Filing and Research-Note Monitoring That Only Pings You on Change
What this scenario solves
Manually refreshing HKEX filings and broker notes daily — 90% of the time just confirming nothing changed.
Tool stack
Not the only solution, but a stack we have verified end to end. Each tool links to its full review, including who it is not for.
What you end up with
A push summary only on material change, carrying what changed, impact assessment, and a link to the source.
Full steps
- 01調研目標
- 02備選 API
- 03整合策略
- 04優先級
- 05接入層的技術要點與取捨
- 06資料品質與一致性檢查
- 07整合進 Agent 框架的做法
- 08驗證方式與實作檢查清單
- 09相關文章
Articles carrying the full content
- Financial Data API Research: Injecting Market Data Capabilities into Agent Frameworks
Research on financial data APIs suitable for Agent frameworks: Hong Kong stocks, US stocks, macroeconomic data, with plans to integrate financial data analysis capabilities into OpenClaw.
2026-05-107 minRead - Announcement and Research-Report Monitoring Agent: Alert Me Only When Something Actually Changes
How to design a monitoring agent that notifies you only on substantive change: three classes of monitoring target, fetching and deduplication strategy, the three gates that filter noise, where summary ends and impact assessment begins, tiered delivery, and the balance between never missing something material and never causing alert fatigue.
2026-09-3010 minRead
Adjacent scenarios
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Level: Intermediate · Tracks: Finance Track · Business Track · Last verified: 2026-09-29