hk-connect-flow

hk-connect-flow is a skill for Claude Code, Codex from HKUDS/Vibe-Trading. It costs 46 tokens per session (2,775 once invoked), scanned A, original, MIT.

A framework for reading money moving through the Stock Connect programs linking mainland China with Hong Kong. Northbound flow means foreign money entering mainland shares; southbound flow means mainland money entering Hong Kong shares.

In plain words
What is it for?
Use it to track Shanghai and Shenzhen flows, compare sector allocations, assess mainland and foreign preferences, and look for cross-border trading signals.
Why use it?
It turns cross-border buying and selling into a signal about institutional interest and where investors are allocating capital.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to track Shanghai and Shenzhen flows, compare sector allocations, assess mainland and foreign preferences, and look for cross-border trading signals.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/hkuds/vibe-trading/hk-connect-flow
About the project

Vibe-Trading is a personal trading agent that gives an AI system tools for market analysis, algorithmic trading, backtesting, and related workflows. It is for users who want an agent to research and evaluate trading strategies or manage simulated and other trading activities. The catalogue contains skills that expose these trading capabilities to compatible agents.

HKUDS/Vibe-Trading · 33,177 stars · on GitHub · vibetrading.wiki

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add HKUDS/Vibe-Trading --skill hk-connect-flow
Clone the repo
git clone --depth 1 https://github.com/HKUDS/Vibe-Trading

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for hk-connect-flow

README.md
[![agentmods](https://agentmods.dev/badge/skills/hkuds/vibe-trading/hk-connect-flow/github.svg)](https://agentmods.dev/skills/hkuds/vibe-trading/hk-connect-flow)
Your own site
<a href="https://agentmods.dev/skills/hkuds/vibe-trading/hk-connect-flow"><img src="https://agentmods.dev/badge/skills/hkuds/vibe-trading/hk-connect-flow/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for hk-connect-flow

Your own site · 80×15
<a href="https://agentmods.dev/skills/hkuds/vibe-trading/hk-connect-flow"><img src="https://agentmods.dev/badge/skills/hkuds/vibe-trading/hk-connect-flow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,775 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. ✓ AI security review Fable 5.1 · 6 Sept 2026 📄 Read the review Third-party audits
  • Snyk pass 7 Sept 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00046 $0.02775
Opus 5 $0.00023 $0.01388
Sonnet 5 $0.00009 $0.00555
Haiku 4.5 $0.00005 $0.00278

Measured 11d ago against content hash 3c8547a0cb81, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

hk-connect-flow scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

agent/src/skills/hk-connect-flow/SKILL.md · 248 lines

How it starts

The opening of the file, as written. The whole thing — 248 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Stock Connect Fund Flow Analysis

Overview

Analyze capital flows through the Shanghai-Hong Kong and Shenzhen-Hong Kong Stock Connect programs. Northbound flows (foreign capital into A-shares) are a key institutional sentiment indicator for the China market; Southbound flows (mainland capital into Hong Kong) reveal mainland investor preference for HK-listed assets. Together they provide a real-time cross-border capital positioning signal.

Core Concepts

1. Stock Connect Architecture

Channel Direction What It Measures
Shanghai Connect Northbound Foreign → A-shares (SSE) Foreign institutional A-share appetite
Shenzhen Connect Northbound Foreign → A-shares (SZSE) Foreign institutional A-share appetite (growth bias)
Shanghai Connect Southbound Mainland → HK (HKEX) Mainland capital HK allocation
Shenzhen Connect Southbound Mainland → HK (HKEX) Mainland capital HK allocation

Daily quota: Each channel has a daily net buy quota (~RMB 52B / HKD 42B). Quota utilization >50% = strong directional signal.

2. Northbound Flow Analysis (Foreign into A-shares)

Why Northbound matters:

  • Foreign institutions (global funds, sovereign wealth funds, hedge funds) are considered "smart money" in A-shares
  • Northbound holdings represent ~4-5% of A-share free-float market cap — small but marginal price-setters
  • Northbound flow correlates with MSCI China index rebalancing and global EM allocation decisions

Northbound signal framework:

# Daily Northbound net buy signals
def northbound_signal(daily_net_buy_rmb_billion):
    if daily_net_buy_rmb_billion > 10:
        return "strong_foreign_buying"    # Very large single-day inflow
    elif daily_net_buy_rmb_billion > 5:
        return "moderate_foreign_buying"
    elif daily_net_buy_rmb_billion > 0:
        return "mild_foreign_buying"
    elif daily_net_buy_rmb_billion > -5:
        return "mild_foreign_selling"
    elif daily_net_buy_rmb_billion > -10:
        return "moderate_foreign_selling"
    else:
        return "strong_foreign_selling"   # Panic outflow

# Cumulative flow trend (more important than single-day)
def northbound_trend(flows_20d, flows_5d):
    cum_20d = sum(flows_20d)
    cum_5d = sum(flows_5d)

    if cum_20d > 30 and cum_5d > 10:
        return "sustained_accumulation"   # Strong bullish for A-shares
    elif cum_20d < -30 and cum_5d < -10:
        return "sustained_distribution"   # Bearish for A-shares
    elif cum_20d > 0 and cum_5d < 0:
        return "accumulation_pausing"     # Watch for reversal
    elif cum_20d < 0 and cum_5d > 0:
        return "distribution_pausing"     # Possible bottom formation

Read the full file on GitHub · 248 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 248 lines · 46 tokens per session scan A 3c8547a0cb81

Subscribe to this mod's changes

hk-connect-flow is a skill published in the GitHub repository HKUDS/Vibe-Trading (33,177 stars, last pushed yesterday), licensed MIT. It adds 46 tokens to every session and 2,775 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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