Content
85%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.
A high-quality procedural skill body: four clearly sequenced modes with executable code, explicit validation and verify steps, and a well-structured one-level reference bundle. The deductions are minor — duplicated Quick Start code versus the mode phases, and one quick-start block that isn't self-contained due to a missing import.
Suggestions
Make the Build Quick Start block self-contained by adding `import mixpanel_headless as mp` and the `dau = ws.query("Login", math="dau", last=90)` step, or label both quick starts as sharing one session.
Trim duplication between the Quick Start blocks and the Analyze/Build mode phases (and between Critical Gotchas #1/#3/#9/#11/#13 and the in-mode instructions) — either collapse the quick starts to minimal stubs or drop the repeated gotchas in favor of the in-mode coverage.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense and assumes competence — no concept explanations, no library introductions — but the Quick Start blocks substantially duplicate code that reappears in Phase A1/A3 and B3, and Critical Gotchas #1/#3/#9/#11/#13 restate in-mode instructions. These are minor trimmable redundancies rather than real padding, so anchor 4 fits better than 5. | 4 / 5 |
Actionability | Nearly all guidance is copy-paste ready executable Python covering creation, layout, width redistribution, updates, deletes, and failure fallbacks. One minor gap: the Build Quick Start block calls `mp.Workspace()` and uses `dau` without the `import mixpanel_headless as mp` or the query step in that block, so it does not run standalone — anchor 4's 'concrete code with minor gaps'. | 4 / 5 |
Workflow Clarity | Each mode has numbered, explicitly ordered phases with validation checkpoints: B1 validates candidate events ("Never build reports for events with zero volume"), B2 forces a plan before building, M1 requires presenting current state to the user before modifying, B5 is a dedicated verify phase, and B3 includes a try/except fallback for failed reports. The strict operation-ordering checklist in M2 and Gotcha 3 covers the destructive batch case. | 5 / 5 |
Progressive Disclosure | The body is a navigable overview with bulk API detail correctly split into four real, one-level-deep reference files. References are well signaled both at point of need ("See references/dashboard-reference.md Section 3.4", "Choose a template from references/dashboard-templates.md" — both verified to exist) and in an annotated See Also section. This matches the anchor-5 example of a clear overview with well-signaled references. | 5 / 5 |
Total | 18 / 20 Passed |