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CAIPE Features

Everything you need to run AI-powered platform engineering at enterprise scale โ€” from multi-agent orchestration to RAG knowledge bases, skills, and production-grade deployment.

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Custom Agents

  • No-code Agent Builder UI โ€” configure identity, owner team, system prompt, model, tools, skills, subagents, middleware, approvals, and workflow access
  • dynamic-agents Helm chart โ€” deploy the agent runtime independently
  • App config bootstrap: pre-wire models, MCP servers, agents, and workflows at chart install time
  • Team/global ownership with RBAC-managed sharing
  • MongoDB-backed persistence, Prometheus metrics, ExternalSecrets integration
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Workflows

  • Visual workflow builder for chaining dynamic agents into multi-step automations
  • Step prompts support Jinja2 templates with previous outputs and user context
  • Per-step error handling: abort, skip, or retry with configurable attempts
  • MongoDB-backed workflow configs, run history, event timelines, and artifacts
  • Custom agents can trigger and monitor approved workflows as built-in tools
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BYO Agents & MCP Servers

  • No-code Agent Builder UI โ€” create agents without writing code
  • appConfig.mcp_servers โ€” plug in external MCP servers at chart install time
  • Per-tool MCP servers for each integration
  • Supported MCP transports: stdio, SSE, and Streamable HTTP
  • Credential sources: secret refs, caller tokens, and provider connections
  • LiteLLM proxy support โ€” any LLM provider through a single endpoint
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Credentials & Secrets

  • Connected Apps โ€” link Atlassian, GitHub, GitLab, PagerDuty, and Webex for user-scoped MCP access
  • Connection health, reconnect, and permission review from one Credentials page
  • Saved Secrets โ€” store bearer tokens and other secret types without showing values again
  • Rotate, share, and revoke secrets with team-scoped RBAC
  • Server-side credential retrieval for agents and MCP servers โ€” raw secrets never return to the browser
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Multi-Agent Orchestration

  • Multi-agent and deep agent interactions with access to multiple tools and sub-agents based on customizable system prompts
  • 10+ first-party curated sub-agents and MCP servers
  • Ability to create custom Agents
  • Ability to customize system prompts
  • [Middleware] Custom Skills Integration
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Rich Web UI

  • Rich/Contextual Home Page
  • Rich Chat Interface with live agent/tool status via streaming
  • Share chat with teams ยท Archive/Delete chats
  • Custom Agent Builder
  • Skills Gateway โ€” AI Assist, API access, security scanner, GitHub crawling
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Integrated Knowledge Bases

  • Unified RAG with hybrid vector search and optional Graph RAG
  • Ingestors: Web, AWS, Kubernetes, Backstage, ArgoCD, GitHub, Jira, Confluence, Slack, Webex
  • MCP tools for search, fetch, datasource discovery, and graph exploration
  • OAuth2/RBAC-aware ingestion and querying across data sources
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Agent Memory

  • Chat persistence memory with multi-turn conversation
  • Fact extraction across chats for a user
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Scheduled Runs & External Triggers

  • Webhook-based agent triggers for event-driven workflows
  • Scheduled/cron-based agent runs
  • Integration with alerting systems (PagerDuty, VictorOps, Splunk)
  • Event stream consumption โ€” trigger agents from platform events
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Agent and Tool Communications

  • MCP (Model Context Protocol)
  • Dynamic Agents API
  • AG-UI / SSE streaming โ€” real-time event handling across all agent types
  • CLI access
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Enterprise Security

  • OAuth 2.0 integration with OIDC compatible IdPs
  • OIDC/Okta groups base RBAC
  • Team based access
  • Policy based tool restrictions
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Deployment

  • Kubernetes based Helm charts
  • Docker/Containerized Agents and MCP servers
  • Docker Compose support
  • Secrets management using ExternalSecrets
  • LLM Tracing integration (Langfuse)
  • Prometheus Metrics and Analytics
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Integrations

  • Web UI โ€” rich chat interface with live agent/tool status via streaming
  • Slack Bot โ€” conversational interface for your team's existing workflow
  • Webex Bot โ€” enterprise messaging integration
  • Chat CLI โ€” invoke any agent from the terminal

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