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gcp-examples-expert

Generate production-ready Google Cloud code examples from official repositories including ADK samples, Genkit templates, Vertex AI notebooks, and Gemini patterns. Use when asked to "show ADK example" or "provide GCP starter kit". Trigger with relevant phrases based on skill purpose.

Quality

71%

Does it follow best practices?

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SecuritybySnyk

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Fix and improve this skill with Tessl

tessl review fix ./plugins/ai-ml/jeremy-gcp-starter-examples/skills/gcp-examples-expert/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

68%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, token-efficient overview that delegates detail to real, one-level-deep reference files and includes concrete commands and specific model/configuration parameters. Its main gaps are the absence of validation checkpoints in the generation workflow and three orphaned bundle files that are not navigable from SKILL.md.

Suggestions

Add a validation checkpoint to the Instructions, e.g., a final step to verify the generated example compiles/runs and lint the deployment config before delivering it.

Reference examples.md from SKILL.md (or remove it), and remove or repurpose the unreferenced ARD.md and PRD.md, so every bundle file is discoverable from the entry point.

Tighten abstract steps such as 'Set auto-scaling parameters with appropriate min/max instance counts' by either giving concrete defaults inline or pointing to the specific reference section that contains them.

DimensionReasoningScore

Conciseness

The body is efficient and directive — terse numbered instructions, concrete prerequisites, and a compact error table — with only minor trimmable redundancy (the Overview largely restates the description), matching the anchor for efficient content with minor instances of over-explanation.

4 / 5

Actionability

It provides concrete commands ('gcloud services enable aiplatform.googleapis.com', 'roles/aiplatform.user', 'roles/run.developer'), named models (Gemini 2.5 Flash/Pro), and specific parameters (14-day state TTL, 2-10 instances), with the actual code patterns explicitly delegated to references/code-example-categories.md; minor gaps remain in steps like 'Set auto-scaling parameters with appropriate min/max instance counts', which stays abstract.

4 / 5

Workflow Clarity

The 10-step Instructions form a clear sequence, but there are no validation checkpoints (e.g., verify the generated example compiles or runs before delivery); the error-handling table is post-hoc recovery guidance, not in-flow checkpoints, matching the anchor for steps listed with validation gaps.

3 / 5

Progressive Disclosure

Five well-signaled references (code-example-categories.md, workflow.md, best-practices-applied.md, errors.md, example-interactions.md) all exist and are one level deep, but three bundle files (examples.md, ARD.md, PRD.md) are never referenced from SKILL.md and are unreachable from the entry point, matching the anchor for good structure with minor organization gaps.

4 / 5

Total

15

/

20

Passed

Description

62%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 clearly states what the skill does and gives explicit quoted trigger phrases in a distinct GCP-examples niche. Its weaknesses are single-verb capability coverage, narrow trigger-term variation, and a filler sentence ('Trigger with relevant phrases based on skill purpose') that adds nothing.

Suggestions

Replace the filler sentence 'Trigger with relevant phrases based on skill purpose' with additional natural trigger variations such as 'Vertex AI sample', 'Genkit flow', or 'Gemini example'.

State more of the skill's distinct actions beyond 'generate' (e.g., adapt templates to TypeScript/Python/Go, add security and monitoring configuration, produce deployment/Terraform configs) to strengthen capability specificity.

Broaden the 'Use when' clause to cover the full breadth of the named frameworks so Genkit or Vertex AI requests also match the stated triggers.

DimensionReasoningScore

Specificity

The only concrete action is 'Generate production-ready Google Cloud code examples'; 'ADK samples, Genkit templates, Vertex AI notebooks, and Gemini patterns' enumerate source content types rather than distinct actions, matching the anchor for a domain plus 1-2 concrete actions but not comprehensive coverage.

3 / 5

Completeness

It has a clear what ('Generate production-ready Google Cloud code examples from official repositories including ADK samples...') and an explicit 'Use when asked to' clause with quoted triggers, but the two narrow trigger phrases do not cover the breadth of the stated capabilities, fitting the anchor for both present with 'when' that could be more specific.

4 / 5

Trigger Term Quality

'show ADK example' and 'provide GCP starter kit' are natural user phrases, but coverage is narrow (no 'Vertex AI sample', 'Gemini example', 'Genkit flow') and the trailing 'Trigger with relevant phrases based on skill purpose' is vague filler, matching the anchor for some relevant keywords missing common variations.

3 / 5

Distinctiveness Conflict Risk

A clear GCP code-examples niche with distinctive triggers like 'show ADK example'/'provide GCP starter kit', but broad terms like 'Gemini patterns' leave minor overlap risk with general Gemini/cloud coding skills, matching 'mostly distinct; minor overlap risk'.

4 / 5

Total

14

/

20

Passed

Validation

87%

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

Validation — 14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

14

/

16

Passed

Repository

jeremylongshore/tons-of-skills-marketplace

Path

plugins/ai-ml/jeremy-gcp-starter-examples/skills/gcp-examples-expert/SKILL.md

Reviewed

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