Create Agent From Config

Input configuration for the agent.

Output configuration for the agent.

Inline LLM configuration embedded on the agent.

Carries provider, credentials, model, and tuning controls as a single blob. The FE prefills the form from a saved :class:AgentLlmConnection (which now carries default model + tuning + reasoning controls) and the user can override per-agent before save; the resulting blob is stored verbatim and shipped to the Flink runtime at deploy.

Two credential shapes (XOR, mirrors :class:ValidateLlmRequest):

1. Inline - apiKey is filled directly. The BE KMS-encrypts it at save and decrypts it at deploy / test-run.
2. Linked - llmConnectionId references a row in agent_connections.llmConnections and apiKey is left empty. The BE resolves the real key server-side at deploy and at test-run via :func:agents_service.resolve_saved_llm_credentials, so the browser never needs to hold (or re-paste) the stored plaintext when editing an existing agent.

provider == ollama accepts an empty key without a link (the runtime is local and unauthenticated).

Prompt configuration for the agent.

The final system prompt is auto-assembled by build_system_prompt() from the agent type template + output schema + tool descriptions + custom_instructions. The system field stores the assembled result (set by the backend, not the user).

Top-level MCP server config shared across all MCP tools.

Two shapes (hard cutover):

• Streamkap MCP (internal toolbelt): projectKeyId set, serverUrl and headers resolved server-side at deploy time from the agentic-enabled Project Key. The legacy "saved Streamkap MCP card" path (match-by-serverUrl against agent_connections.mcpConnections[source==streamkap]) is gone.
• External MCP: serverUrl + headers set inline; projectKeyId omitted. Headers are still composed at deploy time from the matching saved external connection (bearer / custom-header).

Agent tools (MCP, HTTP, transform)

Memory configuration for the agent.

Knowledge bases this agent can query at runtime for RAG

Processing configuration for the agent.