cache)./v1/user/kol— real-time KOL wallet trade feed (60s cache).
4. Signal Card Embed Format & Quick Links
- Provide direct GMGN chart links in call cards:
https://gmgn.ai/robinhood/token/{contract_address} - Include GMGN Smart Money net buy volume, sniper/insider ratios, and security audit status in the card fields.
© muratmula, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/gmgn-trading of muratmula/ai-robinhood-chain.
Open the folder on GitHubat commit 9c15b28
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in muratmula/ai-robinhood-chain, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Gmgn Trading next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Gmgn Trading this skillmuratmula/ai-robinhood-chain | 134 | 1 repos | ~1k | Automated safety check: Pass | MIT | |
| Kingdee MCP DevWaHaiLong/KingdeeMCP | 105 | — | ~853 | Automated safety check: Pass | MIT | |
| Counterfact Maintenancecounterfact/api-simulator | 170 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Binance Web3 Openapi Skillholon-run/uxc | 116 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Attio Upgrade Migrationjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1k | Automated safety check: Pass | MIT | |
| ToolJet Marketplace Plugin BuilderToolJet/ToolJet | 41k | — | ~2.1k | Automated safety check: Pass | AGPL-3.0 |
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Questions about Gmgn Trading
What does Gmgn Trading do?
GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening. Gmgn Trading is an agent skill from muratmula/ai-robinhood-chain. GMGN AI OpenAPI integration for Robinhood Chain smart money tracking, sniper ratio audit, and meme coin entry screening.
When should I use Gmgn Trading?
Gmgn Trading fits situations like: tasks that involve Trading and backtesting; tasks that involve OpenAPI specifications.
How do I install Gmgn Trading in Claude Code?
Run `npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a claude-code`. Or copy the skill folder (.agents/skills/gmgn-trading in muratmula/ai-robinhood-chain) into .claude/skills/gmgn-trading in your project. Claude Code loads it when a task matches its description.
How do I install Gmgn Trading in Codex?
Run `npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a codex`. Or copy the skill folder (.agents/skills/gmgn-trading in muratmula/ai-robinhood-chain) into .agents/skills/gmgn-trading in your project. Codex loads it when a task matches its description.
Can I use Gmgn Trading in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add muratmula/ai-robinhood-chain --skill gmgn-trading -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gmgn-trading, .gemini/skills/gmgn-trading, .github/skills/gmgn-trading and .opencode/skills/gmgn-trading in your project.
What does Gmgn Trading need to run?
Going by SKILL.md and its folder, Gmgn Trading needs credentials named GMGN_API_KEY. Our summary lists: A credential in GMGN_API_KEY.
Does Gmgn Trading access the network?
SKILL.md names 2 domains. In commands or code: gmgn.ai and openapi.gmgn.ai; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.
Is Gmgn Trading safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Gmgn Trading use?
Gmgn Trading is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Gmgn Trading use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Gmgn Trading?
Skills that share tags, products or a category with Gmgn Trading: Kingdee MCP Dev (WaHaiLong/KingdeeMCP, 105 stars), Counterfact Maintenance (counterfact/api-simulator, 170 stars), Binance Web3 Openapi Skill (holon-run/uxc, 116 stars) and Attio Upgrade Migration (jeremylongshore/tons-of-skills-marketplace, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Gmgn Trading?
muratmula (a GitHub user) maintains it in muratmula/ai-robinhood-chain, which has 134 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on September 14, 2026.
Source: muratmula/ai-robinhood-chain on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.