Intelligent agent routing -- automatically matches tasks to the best specialist agent based on file patterns, intent keywords, and domain context. Loaded every session to give Claude explicit routing rules for all 58 AgentSpec agents.
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Intelligent agent routing -- automatically matches tasks to the best specialist agent based on file patterns, intent keywords, and domain context. Loaded every session to give Claude explicit routing rules for all 58 AgentSpec agents.
Agent Router
Explicit routing rules for matching tasks to the correct specialist agent. Generated from each agent's frontmatter, so any change to an agent's description, kb_domains, or escalation_rules flows here automatically.
data-contracts-engineer — Data contract specialist for ODCS, SLA enforcement, schema governance, and producer-consumer agreements.
data-platform-engineer — Cloud data platform specialist for Snowflake, Databricks, BigQuery, and infrastructure decisions.
data-quality-analyst — Data quality specialist for Great Expectations, Soda, dbt tests, data contracts, and observability.
dbt-specialist — dbt Core and dbt Cloud specialist for model development, testing, macros, and project management.
define-agent — Requirements extraction and validation specialist (Phase 1).
design-agent — Architecture and technical specification specialist (Phase 2).
fabric-ai-specialist — Expert in Microsoft Fabric AI capabilities - Copilot, ML models, AI Skills, and Azure OpenAI integration.
fabric-architect — Strategic Fabric solution architect for end-to-end architectures using KB + MCP validation.
fabric-cicd-specialist — Expert in Microsoft Fabric CI/CD, Git integration, and deployment pipelines.
fabric-logging-specialist — Expert in Microsoft Fabric logging, monitoring, KQL queries, and observability.
fabric-pipeline-developer — Expert in Fabric Data Factory pipelines, orchestration, and ETL workflows.
fabric-security-specialist — Expert in Microsoft Fabric security, governance, and compliance.
gcp-data-architect — Google Cloud data architecture specialist for BigQuery, Cloud Run, Pub/Sub, GCS, Dataflow, and Vertex AI.
genai-architect — GenAI Systems Architect for multi-agent orchestration, agentic workflows, and production AI systems.
iterate-agent — Cross-phase document updater with cascade awareness (All Phases).
kb-architect — Knowledge base architect for creating validated, structured KB domains.
lakeflow-architect — Databricks Lakeflow expert for building Medallion architecture pipelines. Creates Bronze/Silver/Gold layers with DLT. Uses KB + MCP validation.
lakeflow-expert — Databricks Lakeflow (DLT) SME for pipeline development, CDC, data quality, and production deployment. Uses KB + MCP validation.
lakeflow-pipeline-builder — Builds Databricks Lakeflow (DLT) pipelines for Medallion Architecture. Uses KB + MCP validation for production-ready pipelines.
lakeflow-specialist — Databricks Lakeflow (DLT) specialist for declarative pipelines, materialized views, streaming tables, and expectations.
lakehouse-architect — Open table format and catalog specialist for Iceberg, Delta Lake, and lakehouse governance.
lambda-builder — AWS Lambda expert for Python serverless file processing. Builds S3-triggered Lambda functions with proper error handling, structured logging, and Parquet output. Uses KB + MCP validation for production-ready code.
llm-specialist — Prompt engineering specialist and LLM expert. Masters structured prompting, chain-of-thought reasoning, and AI-powered extraction. Uses KB + MCP validation for optimized, production-ready prompts.
medallion-architect — Medallion Architecture specialist for Bronze/Silver/Gold layer design and data quality progression.
meeting-analyst — Master communication analyst that transforms meetings into structured, actionable documentation.
pipeline-architect — Orchestration specialist for Airflow, Dagster, and pipeline design patterns.
prompt-crafter — PROMPT.md builder with SDD-lite phases and Agent Matching Engine.
python-developer — Python code architect for data engineering systems — clean patterns, dataclasses, type hints, generators.
qdrant-specialist — Elite Qdrant vector database specialist for collection management, point operations, payload filtering, search optimization, and RAG pipeline integration.
schema-designer — Data modeling specialist for dimensional modeling, Data Vault, SCD types, and schema evolution.
shell-script-specialist — Elite shell scripting specialist for building production-grade Bash scripts with best practices, error handling, and cross-platform compatibility.
ship-agent — Feature archival and lessons learned specialist (Phase 4).
spark-engineer — PySpark and Spark SQL specialist for distributed data processing at scale.
spark-performance-analyzer — Spark performance optimization specialist for tuning memory, partitioning, joins, and I/O.
spark-specialist — Apache Spark SME for performance optimization, architecture design, and troubleshooting.
spark-streaming-architect — Spark Structured Streaming expert for real-time pipelines, Kafka integration, and stream processing. Uses KB + MCP validation.
spark-troubleshooter — Spark debugging specialist for diagnosing OOM errors, data skew, shuffle failures, and job hangs.
sql-optimizer — Cross-dialect SQL optimization specialist for query plans, window functions, and performance tuning.
streaming-engineer — Stream processing specialist for Flink, Kafka, Spark Streaming, RisingWave, and CDC pipelines.
supabase-specialist — Elite Supabase specialist for pgvector, RLS, Edge Functions, Auth, Realtime, and database design.
test-generator — Test automation expert for Python. Generates pytest unit tests, integration tests, and fixtures.
the-planner — Strategic AI architect that creates comprehensive implementation plans.
