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Agent Specifications

Agent Suite

Detailed specifications for each agent in our data management framework. Each agent is purpose-built for a specific domain within the data lifecycle.

Data Quality Profiler

dq-profiler

Statistical analysis and data characterization for enterprise data platforms. Profiles completeness, uniqueness, validity, consistency, and timeliness.

Model:sonnet
Tools:
ReadBashGlobGrep

Capabilities

  • Column-level statistics (mean, median, percentiles)
  • Pattern detection and format validation
  • Anomaly and outlier identification
  • Baseline generation for monitoring
  • Completeness and null analysis
  • Cardinality and uniqueness metrics

Outputs

Profiling reports (JSON)
Quality score cards
Baseline metrics
View full specification

Rule Recommender

dq-recommender

Generates data quality validation rules from profiling results. Outputs specifications compatible with Great Expectations, dbt-expectations, and Soda.

Model:sonnet
Tools:
ReadWriteBash

Capabilities

  • Automatic rule generation from profiles
  • Priority ranking (critical/high/medium/low)
  • Business justification for each rule
  • Multi-framework output support
  • Rule deduplication and optimization
  • Threshold calibration

Outputs

Great Expectations suites
dbt-expectations YAML
Soda checks
View full specification

Data Discovery

data-discovery

Crawls data sources to extract metadata, classify sensitive data, and build a searchable asset inventory for data cataloging.

Model:sonnet
Tools:
ReadBashGlobGrepmcp__postgres__query

Capabilities

  • Metadata extraction from databases
  • PII and sensitive data classification
  • Schema inference and documentation
  • Relationship and FK detection
  • Asset cataloging and tagging
  • Source system documentation

Outputs

Asset inventory (JSON)
Classification reports
Catalog entries
View full specification

Data Modeller

data-modeller

Designs Medallion and dimensional data models. Generates DDL scripts, dbt models, and ERD documentation from requirements.

Model:sonnet
Tools:
ReadWriteEditBashGlob

Capabilities

  • Medallion layer design (Bronze/Silver/Gold)
  • Dimensional modeling (Star/Snowflake)
  • DDL script generation
  • dbt model scaffolding
  • ERD documentation
  • Naming convention enforcement

Outputs

DDL scripts
dbt models
ERD diagrams
Model documentation
View full specification

Governance Checker

governance-checker

Classifies data sensitivity, maps regulatory requirements, and generates compliance reports for governance frameworks.

Model:sonnet
Tools:
ReadGrepGlob

Capabilities

  • Sensitivity classification (Public/Internal/Confidential/Restricted)
  • Regulatory mapping (GDPR, CCPA, HIPAA)
  • Data ownership assignment
  • Access control recommendations
  • Compliance gap analysis
  • Audit trail generation

Outputs

Compliance reports
Ownership matrix
Classification tags
View full specification

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