vertex-ai-pipeline-creator
Install with Tessl CLI
npx tessl i github:jeremylongshore/claude-code-plugins-plus-skills --skill vertex-ai-pipeline-creatorVertex Ai Pipeline Creator - Auto-activating skill for GCP Skills. Triggers on: vertex ai pipeline creator, vertex ai pipeline creator Part of the GCP Skills skill category.
Overall
score
19%
Does it follow best practices?
Validation for skill structure
Activation
7%This description is severely underdeveloped, essentially just restating the skill name without explaining what it actually does or when to use it. It lacks any concrete actions, meaningful trigger terms, or usage guidance that would help Claude select this skill appropriately from a larger skill set.
Suggestions
Add specific actions the skill performs, e.g., 'Creates and configures Vertex AI ML pipelines, defines pipeline components, sets up training and deployment workflows'
Include a 'Use when...' clause with natural trigger terms like 'ML pipeline', 'Kubeflow pipeline', 'training workflow', 'model deployment pipeline', 'Vertex AI'
Remove the duplicate trigger term and expand with variations users might actually say when needing this skill
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | The description only states 'Vertex Ai Pipeline Creator' without describing any concrete actions. There are no specific capabilities listed like 'creates pipelines', 'configures components', or 'deploys workflows'. | 1 / 3 |
Completeness | The description fails to answer 'what does this do' beyond the name, and provides no 'when to use' guidance. It only states category membership without explaining functionality or use cases. | 1 / 3 |
Trigger Term Quality | The trigger terms are just the skill name repeated twice ('vertex ai pipeline creator, vertex ai pipeline creator'). Missing natural variations users might say like 'ML pipeline', 'Kubeflow', 'training pipeline', 'GCP ML workflow'. | 1 / 3 |
Distinctiveness Conflict Risk | The 'Vertex AI' and 'Pipeline Creator' terms provide some specificity within GCP context, but without describing actual capabilities, it could conflict with other GCP or ML pipeline skills. | 2 / 3 |
Total | 5 / 12 Passed |
Implementation
0%This skill is essentially a placeholder with no actual content. It describes what a Vertex AI pipeline creator skill should do but provides zero actionable guidance, code examples, or workflow steps. The entire content could be replaced with actual Kubeflow/Vertex AI pipeline SDK code and component definitions.
Suggestions
Add executable Python code showing how to create a basic Vertex AI pipeline using the kfp SDK, including component definition and pipeline compilation
Include a clear workflow: 1) Define components, 2) Create pipeline function, 3) Compile to JSON, 4) Submit to Vertex AI with validation steps
Provide concrete examples of common pipeline patterns (training, batch prediction, data processing) with copy-paste ready code
Remove all generic boilerplate text ('provides automated assistance', 'follows best practices') and replace with specific Vertex AI pipeline configuration details
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is padded with generic boilerplate that explains nothing Claude doesn't already know. Phrases like 'provides automated assistance' and 'follows industry best practices' are meaningless filler with no actual information about Vertex AI pipelines. | 1 / 3 |
Actionability | There is zero concrete guidance - no code, no commands, no specific steps for creating Vertex AI pipelines. The content only describes what the skill claims to do without actually providing any executable instructions. | 1 / 3 |
Workflow Clarity | No workflow is defined at all. For a 'pipeline creator' skill, there should be clear steps for defining components, compiling pipelines, and submitting to Vertex AI, but none exist. | 1 / 3 |
Progressive Disclosure | The content is a monolithic block of vague descriptions with no references to detailed documentation, examples, or related files. There's no structure that would help Claude navigate to actual implementation details. | 1 / 3 |
Total | 4 / 12 Passed |
Validation
69%Validation — 11 / 16 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
description_trigger_hint | Description may be missing an explicit 'when to use' trigger hint (e.g., 'Use when...') | Warning |
allowed_tools_field | 'allowed-tools' contains unusual tool name(s) | Warning |
metadata_version | 'metadata' field is not a dictionary | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
body_steps | No step-by-step structure detected (no ordered list); consider adding a simple workflow | Warning |
Total | 11 / 16 Passed | |
Reviewed
Table of Contents
Is this your skill?
If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.