Data quality testing with dbt tests, Great Expectations, and monitoring.
/plugin marketplace add timequity/vibe-coder/plugin install vibe-coder@vibe-coderThis skill inherits all available tools. When active, it can use any tool Claude has access to.
| Dimension | Description | Test |
|---|---|---|
| Completeness | No missing values | NOT NULL, count checks |
| Uniqueness | No duplicates | UNIQUE, distinct counts |
| Validity | Values in range | Range checks, regex |
| Consistency | Matches across sources | Cross-table checks |
| Timeliness | Data is fresh | Freshness checks |
models:
- name: fct_orders
columns:
- name: order_id
tests:
- unique
- not_null
- name: status
tests:
- accepted_values:
values: ['pending', 'completed', 'cancelled']
- name: amount
tests:
- not_null
- dbt_utils.accepted_range:
min_value: 0
max_value: 1000000
-- tests/assert_positive_revenue.sql
select *
from {{ ref('fct_orders') }}
where amount < 0
- name: customer_id
tests:
- relationships:
to: ref('dim_customer')
field: customer_id
import great_expectations as gx
context = gx.get_context()
validator = context.sources.pandas_default.read_csv("data.csv")
validator.expect_column_values_to_not_be_null("order_id")
validator.expect_column_values_to_be_unique("order_id")
validator.expect_column_values_to_be_between("amount", 0, 1000000)
results = validator.validate()
This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.
This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command frontmatter", "organize commands", "create command with file references", "interactive command", "use AskUserQuestion in command", or needs guidance on slash command structure, YAML frontmatter fields, dynamic arguments, bash execution in commands, user interaction patterns, or command development best practices for Claude Code.
This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides comprehensive guidance for creating and implementing Claude Code plugin hooks with focus on advanced prompt-based hooks API.