ReferenceAgents (list)

The orchestrator ships ~140 specialist agents across 22 categories. Each is independently invocable from /agents → click the agent.

Status legend:

  • ✅ Available — fully implemented for the listed clouds
  • 🚧 Beta — implemented but limited cloud coverage; expanding
  • 🔜 Coming soon — designed and queued; not yet implemented

Language backends

AgentStatusSupportsWhat it deploys
python✅AWS, GCP, Azure, K8sContainerized Python service (Cloud Run / Lambda / Functions / Deployment) with health checks, secrets, autoscaling
java✅AWS, GCP, Azure, K8sJVM service container, JVM-tuned defaults
nodejs✅AWS, GCP, Azure, K8sNode.js service container, Node-tuned defaults
go✅AWS, GCP, Azure, K8sGo binary in scratch container, tiny image
rust✅AWS, GCP, Azure, K8sRust binary deployment
dotnet✅AWS, GCP, Azure, K8s.NET service deployment
ruby✅AWS, GCP, Azure, K8sRails / Sinatra service deployment
php✅AWS, GCP, Azure, K8sPHP-FPM / Laravel deployment

Frontend & Mobile

AgentStatusSupportsWhat it deploys
frontend✅Cloudflare Pages, Vercel, AWS Amplify, GCP / Azure Static Sites, S3+CloudFrontPer-framework deployment (Next.js, React SPA, Vue, Angular, Astro, SvelteKit)
mobile🚧AWS Device Farm, FirebaseBuild pipelines + distribution channels for iOS / Android

Relational & Document Databases

AgentStatusSupportsWhat it deploys
postgres✅AWS RDS, GCP Cloud SQL, Azure Postgres, K8sPostgres 12-16, primary+replica, backups, PITR
mysql✅AWS RDS, GCP Cloud SQL, Azure MySQL, K8sMySQL 8 with replication
mongodb✅AWS DocumentDB, Atlas, K8sReplica set, sharding for large workloads
cockroachdb🚧AWS, GCP, AzureCockroach cluster, multi-region
spanner✅GCP onlySpanner instance, multi-region
cosmosdb✅Azure onlyCosmos DB account, multi-API
turso🚧Turso CloudlibSQL / SQLite-edge
surrealdb🚧K8sSurrealDB cluster
database✅—Meta-agent that resolves to the right specialist when you don’t know which DB you want

NoSQL & Wide-Column

AgentStatusSupportsWhat it deploys
cassandra✅AWS Keyspaces, K8sCassandra cluster, multi-DC
dynamodb✅AWS onlyDynamoDB tables, GSIs, autoscaling
neo4j🚧AWS, GCP, Azure, K8sNeo4j cluster

Caching & Search

AgentStatusSupportsWhat it deploys
redis✅AWS ElastiCache, GCP Memorystore, Azure Cache, K8sRedis cluster
elasticsearch✅AWS OpenSearch, Elastic Cloud, K8sElasticsearch cluster
algolia✅AlgoliaIndex, replicas, API keys
typesense🚧Typesense Cloud, K8sTypesense cluster
meilisearch🚧Meilisearch Cloud, K8sMeilisearch instance

Analytical & Lakehouse

AgentStatusSupportsWhat it deploys
clickhouse✅ClickHouse Cloud, AWS, GCP, Azure, K8sClickHouse cluster
snowflake✅Snowflake (any cloud)Snowflake account, warehouses, databases
databricks🚧AWS, GCP, AzureDatabricks workspace
bigquery✅GCP onlyDatasets, tables, scheduled queries
redshift✅AWS onlyRedshift cluster, RA3 nodes
duckdb🚧Any (embedded)DuckDB integrations
trino🚧K8sTrino coordinator + workers
spark🚧AWS EMR, GCP Dataproc, DatabricksSpark cluster
iceberg🚧AWS S3 + Athena, GCS + BigLakeIceberg tables with catalog

Vector & AI Databases

AgentStatusSupportsWhat it deploys
qdrant✅Qdrant Cloud, K8sQdrant cluster
pinecone✅PineconeIndex, serverless or pod-based
weaviate🚧Weaviate Cloud, K8sWeaviate cluster
chroma🚧K8sChroma instance
milvus🚧Milvus Cloud, K8sMilvus cluster
pgvector✅AWS RDS, GCP Cloud SQL, Azure Postgres, K8sPostgres with pgvector extension

ML / Model Serving

AgentStatusSupportsWhat it deploys
vllm✅AWS, GCP, Azure (GPU instances), K8svLLM inference server
mlflow🚧AWS, GCP, Azure, K8sMLflow tracking server + artifact store
kubeflow🚧K8sKubeflow Pipelines
bentoml🚧AWS, GCP, Azure, K8sBentoML service
kserve🚧K8sKServe inference services
triton🚧AWS, GCP, Azure, K8sTriton Inference Server
ollama✅K8s, self-hostOllama instance for local-LLM-style deployments
ray-serve🚧K8s, AWS EMRRay Serve cluster

LLM-App & Agentic Infra

AgentStatusSupportsWhat it deploys
langchain🚧Hosted, K8sLangChain Serve deployments
langsmith🚧LangSmith CloudProject + traces
llamaindex🚧Hosted, K8sLlamaIndex deployments

Streaming & Messaging

AgentStatusSupportsWhat it deploys
kafka✅AWS MSK, Confluent Cloud, K8sKafka cluster, topics, ACLs
rabbitmq✅CloudAMQP, K8sRabbitMQ cluster
nats🚧NATS Cloud, K8sNATS cluster, JetStream
pulsar🚧StreamNative, K8sPulsar cluster
redpanda🚧Redpanda Cloud, K8sRedpanda cluster
kinesis✅AWS onlyKinesis streams
sqs-sns✅AWS onlySQS queues + SNS topics

CI/CD & GitOps

argocd, github-actions, gitlab-ci, harness, jenkins, circleci, tekton, flux, spinnaker, azure-pipelines, buildkite

All ✅ for their respective platforms (some platform-specific only). Each agent walks you through pipeline templates appropriate for the service being deployed.

Kubernetes & Service Mesh

eks, kubernetes (generic), helm, kustomize, karpenter, istio, linkerd, cilium, consul

All ✅. The kubernetes agent is the meta-agent for any K8s provisioning regardless of cloud (EKS / GKE / AKS / self-managed). eks is the AWS-specific specialist with deeper EKS-only knowledge.

Observability

prometheus, datadog, newrelic, grafana, honeycomb, splunk, sentry, opentelemetry

All ✅. Each agent wires up the observability tool against your existing deployments — picks the right exporter, configures dashboards, sets up alerting.

Incident & On-Call

pagerduty, opsgenie, incident-io, rootly, firehydrant

All ✅ for their respective platforms. Useful for the “deployment-just-failed → page on-call” automation flow.

Security & Compliance

vault, snyk, wiz, aqua, tfsec, opa

vault, tfsec, opa ✅. Others 🚧.

Identity & Auth

okta, auth0, clerk, keycloak, cognito, firebase-auth

All ✅ except keycloak (🚧). Each integrates an identity provider into your services.

API Gateway & Integration

kong, apigee, postman, tyk, apollo

kong, apollo ✅. Others 🚧.

CDN & Edge

cloudflare, fastly, cloudfront, akamai, deno-deploy

cloudflare, cloudfront ✅. Others 🚧.

Object Storage

s3 (AWS), gcs (GCP), azure-blob, minio (self-host)

All ✅. Provisions buckets/containers with lifecycle rules, IAM, encryption.

Notifications, Email & SMS

twilio, sendgrid, mailgun, resend, knock

All ✅. Each agent provisions the account API key setup + wire-into-your-app pattern.

Payments

stripe, adyen, paddle

All 🚧. The platform itself is in the middle of switching off Stripe — these agents are the customer-facing payment-integration specialists, not our internal billing.

Data ETL & Catalog

airflow, dbt, airbyte, fivetran, prefect, dagster, atlan, datahub

airflow, dbt, prefect, dagster ✅. Others 🚧.

IaC & Cloud Platforms

terraform, pulumi, aws-cdk, cloudformation, crossplane, ansible, aws-q, azure-copilot, gcp-duet

terraform, pulumi, aws-cdk, ansible ✅. Others 🚧.

Note: the orchestrator itself uses terraform under the hood for most deployments. The terraform agent is for customers who want to set up Terraform-based IaC pipelines as part of their stack.

Container Registries

ecr, gar, acr, harbor, artifactory

All ✅. Wires up auth + lifecycle policies.

Testing & QA

playwright, cypress, k6, mabl

All 🚧. Each agent wires test pipelines into your CI.

Workflow & Automation

temporal, n8n, zapier

temporal, n8n ✅. zapier 🚧.

Feature Flags & Experimentation

launchdarkly, statsig, growthbook, optimizely

All 🚧.

Web3 & Blockchain

hardhat, foundry

Both 🚧.

How to invoke an agent

  • Catalog: /agents → click the agent → Start a deployment
  • Cmd+K: ⌘K → type natural language → orchestrator routes to the right agent
  • Within a session: @agent-id to bring another specialist in

What’s missing from this list (intentionally)

  • Cloud-platform specialists (AWS-specific, GCP-specific Azure-specific meta-agents) — those are handled implicitly via Gate 3
  • Self-coded agents — you can’t currently define your own agent; the specialist set is curated by the platform

See also

Adding a specialistAPI
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