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hk-connect-flow

Stock Connect (Shanghai/Shenzhen-Hong Kong) fund flow analysis — Northbound (foreign into A-shares), Southbound (mainland into HK), sector allocation tracking, and cross-border arbitrage signals.

56

Quality

71%

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SecuritybySnyk

Passed

No findings from the security scan

Fix and improve this skill with Tessl

tessl review fix ./a_全网优秀资源/10_大模型/07_skill包/vibe_trading_skills/hk-connect-flow/SKILL.md

The canonical home for this skill is hk-connect-flow in HKUDS/Vibe-Trading

SKILL.md
Quality
Evals
Security

Quality

Content

65%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-organized, information-dense body with concrete API calls, quantified thresholds, and a clear output template. Weaker on structure-as-workflow (no explicit step sequence or validation checkpoints) and progressive disclosure (monolithic single file, no reference split), with a few explanatory passages that could be tightened.

Suggestions

Add an explicit numbered workflow (fetch flows → compute 5/20-day trends → score composite → render output) with a validation checkpoint for data-quality distortions (quarter-end, MSCI rebalancing dates, ex-dividend spikes).

Split sector allocation tables, signal frameworks, and the output template into one-level-deep reference files (e.g., references/sector-allocation.md, references/output-template.md) and link them from the body.

Make the composite connect_score block executable (actual scoring functions from fetched data) and include Tushare token setup so the code is copy-paste ready.

DimensionReasoningScore

Conciseness

Dense, signal-heavy content — quota figures ('~RMB 52B / HKD 42B'), threshold tables, and compact signal code assume domain competence. Minor instances of over-explanation (the 'Why Northbound matters' bullets and the AH-premium primer) could be trimmed, keeping it just below the lean 5 anchor.

4 / 5

Actionability

Mostly executable guidance: concrete Tushare calls with parameters and documented columns, yfinance downloads, threshold tables, and a full output template. The composite connect_score block is a zero-filled sketch rather than executable computation, and no Tushare token setup is shown, so it falls short of fully copy-paste-ready.

4 / 5

Workflow Clarity

The section order (concepts → data access → output format) implies a workflow, but no explicit step sequence or validation checkpoints exist; data-quality caveats like quarter-end rebalancing distortions live in prose notes rather than workflow steps. It exceeds the rough/incoherent 2 anchor but lacks the explicit checkpoints of 4.

3 / 5

Progressive Disclosure

No bundle files exist and none are referenced; the ~240-line body is monolithic. Section organization is good, but content that belongs in one-level-deep reference files (sector allocation tables, signal frameworks, output template) is inlined, matching the 'some structure, content that should be separate is inline' anchor.

3 / 5

Total

14

/

20

Passed

Description

66%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A specific, well-scoped description for a niche domain with good trigger terminology and several concrete capabilities. Its main weakness is the absence of any 'Use when...' trigger guidance, which caps completeness, alongside minor gaps in capability coverage and a few missing synonyms.

Suggestions

Add an explicit trigger clause, e.g. 'Use when analyzing Stock Connect / Northbound / Southbound flows, AH premium divergences, or cross-border capital positioning between mainland China and Hong Kong.'

Include additional natural synonyms users may say, such as 'AH premium' and '沪港通/深港通', to broaden trigger matching.

Mention the concrete outputs the skill produces (e.g., composite flow signal, sector rotation read) to round out capability coverage.

DimensionReasoningScore

Specificity

Lists several concrete capabilities ('fund flow analysis', 'sector allocation tracking', 'cross-border arbitrage signals') with both directions and channels explicitly defined. Minor gaps in coverage (data sources and the composite scoring output are not mentioned) keep it below the comprehensive 5 anchor.

4 / 5

Completeness

Has a clear 'what' (fund flow analysis across both Connect directions, sector allocation tracking, arbitrage signals) but entirely lacks a 'Use when...' clause or equivalent explicit trigger guidance, which caps completeness at 3 per the rubric guideline.

3 / 5

Trigger Term Quality

Good keyword coverage of natural terms users would say: 'Stock Connect', 'Northbound', 'Southbound', 'fund flow', 'A-shares', 'HK', 'cross-border arbitrage'. A few natural synonyms are missing ('AH premium', '沪港通/深港通'), so it does not reach the comprehensive 5 anchor.

4 / 5

Distinctiveness Conflict Risk

Clear niche (Shanghai/Shenzhen-Hong Kong Stock Connect cross-border flows) with distinct triggers like 'Northbound' and 'Southbound'. Minor overlap risk remains with sibling China-market money-flow or fund-flow skills, so it fits the 'mostly distinct' anchor rather than the minimal-conflict 5.

4 / 5

Total

15

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
charliedream1/ai_quant_trade
Reviewed

Table of Contents

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