Content
82%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 strong, dense operational skill: fully executable SQL, an explicit end-to-end flow, exact error-message remediation, and a well-signaled parameter reference. The main improvement levers are moving an inline validation checkpoint (view population / ID matching) between Steps 2 and 3, and splitting the deep execute-as-user setup or troubleshooting detail into references to slim the main file.
Suggestions
Add an inline validation checkpoint at the Step 2 → Step 3 boundary — e.g., a query verifying each relationship view's SOURCENODEID/TARGETNODEID all match a NODEID and that views are non-empty — rather than surfacing that check only in the Troubleshooting table.
Consider moving the execute-as-user Part B walkthrough (PAT minting, secret storage, rotation/rollback SQL) into a references file (e.g., references/execute-as-user.md) and keeping a short mode-selection summary inline, since most users will use the default app-identity mode.
Trim the promotional opening line ("graph algorithm power inside Snowflake") and fold the Chaining section's duplicated orientation guidance into the Flow step to reduce token overhead.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | No space is spent teaching concepts Claude already knows — every section is engine-specific detail (casting rules, compute pools, PAT lifecycle) that Claude cannot infer. Minor trim opportunities remain: the promotional opener "graph algorithm power inside Snowflake", and the ~90-line execute-as-user SQL block sits at the edge of what an overview should carry. Efficient but not uniformly lean; above the level-3 anchor ('some unnecessary explanation') yet short of 'every token earns its place'. | 4 / 5 |
Actionability | Copy-paste-ready SQL throughout: GET_DDL / INFORMATION_SCHEMA inspection, complete CREATE VIEW examples with exact casts, a fully annotated algorithm CALL with every config part explained, complete grant scripts for both auth modes, PAT mint/rotate/revoke statements, and a troubleshooting table keyed to exact error strings ("Column nodeId not found", "Network policy is required", "no role registered for <user>"). Fully executable with no pseudocode gaps. | 5 / 5 |
Workflow Clarity | A clear 4-step sequence (explore → prepare projection views → project-compute-write → inspect) with load-bearing warnings ("Don't jump straight to a CALL — most failures come from skipping the data-preparation step"), per-algorithm orientation guidance, a closing checklist, and an error-message→fix feedback table. Validation is reactive rather than inline: there is no checkpoint between view creation and the CALL (e.g., verify view populations or that every SOURCENODEID matches a NODEID before running) — that check only appears as a troubleshooting row. Between anchors 4 and 5; the sequence and recovery paths are strong but explicit in-flow validation steps are missing. | 4 / 5 |
Progressive Disclosure | One real, verified, one-level-deep reference, clearly signaled in the right place: "For complete algorithm compute/write parameter reference, see [references/algorithms.md](references/algorithms.md)." SKILL.md serves as an algorithm index (procedure names + use cases) while parameters live in the reference — an appropriate split. However, substantial operational depth (the full execute-as-user privilege walkthrough, algorithm-specific notes, and the long troubleshooting matrix) stays inline in a 524-line SKILL.md where some of it could be split into further references. Good structure with minor organization gaps — between anchors 4 and 5. | 4 / 5 |
Total | 17 / 20 Passed |