eea.genai.core 1.0

Core LLM client utility for EEA GenAI packages

Core agentic LLM layer for EEA GenAI packages.

Provides the multi-provider LLM client, the agent executor (built on pydantic-ai), the unified enricher interface, MCP toolset integration, and the control-panel-backed settings shared by all eea.genai.* packages.

Contents

• Main features

• Install

• Environment variables

• Quick start

• Copyright and license

• Changelog

Main features

1. ILLMClient utility — multi-provider model wrapper. Supported providers: openai-compatible (LiteLLM, vLLM, any OpenAI API), openai, anthropic, google, ollama. Configured via control panel or env vars (LLM_MODEL, LLM_URL, LLM_API_KEY).

2. IAgentExecutor utility — runs a pydantic_ai.Agent loop with ZCA-discovered tools, MCP toolsets, structured output, and the enricher pipeline.

3. IEnricher named utility interface — single abstraction for reusable system/user prompt fragments. Replaces the previous IAgentSkill + IAgentContextProvider split (both kept as aliases).

4. IAgentTool named utility interface — tool callables exposed to the LLM via pydantic_ai tool calling. Thread-safe Plone site restoration via the site_scope context manager.

5. IAgentConfiguration named utility interface + base class — ship default agents from Python via ZCML; the control panel agents_json overrides them by name.

6. Pure-function prompt composition (core.prompts.build_prompts) testable without Plone bootstrap.

7. MCP server integration with ${VAR} and ${VAR:-default} env expansion, filtered tool refs (server/tool) and full toolset inclusion via mcp_servers.

8. Typed exceptions (AgentDisabled, AgentNotFound, AgentConfigInvalid, AgentExecutionFailed, EnricherFailed) instead of bare RuntimeError.

9. validate_agent_config(config) — fail-fast validation of tool, enricher, MCP server, and output-type references at config load time.

10. Built-in tools: extract_blocks, memory, code_exec, fetch_url.

11. eea.genai.manage permission for administrative operations.

Install

• Add eea.genai.core to your requirements.txt.

• Install the GenericSetup profile to enable the control panel.

Environment variables

• LLM_MODEL — model identifier (e.g. gpt-4o, claude-sonnet-4-6, llama3). Falls back here if the registry value is empty.

• LLM_URL — base URL for OpenAI-compatible or Ollama endpoints (e.g. http://localhost:4000/v1). Not used for direct OpenAI/Anthropic/Google providers.

• LLM_API_KEY — API key for the configured provider.

• ANTHROPIC_API_KEY, GOOGLE_API_KEY — provider-specific overrides for direct provider mode.

API keys are never stored in the registry.

Quick start

Define an enricher:

from eea.genai.core.interfaces import Enricher

class MyContextEnricher(Enricher):
    description = "Adds dataset summary to the user prompt"

    def user_prompt(self, deps):
        return f"Active dataset: {deps.context.title}"

Register it via ZCML:

<genai:agentSkill name="my_context" class=".enrichers.MyContextEnricher" />

Define an agent:

from eea.genai.core.interfaces import AgentConfiguration

class MyAgent(AgentConfiguration):
    system_prompt = "You are an analyst."
    task_prompt = "Produce a one-paragraph briefing."
    enrichers = ["my_context", "generic_metadata"]
    tools = ["fetch_url"]
    output_type = "my.package.models.Briefing"
    max_iterations = 5

Register it:

<genai:agent name="briefing" class=".agents.MyAgent" />

Run it:

from eea.genai.core.agent import AgentDeps
from eea.genai.core.utils import get_executor

result = get_executor().run_with_agent(
    "briefing",
    user_prompt="Brief me on regional air quality.",
    deps=AgentDeps(context=obj, request=request),
)

Control-panel agents_json overrides Python-defined agents by name without code changes.

See ARCHITECTURE.md in this package for the full reference.

Copyright and license

The Initial Owner of the Original Code is European Environment Agency (EEA). All Rights Reserved.

All contributions to this package are property of their respective authors, and are covered by the same license.

The eea.genai.core is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 2 of the License, or (at your option) any later version.

Changelog

1.0 - (unreleased)

• Initial release [avoinea refs #000000]