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roboflow-product-navigation

Use when explaining where Roboflow features live in the app.roboflow.com web app, mapping intents like upload, annotate, train, deploy to specific page URLs.

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

90%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

An exceptionally lean, fact-dense reference body: exact URL patterns for every major page, organized by the app's own hierarchy, with no filler. The minor gaps are the absence of path-parameter substitution guidance and the reliance on an external MCP resource for the intent-to-URL lookup table.

DimensionReasoningScore

Conciseness

The body is almost entirely dense factual tables (exact URL patterns and page contents) that Claude cannot know, with zero explanation of known concepts and no padding. It assumes Claude's competence throughout, matching the lean anchor; sections like "Project Types" are brief factual data, not over-explanation.

5 / 5

Actionability

Guidance is fully concrete for an instruction-only skill: exact URL patterns like "/{workspace}/{project}/upload", "/{workspace}/settings/api", and "/{workspace}/{project}/{version}/train/results" are copy-paste-ready modulo slug substitution, and the tables cover the common cases (upload, annotate, train, deploy, settings, API keys) named in the description.

5 / 5

Workflow Clarity

Organization is clear and the section hierarchy (Workspace → Project → Version, plus Workflows/Universe/Other) mirrors the URL hierarchy, so a single lookup task is unambiguous. It falls short of 5 because there is no explicit instruction on substituting the {workspace}/{project} path parameters, and the primary intent-to-URL lookup workflow is deferred to the external "features-by-page" MCP resource rather than spelled out.

4 / 5

Progressive Disclosure

Good structure with clear section headers and one clearly signaled one-level reference ("roboflow://skills/roboflow-product-navigation/features-by-page"). It does not reach 5 because no local bundle exists: ~100 lines of URL reference data sit fully inline in SKILL.md, and the one pointer relies on external MCP resource availability rather than a bundled file.

4 / 5

Total

18

/

20

Passed

Description

82%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A concise, third-person description with an explicit "Use when" trigger, a clear statement of what the skill does, and strong distinctiveness. Its only weakness is limited action enumeration — it names two actions rather than a fuller capability list.

Suggestions

Enumerate one or two more concrete capabilities to lift specificity, e.g. "covering workspace settings, project types, versions, workflows, and Universe pages".

Add natural navigation phrasings users say, such as "where to find" or "navigate to", to broaden trigger coverage.

DimensionReasoningScore

Specificity

The description names its domain ("app.roboflow.com web app") and exactly two concrete actions — "explaining where Roboflow features live" and "mapping intents like upload, annotate, train, deploy to specific page URLs" — which matches the anchor for 1-2 concrete actions without comprehensive coverage. It falls short of 4 because it does not list several distinct actions.

3 / 5

Completeness

Both halves are explicit: the what ("mapping intents like upload, annotate, train, deploy to specific page URLs") and an explicit "Use when explaining where Roboflow features live in the app.roboflow.com web app" trigger clause with concrete trigger intents. This matches the top anchor; the when-clause is explicit with concrete triggers, not merely implied as at 4.

5 / 5

Trigger Term Quality

Natural trigger terms are present: "upload, annotate, train, deploy", "web app", "app.roboflow.com", "page URLs" — good coverage of what users would say. It stays at 4 rather than 5 because common navigation phrasings users actually say ("navigate", "where do I find", "settings", "API keys") are missing.

4 / 5

Distinctiveness Conflict Risk

"Roboflow" and "app.roboflow.com" pin the skill to a clear niche with distinct triggers, making accidental triggering by unrelated navigation or ML skills very unlikely — a clean match for the minimal-conflict-risk anchor.

5 / 5

Total

17

/

20

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 — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

roboflow/computer-vision-skills

Path

skills/roboflow-product-navigation/SKILL.md

Reviewed

Table of Contents

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