Content
67%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
Well-structured, actionable content with clear workflows and genuine one-level-deep references to real bundle files. The main weakness is redundancy — two sections both summarize the reference files, and Common Pitfalls overlaps Best Practices — which inflates the token budget without adding capability.
Suggestions
Collapse the 'Reference Documentation' section into the existing 'Quick Start, Capabilities, and Model Selection' links so each reference file is pointed to once, cutting ~50 lines of duplicated summary bullets.
Merge overlapping guidance between 'Best Practices' and 'Common Pitfalls' (e.g., add_constant, robust SEs, model-outcome matching) into a single section to avoid restating the same advice twice.
Add one minimal inline worked example (e.g., `sm.OLS(y, sm.add_constant(X)).fit().summary()`) in the Quick Start area so the main body is self-sufficient for the most common case without requiring a reference hop.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Largely assumes Claude's competence (no basic-concept explanations) and uses lean prose, but carries notable redundancy: the 'Reference Documentation' section re-summarizes reference-file contents that the earlier 'Quick Start, Capabilities, and Model Selection' section already links to, and 'Common Pitfalls' reiterates 'Best Practices' (e.g., add_constant, robust SEs). | 3 / 5 |
Actionability | Provides concrete executable commands (`uv pip install statsmodels==0.14.6`, `rg "SARIMAX" references/time_series.md`) and specific API/model mappings (binary→Logit, count→Poisson), but the body itself defers all worked fitting examples to reference files rather than showing one copy-paste snippet inline. | 4 / 5 |
Workflow Clarity | Four well-sequenced numbered workflows with diagnostic checkpoints ('Check residual diagnostics', 'Test for heteroskedasticity') and at least one explicit feedback loop ('If overdispersed, fit Negative Binomial'); minor gaps in explicit validation gates and error-recovery loops. | 4 / 5 |
Progressive Disclosure | Clear overview with one-level-deep references to 8 real, verified bundle files (all listed paths exist in references/), but the dual reference-listing sections (Quick Start links plus a separate Reference Documentation summary block) create a minor organization gap rather than a single clean navigation point. | 4 / 5 |
Total | 15 / 20 Passed |