Tushare Data
zillionare/zillionare
面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求，转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。
Autonomous multi-slot trading orchestrator. An agent skill from Nunchi-trade/agent-cli.
Install Apex Strategy
$ npx skills add Nunchi-trade/agent-cli --skill apex-strategy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Nunchi-trade/agent-cli apex-strategy --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/Nunchi-trade/agent-cli.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/apex .claude/skills/apex-strategy && 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 "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .claude/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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/Nunchi-trade/agent-cli/tree/main/skills/apexType 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 Nunchi-trade/agent-cli --skill apex-strategy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Nunchi-trade/agent-cli apex-strategy --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Nunchi-trade/agent-cli.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/apex .agents/skills/apex-strategy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .agents/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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 Nunchi-trade/agent-cli --skill apex-strategy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Nunchi-trade/agent-cli apex-strategy --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Nunchi-trade/agent-cli.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/apex .cursor/skills/apex-strategy && 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 "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .cursor/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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/Nunchi-trade/agent-cli.git --path skills/apex--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 Nunchi-trade/agent-cli --skill apex-strategy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Nunchi-trade/agent-cli apex-strategy --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Nunchi-trade/agent-cli.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/apex .gemini/skills/apex-strategy && 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 "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .gemini/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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 Nunchi-trade/agent-cli apex-strategyInstalls 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 Nunchi-trade/agent-cli --skill apex-strategy -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Nunchi-trade/agent-cli.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/apex .github/skills/apex-strategy && 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 "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .github/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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 Nunchi-trade/agent-cli --skill apex-strategy -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Nunchi-trade/agent-cli apex-strategy --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Nunchi-trade/agent-cli.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/apex .opencode/skills/apex-strategy && 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 "apex-strategy" agent skill from https://github.com/Nunchi-trade/agent-cli/tree/main/skills/apex into .opencode/skills/apex-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "apex-strategy", 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
apex-strategy- GitHub stars
- 521
- Token cost
- ~1.4k tokens
- SKILL.md length
- 640 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 7
- Repo updated
- First seen
- Licence
- MIT
At a glance
Autonomous multi-slot trading orchestrator. An agent skill from Nunchi-trade/agent-cli.
- Works in 3 steps: Every tick: Fetch prices, update ROEs,… → Every 5 ticks (5 min): Watchdog health… → Every 15 ticks (15 min): Run opportunity…
- Tasks that involve Trading and backtesting
- SKILL.md covers Architecture, Slot Management, Entry Priority and Exit Priority, plus 10 more sections
- Runs Python scripts from its folder
What it does
Apex Strategy is an agent skill from Nunchi-trade/agent-cli. Autonomous multi-slot trading orchestrator
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/standalone_runner.py`).
It sits in Business, Finance & HR, covering Trading and backtesting. The licence is MIT.
When your agent uses it
- Tasks that involve Trading and backtesting
Example prompts
- “/apex-strategy”
Requirements
- Python 3
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Every tick: Fetch prices, update ROEs, check DSL guards, run pulse, evaluate entry/exit
- Every 5 ticks (5 min): Watchdog health check (verify positions match exchange)
- Every 15 ticks (15 min): Run opportunity radar, queue high-score setups
What it can do on your machine
Read from SKILL.md and the folder at commit 58619a2. 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
Ships 1 file in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Apex Strategy loads about 1.4k tokens when it runs. Until then it costs about 14 tokens; SKILL.md has 640 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); the scripts in this folder are not scanned.
SKILL.md
The full file from Nunchi-trade/agent-cli at commit 58619a2, republished under its MIT licence (© Nunchi-trade). 640 words, ~1,391 tokens.
Download SKILL.mdSave it as
.claude/skills/apex-strategy/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- apex-strategy
- description
- Autonomous multi-slot trading orchestrator
- version
- 1.0.0
- author
- YEX
- dependencies
- modules/apex_config.py, modules/apex_state.py, modules/apex_engine.py, modules/radar_guard.py, modules/pulse_guard.py, modules/guard_bridge.py
APEX Strategy
Autonomous multi-slot trading strategy that composes Radar + Pulse + DSL into a unified orchestrator.
Architecture
APEX runs a single tick loop (60s base) that:
- Every tick: Fetch prices, update ROEs, check DSL guards, run pulse, evaluate entry/exit
- Every 5 ticks (5 min): Watchdog health check (verify positions match exchange)
- Every 15 ticks (15 min): Run opportunity radar, queue high-score setups
Slot Management
- 2-3 concurrent positions (configurable)
- Each slot: EMPTY -> ACTIVE -> CLOSED (reset to EMPTY)
- No duplicate instruments across slots
- Max 2 same-direction positions
Entry Priority
- Pulse IMMEDIATE_MOVER -> auto-enter
- Radar score > 170 -> queue entry
- Pulse other signals (confidence > 70) -> enter
Exit Priority
- DSL trailing stop CLOSE
- Hard stop: ROE < -5%
- Conviction collapse: signal gone + negative PnL for 30+ min
- Stagnation: ROE stuck above 3% for 60+ min
Risk Management
- Per-slot margin: total_budget / max_slots
- Daily loss limit: $500 (default)
- Daily loss trigger: close all positions immediately
Prerequisites
Before running APEX live (not mock), ensure:
- Testnet: Claim USDyP first —
hl setup claim-usdyp(without funds, all orders fail silently) - Mainnet: Deposit USDC via the Hyperliquid web UI
- Builder fee: Approve once per network —
hl builder approve(testnet) orhl builder approve --mainnet
Usage
# Mock mode (no funds needed)
hl apex run --mock --max-ticks 10
# Live (testnet) — requires USDyP balance + builder approval
hl apex run
# Live (mainnet) — requires USDC balance + mainnet builder approval
hl apex run --mainnet
# Check status
hl apex status
# List presets
hl apex presetsPresets
- default: 3 slots, 10x leverage, $10K budget
- conservative: 2 slots, 5x leverage, higher thresholds
- aggressive: 3 slots, 15x leverage, lower thresholds
Agent Mandate
You are the APEX orchestrator. Your job is to hunt for high-probability setups and manage 2-3 concurrent positions with strict risk controls.
RULES:
- NEVER exceed
max_slotsconcurrent positions - ALWAYS check
daily_loss_limitbefore entering new positions - NEVER enter a position without Radar score > 170 OR Pulse IMMEDIATE signal
- ALWAYS run DSL trailing stop on every active position
- Exit ALL positions immediately if daily loss exceeds limit
- ALWAYS run
--mock --max-ticks 5before first live deployment - Log every entry/exit decision with reasoning
Decision Rules
| Condition | Action |
|---|---|
| Radar score > 200 + Pulse IMMEDIATE | Enter with 1.5x size — strongest conviction |
| Radar score > 170, no Pulse signal | Enter with 1.0x size — radar-only conviction |
| Radar score 140-170 | Queue entry, wait for Pulse confirmation within 15 min |
| Radar score < 140 | Skip — insufficient edge |
| ROE > 5% and DSL Phase 2 active | Let DSL manage exit — do not manually close |
| ROE < -3% for > 15 min | Exit — conviction lost, don't wait for hard stop |
| 2 consecutive losses same session | Reduce position size by 50% for next 2 trades |
| Daily loss > 50% of limit | Switch to conservative preset for remainder |
| All slots filled | Wait for exit before scanning new entries |
| Pulse IMMEDIATE but all slots full | Evaluate weakest slot for replacement |
Show full SKILL.md (214 more words)Show less
Anti-Patterns
- Over-leveraging on volatile days: Using aggressive preset during high-VIX or post-CPI → blown account. Use conservative preset on macro days.
- "One more trade to recover": After hitting daily loss limit, entering another trade always makes it worse. Hard stop means hard stop.
- Chasing Pulse signals alone: Entering on VOLUME_SURGE without Radar confirmation → 60% historical loss rate. IMMEDIATE_MOVER is the only standalone entry signal.
- Tight stops on entry: DSL Phase 1 exists to give the trade room. Overriding with tight custom stops → premature exits on noise.
- Running without budget cap: Always set
--budget. Unbounded budget = unbounded loss.
Error Recovery
| Error | Cause | Fix |
|---|---|---|
No positions but slots show ACTIVE | Stale state after restart | hl apex status, manually reset via state file |
Radar returned 0 candidates | Low-vol period or API issue | Normal during weekends/low-vol — APEX will idle safely |
Daily loss limit reached | Bad session | APEX auto-closes all. Review with hl reflect run tomorrow |
Builder fee not approved | Skipped onboarding step | hl builder approve then restart APEX |
Connection timeout | HL API rate limit | APEX auto-retries with backoff — no action needed |
Composition
APEX is the top-level orchestrator. It composes Radar (opportunity finding), Pulse (real-time signal detection), and DSL (risk management) into one tick loop. Use APEX for autonomous trading. Use individual skills when you need manual control.
Cron Template
# Start APEX at market open, stop at EOD
0 8 * * 1-5 cd ~/agent-cli && source .venv/bin/activate && hl apex run --budget 5000 >> logs/apex.log 2>&1
0 20 * * 1-5 pkill -f "hl apex run"
# Nightly REFLECT review
55 23 * * * cd ~/agent-cli && source .venv/bin/activate && hl reflect run >> logs/reflect.log 2>&1© Nunchi-trade, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (scripts) in skills/apex of Nunchi-trade/agent-cli.
- SKILL.md
- scripts/standalone_runner.py
Open the folder on GitHubat commit 58619a2
Compare with similar skills
Apex Strategy 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 |
|---|---|---|---|---|---|---|
| Apex Strategy this skillNunchi-trade/agent-cli | 521 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Tushare Datazillionare/zillionare | 322 | 2 repos | ~2.3k | Automated safety check: Pass | None | |
| Tradingview MCPatilaahmettaner/tradingview-mcp | 5k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Digital Oraclekomako-workshop/digital-oracle | 878 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Polyclawchainstacklabs/polyclaw | 359 | 1 repos | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Markdownfacioquo/stock-indicators-dotnet | 1.2k | — | ~812 | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about Apex Strategy
What does Apex Strategy do?
Autonomous multi-slot trading orchestrator. An agent skill from Nunchi-trade/agent-cli. Apex Strategy is an agent skill from Nunchi-trade/agent-cli.
When should I use Apex Strategy?
Apex Strategy fits situations like: tasks that involve Trading and backtesting.
How do I install Apex Strategy in Claude Code?
Run `npx skills add Nunchi-trade/agent-cli --skill apex-strategy -a claude-code`. Or copy the skill folder (skills/apex in Nunchi-trade/agent-cli) into .claude/skills/apex-strategy in your project. Claude Code loads it when a task matches its description.
How do I install Apex Strategy in Codex?
Run `npx skills add Nunchi-trade/agent-cli --skill apex-strategy -a codex`. Or copy the skill folder (skills/apex in Nunchi-trade/agent-cli) into .agents/skills/apex-strategy in your project. Codex loads it when a task matches its description.
Can I use Apex Strategy 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 Nunchi-trade/agent-cli --skill apex-strategy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/apex-strategy, .gemini/skills/apex-strategy, .github/skills/apex-strategy and .opencode/skills/apex-strategy in your project.
What does Apex Strategy need to run?
Going by SKILL.md and its folder, Apex Strategy needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Apex Strategy access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Apex Strategy 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Apex Strategy use?
Apex Strategy 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 Apex Strategy use?
About 1.4k tokens (SKILL.md is roughly 5.6k 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 Apex Strategy?
Skills that share tags, products or a category with Apex Strategy: Tushare Data (zillionare/zillionare, 322 stars), Tradingview MCP (atilaahmettaner/tradingview-mcp, 5k stars), Digital Oracle (komako-workshop/digital-oracle, 878 stars) and Polyclaw (chainstacklabs/polyclaw, 359 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Apex Strategy?
Nunchi-trade (a GitHub organization) maintains it in Nunchi-trade/agent-cli, which has 521 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on July 8, 2026.
Source: Nunchi-trade/agent-cli on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.