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-profilerStatistical analysis and data characterization for enterprise data platforms. Profiles completeness, uniqueness, validity, consistency, and timeliness.
ReadBashGlobGrepCapabilities
- •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
Rule Recommender
dq-recommenderGenerates data quality validation rules from profiling results. Outputs specifications compatible with Great Expectations, dbt-expectations, and Soda.
ReadWriteBashCapabilities
- •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
Data Discovery
data-discoveryCrawls data sources to extract metadata, classify sensitive data, and build a searchable asset inventory for data cataloging.
ReadBashGlobGrepmcp__postgres__queryCapabilities
- •Metadata extraction from databases
- •PII and sensitive data classification
- •Schema inference and documentation
- •Relationship and FK detection
- •Asset cataloging and tagging
- •Source system documentation
Data Modeller
data-modellerDesigns Medallion and dimensional data models. Generates DDL scripts, dbt models, and ERD documentation from requirements.
ReadWriteEditBashGlobCapabilities
- •Medallion layer design (Bronze/Silver/Gold)
- •Dimensional modeling (Star/Snowflake)
- •DDL script generation
- •dbt model scaffolding
- •ERD documentation
- •Naming convention enforcement
Governance Checker
governance-checkerClassifies data sensitivity, maps regulatory requirements, and generates compliance reports for governance frameworks.
ReadGrepGlobCapabilities
- •Sensitivity classification (Public/Internal/Confidential/Restricted)
- •Regulatory mapping (GDPR, CCPA, HIPAA)
- •Data ownership assignment
- •Access control recommendations
- •Compliance gap analysis
- •Audit trail generation
Ready to Deploy These Agents?
Get started with our implementation guide or download the agent templates.