aims

Fetch and validate OHLCV market data, score and rank instruments, generate structured analysis artifacts and Hugo reports, and send analysis workflow notifications.

Maintain OKF indexes, logs, tags, cross-links, duplicate consolidation, and stale concept cleanup.

Fetch validated evidence bundles and event calendars, generate the grounded AI qualitative analysis artifact with one capped Claude API call, and validate and gate it before any rendering.

Create or update data/cfd_instruments.csv from GMO Click Securities and Rakuten Securities CFD lineup pages, including ticker symbols.

Create or update canonical OKF concept documents from repository evidence without inventing numeric market facts.

Review changes touching OKF, generated knowledge content, adapter code, skills, docs, or CI.

Generate Hugo shadow content from OKF and troubleshoot Hugo publication.

Run local QA including formatting, linting, type-checking, static site build, and workflow checks for the repository. Use whenever any file has been updated.