Name: roboflow
Rating: 57.599999999999994 (1 reviews)
Author: membranedev

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roboflow

Roboflow integration. Manage Projects. Use when the user wants to interact with Roboflow data.

Quality

66%

Does it follow best practices?

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Securityby

Passed

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tessl review fix ./skills/roboflow/SKILL.md

Quality

Content

67%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.

The body is a well-structured, actionable guide with concrete CLI commands and a real connection-state feedback loop, but it carries some concept re-explanation, undefined "Step 2" references, and no progressive disclosure into separate reference files.

Dimension	Reasoning	Score
Conciseness	The body is mostly concrete commands, but the intro explains what Roboflow is ("Roboflow is a platform for creating computer vision models...") and includes filler such as "so you can focus on the integration logic rather than auth plumbing"; it is not a 4 because these unnecessary explanations are more than minor trimmable instances.	3 / 5
Actionability	It provides many concrete, runnable commands (install, login, connection ensure, action list/run, request) plus a flags table, but examples require placeholder substitution ("<actionId>", "CONNECTION_ID", "QUERY"); it is not a 5 because they are not literally copy-paste ready with real values.	4 / 5
Workflow Clarity	A clear install -> authenticate -> connect -> search -> run sequence exists with a genuine feedback loop (polling connection state through READY/BUILDING/CLIENT_ACTION_REQUIRED and re-polling after user action); it is not a 5 because "Step 2" is referenced multiple times yet never defined and "1b" appears with no labeled "1a".	4 / 5
Progressive Disclosure	Content is well-organized into clearly headed sections with no nested references, but it is a single ~140-line file with no one-level-deep references to split out detail; it is not a 5 because the over-50-line guideline expects deeper file separation rather than a single monolithic file.	4 / 5
	Total	15 / 20 Passed

Description

66%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.

The description successfully pairs a clear "what" with an explicit "Use when" trigger and targets a distinct platform niche, but its action list is thin and its trigger keywords lack functional synonyms that users would naturally say.

Dimension	Reasoning	Score
Specificity	Names the domain ("Roboflow integration") and one concrete action ("Manage Projects"), matching the anchor for naming a domain plus 1-2 actions without being comprehensive; it is not a 2 because "Manage Projects" references a concrete Roboflow entity rather than being purely generic.	3 / 5
Completeness	It states both a "what" ("Roboflow integration. Manage Projects.") and an explicit "when" ("Use when the user wants to interact with Roboflow data"); it is not a 5 because the "what" is thin and lacks a comprehensive action list, and not a 3 because the "when" is explicit.	4 / 5
Trigger Term Quality	"Roboflow" and "Roboflow data" are relevant natural keywords, but the description misses common functional synonyms users might say (computer vision, image labeling, datasets, object detection); it is not a 4 because keyword coverage is narrow.	3 / 5
Distinctiveness Conflict Risk	"Roboflow" is a distinct, branded platform niche with minimal overlap risk against other skills; it is not a 4 because the niche is uniquely identifying rather than only mostly distinct.	5 / 5
	Total	15 / 20 Passed

Validation

93%

Warnings & errors only

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: membranedev/application-skills
Path: skills/roboflow/SKILL.md
Commit: f484c82

Reviewed: 5 days ago

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