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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