Agents
251 specialized AI agents
oss (24)
oss-agentic-engineer
Use this agent when designing a complete agent system from scratch, diagnosing a production agent failure, selecting between agentic frameworks, or architecting any system where memory, reasoning, too
oss-agents-engineer
Use this agent when building, debugging, or architecting multi-agent systems using CrewAI, AutoGen, or OpenAI Agents SDK. Handles agent role definition, task orchestration, inter-agent communication,
oss-airflow-engineer
Use this agent when building, orchestrating, or troubleshooting data pipelines with Apache Airflow (open-source). Handles DAG authoring (classic and TaskFlow API), operator and sensor selection, sched
oss-context-engineer
Use this agent when optimizing context window usage, designing agent memory architecture, fixing agents that forget information across sessions, improving RAG retrieval relevance, or managing token bu
oss-cv-engineer
Use this agent when building, training, or deploying computer vision models. Handles image classification, object detection (YOLO, Faster R-CNN, DETR), semantic/instance segmentation, pose estimation,
oss-dagster-engineer
Use this agent when building, orchestrating, or troubleshooting data pipelines with open-source Dagster 1.9+. Handles software-defined assets, ops and graphs, schedules and automation conditions, sens
oss-datahub-engineer
Use this agent when building, configuring, or troubleshooting metadata management on the open-source DataHub platform (0.14+). Handles metadata ingestion from multiple source platforms via recipes, cr
oss-dbt-engineer
Use this agent when building, configuring, or troubleshooting dbt Core projects. Handles project setup, model development across staging/intermediate/marts layers, incremental models, snapshots, testi
oss-dl-engineer
Use this agent when designing, training, or optimizing deep learning models using PyTorch, TensorFlow/Keras, or other deep learning frameworks. Handles neural network architecture design, training opt
oss-flink-engineer
Use this agent when building, optimizing, or troubleshooting real-time stream processing applications on Apache Flink (open source). Handles DataStream API stateful processing, Flink SQL continuous qu
oss-graph-engineer
Use this agent when building, debugging, or architecting knowledge graphs, graph databases, ontologies, or graph-powered retrieval systems. Handles Neo4j property graphs, graph data science algorithms
oss-kafka-engineer
Use this agent when building, optimizing, or troubleshooting Apache Kafka-based data pipelines and event-driven architectures. Handles producer/consumer development, topic design and partitioning, con
oss-lakehouse-formats-engineer
Use this agent when building, optimizing, or troubleshooting data lakehouse pipelines that use open table formats: Delta Lake, Apache Iceberg, or Apache Hudi. Handles table creation, MERGE upserts, co
oss-langchain-engineer
Use this agent when building, debugging, or architecting LLM-powered applications with LangChain and LangGraph. Handles chains, agents, retrieval-augmented generation, memory, output parsing, stateful
oss-llamaindex-engineer
Use this agent when building, debugging, or architecting LLM-powered applications with LlamaIndex. Handles index construction, query engines, RAG pipeline design, agent workflows, data connectors, doc
oss-ml-math-tutor
Use this agent when explaining the mathematical foundations behind machine learning and deep learning algorithms. Handles linear algebra, calculus, probability, statistics, optimization, information t
oss-ml-scientist
Use this agent when building, tuning, or evaluating classical machine learning models using scikit-learn, XGBoost, LightGBM, CatBoost, or other tabular ML frameworks. Handles algorithm selection, feat
oss-mlflow-engineer
Use this agent when building, operating, or troubleshooting ML lifecycle workflows using open-source MLflow 3.x. Handles experiment tracking, model packaging, model registry, model serving, MLflow Pro
oss-nlp-engineer
Use this agent when building, fine-tuning, or deploying natural language processing models. Handles text classification, named entity recognition, sentiment analysis, summarization, machine translatio
oss-openmetadata-engineer
Use this agent when configuring, extending, or troubleshooting an OpenMetadata 1.5+ data catalog deployment. Handles ingestion workflow setup with profiling, data quality test suites with incident man
oss-presto-engineer
Use this agent when writing, optimizing, or troubleshooting SQL queries on PrestoDB (Meta's fork), configuring connectors for multi-source data federation, or tuning PrestoDB cluster resources. Handle
oss-spark-engineer
Use this agent when building, optimizing, or troubleshooting Apache Spark applications on open-source infrastructure. Handles DataFrame and SQL pipelines, Catalyst optimizer tuning, Structured Streami
oss-superset-engineer
Use this agent when building Apache Superset dashboards, writing SQL Lab queries with Jinja templating, deploying Superset to production with Kubernetes and Celery, or configuring RBAC security with O
oss-trino-engineer
Use this agent when writing, optimizing, or deploying queries and infrastructure on open-source Trino. Handles distributed SQL analytics, connector configuration for federated queries across heterogen
telecom (11)
telecom-fraud-specialist
MUST BE USED when building ML-based fraud detection systems for telecom. Handles IRSF (International Revenue Share Fraud), SIM swap fraud, wangiri (one-ring) fraud, bypass/SIM box fraud, roaming fraud
telecom-governance-lead
MUST BE USED when handling telecom data privacy (GDPR/CCPA for CDR/location data), regulatory reporting requirements, lawful intercept compliance, data sovereignty and localization, data quality gover
telecom-network-analyst
MUST BE USED when building network KPI dashboards, capacity planning models, spectrum utilization analytics, energy analytics, anomaly detection, or traffic forecasting for telecom networks. Handles R
telecom-operations-analyst
MUST BE USED when building field workforce optimization, billing operations analytics, network-sales capacity alignment, contact center performance analysis, tower site management, interconnect settle
telecom-revenue-analyst
MUST BE USED when building revenue assurance, interconnect settlement, campaign performance analytics, dynamic pricing models, or roaming revenue analytics for telecom. Handles CDR reconciliation acro
telecom-sales-marketing-analyst
MUST BE USED when building subscriber acquisition analytics, plan optimization models, channel performance analysis, lifecycle marketing campaigns, or competitive intelligence from MNP data for teleco
telecom-data-domain-expert
Use this agent when you need telecom industry domain expertise for data projects: CDR record formats and mediation rules, billing and rating logic, network KPI definitions and aggregation rules, subsc
telecom-agentic-architect
MUST BE USED when designing autonomous multi-agent systems for telecom operations: self-healing networks, automated complaint resolution, autonomous fraud investigation, capacity planning agents, serv
telecom-ai-architect
MUST BE USED when designing AI/ML applications for telecom operations: network copilots, customer service AI, NOC assistants, contract analysis NLP, network planning AI, or code generation for telecom
telecom-customer-scientist
MUST BE USED when building churn prediction models, customer segmentation, CLV (Customer Lifetime Value) models, recommendation engines, customer experience analytics, call center analytics, or locati
telecom-data-engineer
MUST BE USED when building, optimizing, or troubleshooting telecom data pipelines. Handles CDR mediation, billing data processing, network PM counter pipelines, OSS/BSS integration, roaming data excha
healthcare (10)
healthcare-imaging-ai-engineer
Use this agent when you need to build medical imaging AI systems -- training and deploying deep learning models for diagnostic imaging (radiology, pathology, dermatology, ophthalmology), DICOM data pi
healthcare-interoperability-specialist
Use this agent when you need to design and implement healthcare interoperability solutions -- FHIR server configuration, TEFCA/QHN connectivity, clinical terminology mapping (SNOMED CT to ICD-10, LOIN
healthcare-analytics-engineer
Use this agent when you need to build healthcare analytics solutions -- population health analytics, HEDIS quality measure calculation, CMS Star Ratings optimization, revenue cycle analytics, claims d
healthcare-clinical-ml-engineer
Use this agent when you need to build clinical machine learning models -- hospital readmission prediction, clinical decision support systems, sepsis early warning, patient risk stratification, mortali
healthcare-clinical-nlp-specialist
Use this agent when you need to build clinical natural language processing systems -- extracting structured data from clinical notes, discharge summaries, pathology reports, radiology reports, or oper
healthcare-compliance-architect
Use this agent when you need to design and implement healthcare regulatory compliance infrastructure -- HIPAA technical safeguards, clinical data de-identification pipelines, patient consent managemen
healthcare-data-engineer
Use this agent when you need to build data pipelines for healthcare systems -- FHIR ingestion, HL7v2 message processing, EDI claims pipelines (837/835), clinical data warehouse construction, OMOP CDM
healthcare-operations-analyst
Use this agent when you need to build analytics for healthcare operational domains -- clinical workforce scheduling, revenue cycle management, regulatory compliance, pharmacy supply chain, patient exp
healthcare-revenue-cycle-agent
Use this agent when you need to build intelligent revenue cycle management workflows -- automated prior authorization, claims optimization, denial prevention and management, AI-assisted medical coding
healthcare-sales-marketing-analyst
Use this agent when you need to build analytics for pharmaceutical or medical device commercial operations -- HCP engagement optimization, KOL management, territory alignment, payer contracting, patie
banking (10)
banking-agentic-workflow-designer
Use this agent when you need to design autonomous agent workflows for banking operations -- KYC verification chains, fraud investigation orchestration, credit decisioning pipelines, compliance monitor
banking-ai-solutions-architect
Use this agent when you need to design GenAI and agentic AI solutions for banking -- RAG architectures for regulatory knowledge, document understanding pipelines for loan processing, conversational ba
banking-compliance-governance-lead
Use this agent when you need banking data governance and compliance expertise -- PII classification, data lineage for regulatory reporting, GDPR/CCPA compliance, model risk management under SR 11-7, d
banking-data-domain-expert
Use this agent when you need banking domain specifications -- data models, BIAN service domain decomposition, ISO 20022 message schemas, FIBO ontology mappings, dimensional models, Data Vault patterns
banking-data-engineer
Use this agent when you need to build data pipelines for banking systems -- CDC from core banking platforms, real-time payment processing, Customer 360 integration, Open Banking API ingestion, or main
banking-ml-engineer
Use this agent when you need to build, deploy, or validate machine learning models for banking use cases -- credit scoring, fraud detection, AML monitoring, churn prediction, propensity modeling, or c
banking-regulatory-reporting-analyst
Use this agent when you need banking regulatory reporting pipelines -- Basel III/IV capital calculations, IFRS 9 expected credit loss models, stress testing frameworks, Pillar 3 disclosure generation,
banking-risk-analytics-engineer
Use this agent when you need to build risk calculation engines, VaR models, stress testing frameworks, or regulatory risk analytics for banking portfolios. This agent specializes in credit, market, op
banking-operations-analyst
Use this agent when you need analytics for internal banking operations -- branch network optimization, regulatory exam readiness, loan operations efficiency, treasury ALM operations, contact center an
banking-sales-marketing-analyst
Use this agent when you need analytics for banking sales and marketing operations -- relationship manager portfolio management, commercial lending pipeline tracking, branch sales performance, cross-se
fintech (10)
fintech-sales-marketing-analyst
Use this agent when you need to build sales and marketing analytics systems for fintech platforms -- PLG funnels, monetization pipelines, acquisition cost optimization, referral programs, compliant ma
fintech-wealthtech-engineer
Use this agent when you need to build data platforms for wealthtech and investment technology -- robo-advisory engines, portfolio analytics pipelines, automated rebalancing systems, trading agent arch
fintech-compliance-engineer
Use this agent when you need to build data pipelines and systems for fintech regulatory compliance -- PCI DSS 4.0 data security controls, PSD2/PSD3 open banking compliance, SOX financial reporting con
fintech-customer-intelligence
Use this agent when you need to build customer intelligence and analytics systems for fintech platforms -- customer segmentation, churn prediction, lifetime value modeling, spending insights, personal
fintech-fraud-risk-specialist
Use this agent when you need to build real-time fraud detection systems, AML transaction monitoring pipelines, sanctions screening infrastructure, KYC/identity verification workflows, or graph-based n
fintech-genai-engineer
Use this agent when you need to build generative AI and agentic systems for fintech -- conversational banking assistants, financial document AI pipelines, compliance automation with LLMs, credit memo
fintech-lending-specialist
Use this agent when you need to build end-to-end lending and BNPL data platforms -- credit scoring models, underwriting decision engines, loan origination pipelines, collections optimization, portfoli
fintech-operations-analyst
Use this agent when you need to build operations analytics systems for fintech platforms -- regulatory reporting, KYC onboarding, money movement, partner bank operations, app performance, dispute mana
fintech-payment-engineer
Use this agent when you need to build payment processing data pipelines for fintech platforms -- ISO 20022 message parsing, real-time transaction streaming, settlement reconciliation, payment ledger d
fintech-platform-engineer
Use this agent when you need to build core data platform infrastructure for fintech companies -- neobank data models, Banking-as-a-Service (BaaS) data architecture, open banking API ingestion, embedde
insurance (10)
insurance-operations-analyst
Use this agent when you need to build analytics for insurance back-office operations -- commission accounting, regulatory compliance, agency management, claims operations, producer onboarding, policy
insurance-regulatory-compliance
Use this agent when you need to build regulatory compliance systems for insurance -- NAIC statutory reporting, IFRS 17, Solvency II, PII governance, HIPAA compliance, model risk management, data linea
insurance-sales-marketing-analyst
Use this agent when you need to analyze insurance distribution performance, agent productivity, marketing campaign effectiveness, or policyholder engagement -- including agent scorecards, channel opti
insurance-specialty-products
Use this agent when you need to build data systems for specialty insurance products -- parametric insurance triggers, catastrophe response analytics, catastrophe modeling, reinsurance data management,
insurance-underwriting-ml
Use this agent when you need to build ML models for insurance underwriting -- risk scoring, pricing optimization, catastrophe modeling, or underwriting decision support. This agent provides the machin
insurance-health-specialist
Use this agent when you need to build health insurance-specific data systems -- medical claims ML, clinical document summarization, FHIR data integration, or HIPAA-compliant health data pipelines. Thi
insurance-actuarial-analyst
Use this agent when you need to build actuarial analytics and reporting pipelines -- reserving analysis, IFRS 17 calculations, solvency reporting, combined ratio analysis, loss triangle development, o
insurance-claims-intelligence
Use this agent when you need to build claims analytics and AI systems -- fraud detection, claims triage, NLP analysis of claim documents, automated claims processing, or subrogation recovery optimizat
insurance-customer-analytics
Use this agent when you need to build customer analytics for insurance -- churn prediction, customer 360 profiles, distribution channel analytics, customer AI assistants, or telematics-based behavior
insurance-data-engineer
Use this agent when you need to build data pipelines for insurance systems -- policy administration CDC, claims ETL, telematics ingestion, ACORD message processing, legacy system migration, or regulat
insurtech (10)
insurtech-agentic-builder
MUST BE USED when building autonomous multi-agent systems for InsurTech workflows including claims processing agents, underwriting decision agents, renewal management agents, compliance monitoring age
insurtech-ai-engineer
MUST BE USED when building InsurTech generative AI and LLM applications including AI-powered quoting assistants, claims chatbots, automated document generation, underwriting narrative synthesis, and c
insurtech-analytics-engineer
MUST BE USED when building InsurTech analytics and business intelligence including conversion funnel analysis, customer acquisition cost and lifetime value metrics, claims cycle efficiency, customer e
insurtech-data-engineer
MUST BE USED when building InsurTech data pipelines including real-time quoting engines, claims intake workflows, telematics streaming, comparison engine data flows, bordereaux processing, and partner
insurtech-governance-specialist
MUST BE USED when implementing InsurTech governance including GDPR and privacy compliance for insurance data, algorithmic fairness auditing for pricing and underwriting models, regulatory sandbox mana
insurtech-ml-engineer
MUST BE USED when building InsurTech machine learning models including dynamic pricing algorithms, fraud detection systems, telematics driving scores, cyber risk quantification, customer lifetime valu
insurtech-operations-analyst
MUST BE USED when building InsurTech operational analytics including carrier API integration monitoring, regulatory filing tracking, automated underwriting engine performance, claims automation effici
insurtech-platform-architect
MUST BE USED when designing InsurTech platform architecture including API-first distribution, microservices decomposition, event-driven systems, multi-carrier integration, and white-label infrastructu
insurtech-product-engineer
MUST BE USED when building InsurTech product-specific platforms including peer-to-peer insurance pools, parametric smart contract systems, cyber insurance underwriting platforms, usage-based insurance
insurtech-sales-marketing-analyst
MUST BE USED when building InsurTech sales and marketing analytics including embedded distribution performance, comparison funnel optimization, digital underwriting conversion, partner acquisition pip
commodity (10)
commodity-agentic-architect
Use this agent when you need to design autonomous AI agents for commodity trading -- algorithmic trading agents, risk monitoring agents, settlement operations agents, logistics optimization agents, or
commodity-ai-engineer
Use this agent when you need to build GenAI/LLM applications for commodity trading -- market intelligence generation, regulatory compliance assistants, trade documentation automation, or risk reportin
commodity-analytics-engineer
Use this agent when you need to build analytics for commodity trading operations -- P&L dashboards, risk reporting, physical operations analytics, market analytics, carbon/ESG analytics, regulatory co
commodity-data-engineer
Use this agent when you need to build data pipelines for commodity trading systems -- market data ingestion from exchanges (CME, ICE, LME), ETRM/CTRM trade capture, forward curve construction, physica
commodity-energy-specialist
Use this agent when you need energy-specific commodity trading expertise -- power market analytics, natural gas pipeline and storage optimization, renewable energy integration, carbon market analysis,
commodity-governance-lead
Use this agent when you need to implement governance and compliance frameworks for commodity trading -- market abuse surveillance, position limit compliance, ISDA documentation management, clearing an
commodity-metals-specialist
Use this agent when you need metals-specific commodity trading expertise -- LME trading analytics, base metals warehouse management, precious metals operations, mining sector analysis, physical premiu
commodity-ml-engineer
Use this agent when you need to build ML models for commodity trading -- price forecasting, spread prediction, demand forecasting, anomaly detection, portfolio optimization, weather-demand modeling, q
commodity-operations-analyst
Use this agent when you need to build or optimize commodity trading operations -- middle office trade validation, back office settlement, physical scheduling (pipeline nominations, vessel chartering),
commodity-sales-marketing-analyst
Use this agent when you need to build sales and marketing analytics for commodity trading operations -- origination pipeline tracking, structured product sales analytics, client relationship managemen
mfg (10)
mfg-analytics-engineer
MUST BE USED when building manufacturing analytics solutions -- OEE dashboards, SPC control chart systems, yield analytics, downtime Pareto analysis, production planning analytics, cost variance repor
mfg-computer-vision-engineer
MUST BE USED when building computer vision systems for manufacturing inspection -- automated visual inspection, defect detection and classification, dimensional measurement, surface quality assessment
mfg-data-integration-engineer
MUST BE USED when integrating manufacturing data systems -- MES, ERP, SCADA, PLM, and IoT platforms -- into a unified data architecture. Handles ISA-95 level mapping, OPC UA server configuration, B2MM
mfg-genai-solutions-architect
MUST BE USED when designing generative AI solutions for manufacturing -- troubleshooting assistants, maintenance copilots, automated work instruction generation, quality report generation, design assi
mfg-iot-pipeline-architect
MUST BE USED when designing or building IoT sensor data pipelines for manufacturing -- edge computing, streaming ingestion, time-series storage, OPC UA data collection, and sensor data contextualizati
mfg-ml-engineer
MUST BE USED when building machine learning models for manufacturing use cases -- predictive maintenance, quality prediction, anomaly detection, root cause analysis, demand forecasting, production sch
mfg-operations-analyst
MUST BE USED when building manufacturing operations analytics beyond the production floor -- S&OP demand planning, warranty claims operations, engineering change order (ECO) impact analysis, supplier
mfg-quality-compliance-engineer
MUST BE USED when building data systems that must comply with manufacturing quality and regulatory standards -- FDA 21 CFR Part 11 for electronic records and signatures, GMP (Good Manufacturing Practi
mfg-sales-marketing-analyst
MUST BE USED when building manufacturing sales or marketing analytics -- CPQ (Configure-Price-Quote) analytics, dealer/distributor management, B2B pipeline tracking, aftermarket spare parts analytics,
mfg-supply-chain-data-engineer
MUST BE USED when building data pipelines and analytics for manufacturing supply chain operations -- supplier integration, material traceability, demand planning, inventory optimization, logistics tra
edtech (10)
edtech-agentic-engineer
>
edtech-ai-content-engineer
>
edtech-analytics-engineer
>
edtech-compliance-engineer
>
edtech-data-engineer
>
edtech-integrity-engineer
>
edtech-ml-engineer
>
edtech-operations-analyst
>
edtech-platform-architect
>
edtech-sales-marketing-analyst
>
edu (10)
edu-ai-learning-engineer
MUST BE USED when building AI tutoring systems (Socratic dialogue, adaptive practice), content generation engines for education, student-facing chatbots, accessibility AI tools, AI-powered curriculum
edu-assessment-scientist
MUST BE USED when implementing Item Response Theory (IRT) models for test calibration, building computer adaptive testing (CAT) engines, designing automated essay scoring systems, constructing assessm
edu-compliance-governance-engineer
MUST BE USED when implementing FERPA or COPPA compliance programs, building privacy-preserving data pipelines for education, designing state reporting systems with disclosure control, governing resear
edu-data-integration-engineer
MUST BE USED when building data integrations between education systems (SIS, LMS, ERP), implementing Ed-Fi or CEDS data standards, designing xAPI/Caliper learning event pipelines, configuring LTI tool
edu-data-warehouse-architect
MUST BE USED when designing education data warehouses or lakehouses, building CEDS-aligned dimensional models, implementing medallion architecture for education data, constructing ETL/ELT pipelines fo
edu-enrollment-marketing-analyst
MUST BE USED when building enrollment funnel analytics, yield prediction models, recruitment marketing attribution, financial aid leveraging optimization, transfer pipeline analysis, international rec
edu-institutional-operations-analyst
MUST BE USED when building faculty workload analytics, facility utilization dashboards, accreditation compliance tracking, financial aid operations workflow analysis, student retention intervention an
edu-institutional-research-analyst
MUST BE USED when building IPEDS reporting pipelines, accreditation analytics and self-study evidence, enrollment and retention analytics, financial aid effectiveness analysis, facility utilization st
edu-learning-analytics-engineer
MUST BE USED when building learning analytics dashboards, processing LMS engagement data, implementing xAPI or Caliper analytics pipelines, designing course evaluation text analytics, creating engagem
edu-predictive-analytics-engineer
MUST BE USED when building early warning systems for student retention, student success prediction models, enrollment forecasting, course recommendation engines, adaptive learning path optimization, o
airline (9)
airline-agentic-architect
Use this agent when you need to build airline data systems for revenue mgmt, disruption mgmt, maintenance planning, customer recovery agents. This agent provides domain expertise for the airline indus
airline-ai-engineer
Use this agent when you need to build airline data systems for customer chatbot, ops copilot, maintenance docs, revenue copilot, crew communication. This agent provides domain expertise for the airlin
airline-analytics-engineer
Use this agent when you need to build airline data systems for revenue mgmt, network planning, otp, fuel, customer, maintenance analytics. This agent provides domain expertise for the airline industry
airline-data-engineer
Use this agent when you need to build airline data systems for reservation, flight ops, schedule, revenue accounting, maintenance, loyalty pipelines. This agent provides domain expertise for the airli
airline-governance-lead
Use this agent when you need to build airline data systems for safety/regulatory compliance, consumer protection, pnr privacy, emissions. This agent provides domain expertise for the airline industry,
airline-ml-engineer
Use this agent when you need to build airline data systems for revenue optimization, delay prediction, crew scheduling, predictive maintenance. This agent provides domain expertise for the airline ind
airline-operations-analyst
Use this agent when you need to build airline data systems for airport, crew, mro, cargo, catering, fuel management operations. This agent provides domain expertise for the airline industry, understan
airline-revenue-management-specialist
Use this agent when you need to build airline data systems for fare class optimization, inventory control, o&d revenue management. This agent provides domain expertise for the airline industry, unders
airline-sales-marketing-analyst
Use this agent when you need to build airline data systems for corporate sales, distribution, cargo, loyalty, destination marketing. This agent provides domain expertise for the airline industry, unde
ecommerce (9)
ecommerce-agentic-architect
>
ecommerce-analytics-engineer
Use this agent when you need to build analytics and reporting for ecommerce platforms -- conversion funnels, cohort analysis, revenue dashboards, marketing attribution models, A/B testing frameworks,
ecommerce-customer-intelligence
>
ecommerce-data-engineer
Use this agent when you need to build data pipelines for ecommerce platforms -- clickstream collection, event streaming architectures, dimensional models for product catalogs and orders, marketplace A
ecommerce-fraud-specialist
>
ecommerce-genai-engineer
>
ecommerce-ml-engineer
Use this agent when you need to build machine learning systems for ecommerce platforms -- recommendation engines, search ranking models, dynamic pricing algorithms, demand forecasting, personalization
ecommerce-operations-analyst
Use this agent when you need to analyze ecommerce operations including fulfillment efficiency, returns management, marketplace operations, content quality, pricing intelligence, customer service perfo
ecommerce-sales-marketing-analyst
Use this agent when you need to analyze ecommerce sales performance, merchandising effectiveness, marketing campaign optimization, or growth marketing strategy. This agent covers category and SKU anal
travel (8)
travel-agentic-architect
MUST BE USED when designing autonomous agent systems for hospitality including revenue management agents, guest experience orchestration, OTA channel management, housekeeping optimization, and mainten
travel-ai-engineer
MUST BE USED when building GenAI and LLM applications for hospitality including travel planning assistants, guest communication automation, review response generation, content creation, and concierge
travel-analytics-engineer
MUST BE USED when building revenue management dashboards, guest analytics, channel performance analysis, F&B analytics, competitive benchmarking, or any analytical workload for hotels and travel organ
travel-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines for hotels, resorts, tour operators, and travel organizations. Handles PMS integration (Opera, Mews, Cloudbeds), channel manag
travel-governance-lead
MUST BE USED when implementing data governance, privacy compliance, regulatory reporting, or security standards for hotels and travel organizations. Handles PCI DSS compliance for hospitality payment
travel-ml-engineer
MUST BE USED when building machine learning models for hospitality including dynamic pricing, demand forecasting, cancellation prediction, guest segmentation, review sentiment analysis, upsell propens
travel-operations-analyst
MUST BE USED when analyzing or optimizing hotel operations including housekeeping, food and beverage, spa and amenities, staff scheduling, energy and sustainability, property maintenance, guest servic
travel-sales-marketing-analyst
MUST BE USED when analyzing hotel sales performance, marketing effectiveness, loyalty programs, or distribution strategy. Handles group sales pipeline management (MICE, weddings, corporate accounts),
agriculture (8)
agriculture-agentic-architect
Use this agent when you need to design autonomous AI agent systems for agricultural operations -- precision application agents, irrigation management agents, livestock health monitoring agents, commod
agriculture-ai-engineer
Use this agent when you need to build GenAI and LLM applications for agriculture -- farm advisor chatbots, regulatory compliance assistants, market intelligence AI, automated report generation, or any
agriculture-analytics-engineer
Use this agent when you need to build analytics solutions for agricultural operations -- farm management dashboards, agronomic analytics, equipment performance reporting, livestock metrics, market ana
agriculture-data-engineer
Use this agent when you need to build data pipelines for agricultural systems -- precision ag machine data ingestion, satellite imagery processing, weather data integration, soil data pipelines, lives
agriculture-governance-lead
Use this agent when you need to implement data governance, regulatory compliance, or data quality frameworks for agricultural data -- USDA reporting, EPA chemical compliance, FSMA food safety traceabi
agriculture-ml-engineer
Use this agent when you need to build ML models for agricultural applications -- crop yield prediction, disease detection from imagery, weed identification, soil health modeling, livestock health moni
agriculture-operations-analyst
Use this agent when you need to build analytics for agricultural internal operations -- fleet and equipment management, seasonal labor planning, grain elevator operations, cooperative management, chem
agriculture-sales-marketing-analyst
Use this agent when you need to build analytics for agricultural sales and marketing operations -- dealer and distributor performance, grower CRM and segmentation, equipment sales pipeline, input book
legal (8)
legal-agentic-architect
Use this agent when you need to work on Due diligence, contract negotiation, regulatory compliance, matter intake agents in legal services. This agent provides deep domain expertise for legal industry
legal-ai-engineer
Use this agent when you need to work on Contract drafting, research assistant, brief drafting, due diligence AI in legal services. This agent provides deep domain expertise for legal industry data eng
legal-analytics-engineer
Use this agent when you need to work on Financial performance, matter profitability, practice group, client analytics in legal services. This agent provides deep domain expertise for legal industry da
legal-business-development-analyst
Use this agent when you need to work on Client development, thought leadership, RFP analytics in legal services. This agent provides deep domain expertise for legal industry data engineering, analytic
legal-data-engineer
Use this agent when you need to work on Matter management, billing, DMS, eDiscovery, court data pipelines in legal services. This agent provides deep domain expertise for legal industry data engineeri
legal-governance-lead
Use this agent when you need to work on Privilege, data retention, cybersecurity, client privacy, billing compliance in legal services. This agent provides deep domain expertise for legal industry dat
legal-ml-engineer
Use this agent when you need to work on Contract analytics, litigation prediction, document review, expertise matching in legal services. This agent provides deep domain expertise for legal industry d
legal-operations-analyst
Use this agent when you need to work on Conflicts, matter intake, docket, court filing, records management in legal services. This agent provides deep domain expertise for legal industry data engineer
retail (8)
retail-agentic-architect
Use this agent when you need to design autonomous AI agents for retail operations -- replenishment agents, dynamic pricing agents, markdown optimization agents, store operations agents, or customer re
retail-ai-engineer
Use this agent when you need to build GenAI and LLM-powered solutions for retail -- product description generation, visual search, customer service chatbots, merchandising copilots, or supplier commun
retail-analytics-engineer
Use this agent when you need to build analytics solutions for retail -- store performance dashboards, category management analytics, inventory KPIs, promotion effectiveness measurement, customer analy
retail-data-engineer
Use this agent when you need to build data pipelines for retail systems -- POS transaction ingestion, inventory data from WMS, product master data management, loyalty/CRM integration, supplier EDI pro
retail-governance-lead
Use this agent when you need to implement data governance, compliance, and quality frameworks for retail -- PCI DSS compliance for payment data, GDPR/CCPA for customer loyalty data, product safety and
retail-ml-engineer
Use this agent when you need to build machine learning models for retail -- demand forecasting, dynamic pricing, recommendation engines, assortment optimization, customer segmentation, shrinkage predi
retail-operations-analyst
Use this agent when you need to build operations analytics for retail -- labor scheduling optimization, loss prevention analytics, vendor compliance management, store facility management, inventory op
retail-sales-marketing-analyst
Use this agent when you need to build sales and marketing analytics solutions for retail -- campaign attribution, personalization engines, loyalty program analytics, store-level sales performance, ass
scl (8)
scl-agentic-architect
MUST BE USED when designing autonomous AI agents for supply chain and logistics -- procurement agents that monitor inventory and generate POs, exception management agents that detect disruptions and t
scl-ai-engineer
MUST BE USED when building GenAI and LLM-powered solutions for supply chain and logistics -- document processing (BOL, customs declarations, packing lists), supply chain copilot for natural language q
scl-analytics-engineer
MUST BE USED when building supply chain analytics solutions -- control tower dashboards, transportation analytics, warehouse KPIs, inventory optimization, supplier performance scorecards, network desi
scl-data-engineer
MUST BE USED when building data pipelines for supply chain and logistics systems -- EDI transaction processing, shipment tracking, WMS/TMS integration, IoT cold chain monitoring, and cross-border logi
scl-governance-lead
MUST BE USED when implementing data governance and compliance frameworks for supply chain and logistics -- customs and trade compliance (HS codes, FTA, denied party screening, export controls), food a
scl-ml-engineer
MUST BE USED when building machine learning models for supply chain and logistics -- demand sensing, ETA prediction, route optimization, warehouse slotting, supply chain risk prediction, freight rate
scl-operations-analyst
MUST BE USED when building internal operations analytics for supply chain and logistics companies -- freight audit and payment, warehouse labor management, carrier relationship operations, customs com
scl-sales-marketing-analyst
MUST BE USED when building sales and marketing analytics for supply chain and logistics companies -- 3PL sales pipeline management, freight brokerage sales analytics, customer onboarding tracking, dem
hr (8)
hr-agentic-architect
Use this agent when you need to work on HR/HCM onboarding orchestration tasks. This agent provides domain expertise for Onboarding orchestration, Benefits enrollment automation, Leave management and
hr-ai-engineer
Use this agent when you need to work on HR/HCM job description generation tasks. This agent provides domain expertise for Job description generation, Interview question and rubric design, Employee s
hr-analytics-engineer
Use this agent when you need to work on HR/HCM workforce planning and headcount analytics tasks. This agent provides domain expertise for Workforce planning and headcount analytics, Compensation anal
hr-data-engineer
Use this agent when you need to work on HR/HCM hris platforms (workday tasks. This agent provides domain expertise for HRIS platforms (Workday, SAP SuccessFactors, Oracle HCM.
hr-governance-lead
Use this agent when you need to work on HR/HCM us labor law (flsa tasks. This agent provides domain expertise for US labor law (FLSA, ADA, FMLA.
hr-ml-engineer
Use this agent when you need to work on HR/HCM employee attrition and retention modeling tasks. This agent provides domain expertise for Employee attrition and retention modeling, Skills and competen
hr-operations-analyst
Use this agent when you need to work on HR/HCM hr shared services and service delivery tasks. This agent provides domain expertise for HR shared services and service delivery, Payroll processing and
hr-talent-marketing-analyst
Use this agent when you need to work on HR/HCM employer branding and evp measurement tasks. This agent provides domain expertise for Employer branding and EVP measurement, Recruitment marketing and j
aws (7)
aws-ai-engineer
MUST BE USED when building AI agents, RAG systems, or GenAI applications on AWS. Handles Amazon Bedrock (foundation models via Converse API, Bedrock Agents with action groups, Knowledge Bases for mana
aws-analytics-engineer
Use this agent when building SQL analytics, data warehouses, dashboards, or self-service BI experiences on AWS. Handles Redshift/Redshift Serverless, Athena, QuickSight, dbt-redshift/dbt-athena, Glue
aws-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on AWS. Handles medallion architecture (Bronze/Silver/Gold), Glue ETL, Iceberg tables, streaming ingestion, incremental proces
aws-devops-engineer
Use this agent when building CI/CD pipelines, deployment automation, container management, operational monitoring, or serverless orchestration for data and AI workloads on AWS. Handles CodePipeline an
aws-governance-lead
Use this agent when implementing data governance, managing data access policies, setting up data cataloging and sharing, or ensuring compliance on AWS. Handles Lake Formation fine-grained access contr
aws-ml-engineer
Use this agent when training, deploying, or monitoring machine learning models on AWS SageMaker. Handles SageMaker training jobs, real-time/batch endpoints, SageMaker Pipelines, experiment tracking wi
aws-platform-admin
Use this agent when managing AWS platform infrastructure, security, networking, identity, cost controls, or compliance. Handles multi-account Organizations, IAM Identity Center, VPC networking, Transi
azure (7)
azure-ai-engineer
MUST BE USED when building generative AI applications, RAG systems, or AI agents on Microsoft Azure. Handles Azure OpenAI Service (GPT-4o, GPT-4, embedding models), Azure AI Search for vector and hybr
azure-analytics-engineer
Use this agent when building semantic layers, optimizing SQL performance, creating BI solutions, or implementing analytics patterns on Azure. Handles Synapse SQL pools, Fabric Warehouse, Power BI sema
azure-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on Azure. Handles medallion architecture (Bronze/Silver/Gold), Data Factory, Synapse Analytics, Event Hubs, ADLS Gen2, Fabric
azure-devops-engineer
Use this agent when building CI/CD pipelines with Azure DevOps, managing infrastructure as code with Terraform on Azure, containerizing workloads with ACR and AKS, implementing serverless architecture
azure-governance-lead
Use this agent when implementing data governance, managing data cataloging with Purview, enforcing compliance with Azure Policy, ensuring data quality, or managing access controls across Azure data pl
azure-ml-engineer
Use this agent when training, deploying, or monitoring machine learning models on Azure Machine Learning. Handles training pipelines, managed online/batch endpoints, experiment tracking with MLflow, F
azure-platform-admin
Use this agent when managing Azure platform infrastructure, identity and access with Entra ID, network architecture with VNets and private endpoints, cost governance with budgets and advisor, subscrip
data (7)
data-BA
>
data-architect
>
data-code-reviewer
>
data-platform-orchestrator
MUST BE USED when a request involves multiple platforms, is ambiguous about which specialist to use, or requires coordinating across data engineering, governance, ML, and DevOps concerns simultaneousl
data-pm
>
data-scrum-master
>
data-tester
>
databricks (7)
databricks-ai-engineer
MUST BE USED when building AI agents, RAG systems, or GenAI applications on Databricks. Handles Agent Bricks (Knowledge Assistant, Supervisor Agent), RAG pipelines with Vector Search, AI Gateway confi
databricks-analytics-engineer
Use this agent when building SQL analytics, dashboards, semantic layers, or business user experiences on Databricks. Handles SQL warehouses, Lakeview dashboards, Genie rooms, dbt transformations, AI F
databricks-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on Databricks. Handles medallion architecture (Bronze/Silver/Gold), Lakeflow Declarative Pipelines (DLT), streaming ingestion,
databricks-devops-engineer
Use this agent when deploying, testing, or monitoring Databricks workloads through CI/CD pipelines. Handles Databricks Asset Bundles (DABs), CI/CD with GitHub Actions/Azure DevOps, environment promoti
databricks-governance-lead
Use this agent when implementing data governance, managing Unity Catalog, setting up data sharing, or ensuring compliance on Databricks. Handles Unity Catalog federation and lineage, data classificati
databricks-ml-engineer
Use this agent when training, deploying, or monitoring machine learning models on Databricks. Handles MLflow experiment tracking, Unity Catalog model registry, feature engineering, distributed trainin
databricks-platform-admin
Use this agent when managing Databricks workspace configuration, security, networking, identity, cost controls, or compliance. Handles workspace administration, IAM/SCIM, Private Link networking, Terr
gcp (7)
gcp-ai-engineer
MUST BE USED when building GenAI applications, AI agents, or RAG systems on Google Cloud Platform. Handles Gemini API integration, Google Agent Development Kit (ADK), Vertex AI Agents, RAG pipelines w
gcp-analytics-engineer
Use this agent when building analytics workflows, SQL transformations, BI dashboards, or semantic layers on Google Cloud Platform. Handles Dataform (dbt-like SQL transformations), Looker dashboards an
gcp-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on Google Cloud Platform. Handles medallion architecture (Bronze/Silver/Gold) on BigQuery, Dataflow batch and streaming pipeli
gcp-devops-engineer
Use this agent when building CI/CD pipelines, deployment automation, infrastructure monitoring, or operational tooling for data and AI workloads on Google Cloud Platform. Handles Cloud Build pipelines
gcp-governance-lead
Use this agent when implementing data governance, data quality, privacy protection, or compliance frameworks on Google Cloud Platform. Handles Dataplex for data discovery and quality, Cloud DLP for se
gcp-ml-engineer
Use this agent when training, deploying, or managing machine learning models on Google Cloud Vertex AI. Handles model training (custom and AutoML), model serving and prediction endpoints, Vertex AI Pi
gcp-platform-admin
Use this agent when managing GCP project configuration, security, networking, identity, cost controls, or compliance for data and AI workloads. Handles IAM and security hardening, VPC Service Controls
ibm (7)
ibm-ai-engineer
'MUST BE USED when building generative AI applications, RAG systems, or AI agents on IBM watsonx. Handles watsonx.ai foundation model inference (Granite, Llama, Mixtral), RAG pipelines with watsonx.ai
ibm-analytics-engineer
'Use this agent when building BI dashboards, reports, and analytics on IBM. Handles Cognos Analytics dashboards with AI assistant, Cognos reporting with dimensional modeling, watsonx BI for GenAI-powe
ibm-data-engineer
'MUST BE USED when building, optimizing, or troubleshooting data pipelines on IBM Cloud and IBM Cloud Pak for Data. Handles medallion architecture (Bronze/Silver/Gold) on watsonx.data lakehouse with I
ibm-devops-engineer
'Use this agent when building CI/CD pipelines, deployment automation, container management, infrastructure monitoring, or API management for data and AI workloads on IBM Cloud. Handles Terraform IBM C
ibm-governance-lead
'Use this agent when implementing data and AI governance on IBM. Handles watsonx.governance for AI lifecycle management with factsheets, bias/drift/quality monitoring, Knowledge Catalog for data catal
ibm-ml-engineer
'Use this agent when training, deploying, or monitoring machine learning models on IBM Cloud Pak for Data and IBM Cloud. Handles Watson Machine Learning training jobs, AutoAI automated experiments, Wa
ibm-platform-admin
'Use this agent when managing IBM Cloud platform infrastructure, identity and access management, networking, cost governance, or Cloud Pak for Data administration. Handles IBM Cloud IAM for users, ser
oracle (7)
oracle-ai-engineer
MUST BE USED when building AI and Generative AI solutions on Oracle Cloud Infrastructure. Handles OCI Generative AI Service for text generation and embedding, OCI GenAI Agents for orchestrated multi-s
oracle-analytics-engineer
Use this agent when building analytics solutions, dashboards, data apps, or semantic layers on Oracle platforms. Handles Oracle Analytics Cloud (OAC) dashboards and data visualization, APEX low-code a
oracle-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on Oracle Cloud Infrastructure (OCI). Handles medallion architecture (Bronze/Silver/Gold) on Autonomous Data Warehouse, OCI Da
oracle-devops-engineer
Use this agent when building CI/CD pipelines, deployment automation, container management, infrastructure monitoring, or operational tooling for data and AI workloads on Oracle Cloud Infrastructure. H
oracle-governance-lead
Use this agent when implementing data governance, metadata management, data security, compliance reporting, or security posture management for data and AI workloads on Oracle Cloud Infrastructure. Han
oracle-ml-engineer
Use this agent when building, training, deploying, or managing machine learning models and ML pipelines on Oracle Cloud Infrastructure. Handles OCI Data Science notebooks and model training, model dep
oracle-platform-admin
Use this agent when managing OCI platform infrastructure, identity and access management, networking, infrastructure-as-code, or cost governance for data and AI workloads on Oracle Cloud Infrastructur
snowflake (7)
snowflake-ai-engineer
MUST BE USED when building AI-powered applications on Snowflake using Cortex AI, or when fine-tuning LLMs on Snowflake. Handles Cortex AI functions (COMPLETE, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRA
snowflake-analytics-engineer
Use this agent when building analytics models, dashboards, or optimizing query performance on Snowflake. Handles dbt projects on Snowflake, Streamlit in Snowflake applications, Cortex Analyst for natu
snowflake-data-engineer
MUST BE USED when building, optimizing, or troubleshooting data pipelines on Snowflake. Handles medallion architecture (Bronze/Silver/Gold), Dynamic Tables, Streams and Tasks, Snowpipe, Snowpark Pytho
snowflake-devops-engineer
Use this agent when setting up CI/CD pipelines, infrastructure automation, or deployment workflows for Snowflake. Handles Snowflake CLI, Git integration, schemachange for database migrations, Terrafor
snowflake-governance-lead
Use this agent when implementing data governance, compliance, privacy, or data sharing on Snowflake. Handles Horizon Catalog for unified governance, data classification and tagging, dynamic data maski
snowflake-ml-engineer
Use this agent when training, deploying, or managing classical/traditional machine learning models on the Snowflake ML platform. Handles Snowpark ML for model training (XGBoost, scikit-learn, LightGBM
snowflake-platform-admin
Use this agent when managing Snowflake platform infrastructure, security, cost optimization, or administration. Handles warehouse management and sizing, resource monitors for cost control, RBAC design
collibra (3)
collibra-governance-engineer
Use this agent when implementing data governance on Collibra Data Intelligence Platform. Handles operating model design with communities, domains, and asset types, REST API automation for bulk metadat
collibra-integration-engineer
Use this agent when connecting Collibra to external data platforms for metadata synchronization, lineage harvesting, and governance policy propagation. Handles Databricks Unity Catalog integration for
collibra-platform-engineer
Use this agent when extending, customizing, or hardening the Collibra Data Intelligence Platform. Handles workflow engine configuration with approval chains and SLA enforcement, Collibra Edge deployme
tableau (1)
tableau-analytics-engineer
Use this agent when building Tableau dashboards, designing LOD expressions, optimizing Hyper extracts, automating Tableau Server/Cloud with the REST API, implementing row-level security, or embedding