roboflow-plans-and-pricing
Use when answering questions about Roboflow plans, credit usage, or cost estimation; directs users to roboflow.com/pricing for current dollar amounts.
68
83%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Advisory
Suggest reviewing before use
Quality
Discovery
75%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
The description is well-structured with an explicit 'Use when' clause and a clear, narrow domain (Roboflow pricing/plans). Its main weakness is that it could be more specific about the concrete actions it performs and include more natural trigger term variations that users might use when asking about pricing or billing.
Suggestions
Add more specific actions beyond 'answering questions' — e.g., 'Compares plan tiers, explains credit consumption rates, estimates costs for inference and training workloads.'
Expand trigger terms to include common user phrasings like 'subscription', 'billing', 'free tier', 'enterprise', 'how much does it cost', 'upgrade'.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | It names the domain (Roboflow plans, credit usage, cost estimation) and mentions a concrete action (directs users to roboflow.com/pricing), but doesn't list multiple specific concrete actions beyond answering questions and directing users. | 2 / 3 |
Completeness | Clearly answers both 'what' (answering questions about Roboflow plans, credit usage, cost estimation and directing to pricing page) and 'when' (explicitly starts with 'Use when answering questions about...'). | 3 / 3 |
Trigger Term Quality | Includes relevant keywords like 'plans', 'credit usage', 'cost estimation', and 'pricing', but misses common variations users might say such as 'subscription', 'billing', 'how much does Roboflow cost', 'free tier', or 'enterprise plan'. | 2 / 3 |
Distinctiveness Conflict Risk | Very specific niche — Roboflow pricing and plans — with distinct triggers that are unlikely to conflict with other skills. The mention of 'roboflow.com/pricing' further narrows the scope. | 3 / 3 |
Total | 10 / 12 Passed |
Implementation
92%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-crafted reference skill that efficiently delivers pricing and credit information through dense, scannable tables. It sets clear behavioral constraints (never guess prices, always direct to the URL) and provides actionable cost estimation guidance. The only minor weakness is the lengthy plugin/MCP preamble and the fact that all credit rate tables are inline rather than in a separate reference file, though this is a minor concern for a skill of this size.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is lean and well-structured using tables for dense information delivery. The opening note about plugin vs MCP is a bit verbose but serves a necessary disambiguation purpose. No unnecessary explanations of what plans or credits are — it jumps straight to the data. | 3 / 3 |
Actionability | Provides concrete credit rates in clear tables, specific URLs for checking pricing/billing/usage, and a structured cost estimation workflow with deployment recommendations. The explicit instruction to never guess at prices and always direct to roboflow.com/pricing is a clear, actionable constraint. | 3 / 3 |
Workflow Clarity | The cost estimation guidance provides a clear 3-step sequence (calculate credits → direct to pricing page → recommend deployment option) with decision criteria for each deployment type. For this type of informational/advisory skill, the workflow is appropriately scoped and unambiguous. | 3 / 3 |
Progressive Disclosure | The content is well-organized with clear sections and tables, but it's all inline in a single file. The credit rates tables are extensive and could potentially be split into a reference file, though for a standalone skill without bundle files this is acceptable. The 'Where to Check' section provides good external navigation. | 2 / 3 |
Total | 11 / 12 Passed |
Validation
100%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 11 / 11 Passed
Validation for skill structure
No warnings or errors.
- Repository
- roboflow/computer-vision-skills
- Commit
02936d5
- Reviewed
Table of Contents
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