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.
npx skills add skloxo/TideTrading --skill hk-connect-flowgit clone --depth 1 https://github.com/skloxo/TideTradingWrote 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.
[](https://agentmods.dev/skills/skloxo/tidetrading/hk-connect-flow)<a href="https://agentmods.dev/skills/skloxo/tidetrading/hk-connect-flow"><img src="https://agentmods.dev/badge/skills/skloxo/tidetrading/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.
<a href="https://agentmods.dev/skills/skloxo/tidetrading/hk-connect-flow"><img src="https://agentmods.dev/badge/skills/skloxo/tidetrading/hk-connect-flow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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.
This is a copy
100% identical to hk-connect-flow — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
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
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.
- 11d ago First seen · 248 lines · 46 tokens per session scan A 3c8547a0cb81
hk-connect-flow is a skill published in the GitHub repository skloxo/TideTrading (10 stars, last pushed 3d ago), 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. It is 100% identical to hk-connect-flow, differing in 0 lines, and is treated as a copy.
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