Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A dense, well-structured reference that is highly actionable and token-efficient, with concrete code, schemas, and a limitations/workaround table. The only gap is the absence of explicit verification steps around data-fetch and pagination workflows.
Suggestions
Add a short verification checkpoint after fetching — e.g. 'If df is empty or BJ symbol, fall back to akshare/tushare' — so the fallback chain becomes an explicit sequence rather than a declarative list.
For paginated bars() (up to 25 pages), note an explicit completeness check (e.g. stop when a page returns < 800 rows) so the over-fetch/clip behavior has a clear termination condition.
Surface a one-line post-fetch sanity check on returned columns (volume rename, lowercase English) so callers can fail fast on schema drift.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Tables, executable code, and high-signal specifics only; no padding explaining concepts Claude already knows, and every section (frequency codes, column names, symbol prefixes, limitations) earns its place. | 3 / 3 |
Actionability | Quick Start gives copy-paste runnable code (Quotes.factory, get_k_data, bars), the Key Methods table lists signatures plus return schemas, and the install/loader examples are concrete and complete. | 3 / 3 |
Workflow Clarity | The fallback chain [tushare, mootdx, akshare] and paginated bars() (up to 25 pages) describe a process but declaratively, with no explicit validation checkpoint (e.g. check df.empty before use) for batch/data-fetch operations. | 2 / 3 |
Progressive Disclosure | Self-contained ~88-line body organized into clearly labeled sections with one-level external links in 'Reference Docs'; no nested reference chains and no monolithic wall of text. | 3 / 3 |
Total | 11 / 12 Passed |