LibreChat/api/server/services/Endpoints/agents/initialize.js

const { logger } = require('@librechat/data-schemas');
const { createContentAggregator } = require('@librechat/agents');
const { Constants, EModelEndpoint, getResponseSender } = require('librechat-data-provider');
const {
  getDefaultHandlers,
  createToolEndCallback,
} = require('~/server/controllers/agents/callbacks');
const { initializeAgent } = require('~/server/services/Endpoints/agents/agent');
const { loadAgentTools } = require('~/server/services/ToolService');
const AgentClient = require('~/server/controllers/agents/client');
const { getAgent } = require('~/models/Agent');

function createToolLoader() {
  /**
   * @param {object} params
   * @param {ServerRequest} params.req
   * @param {ServerResponse} params.res
   * @param {string} params.agentId
   * @param {string[]} params.tools
   * @param {string} params.provider
   * @param {string} params.model
   * @param {AgentToolResources} params.tool_resources
   * @returns {Promise<{ tools: StructuredTool[], toolContextMap: Record<string, unknown> } | undefined>}
   */
  return async function loadTools({ req, res, agentId, tools, provider, model, tool_resources }) {
    const agent = { id: agentId, tools, provider, model };
    try {
      return await loadAgentTools({
        req,
        res,
        agent,
        tool_resources,
      });
    } catch (error) {
      logger.error('Error loading tools for agent ' + agentId, error);
    }
  };
}

const initializeClient = async ({ req, res, endpointOption }) => {
  if (!endpointOption) {
    throw new Error('Endpoint option not provided');
  }

  // TODO: use endpointOption to determine options/modelOptions
  /** @type {Array<UsageMetadata>} */
  const collectedUsage = [];
  /** @type {ArtifactPromises} */
  const artifactPromises = [];
  const { contentParts, aggregateContent } = createContentAggregator();
  const toolEndCallback = createToolEndCallback({ req, res, artifactPromises });
  const eventHandlers = getDefaultHandlers({
    res,
    aggregateContent,
    toolEndCallback,
    collectedUsage,
  });

  if (!endpointOption.agent) {
    throw new Error('No agent promise provided');
  }

  const primaryAgent = await endpointOption.agent;
  if (!primaryAgent) {
    throw new Error('Agent not found');
  }

  const agentConfigs = new Map();
  /** @type {Set<string>} */
  const allowedProviders = new Set(req?.app?.locals?.[EModelEndpoint.agents]?.allowedProviders);

  const loadTools = createToolLoader();
  /** @type {Array<MongoFile>} */
  const requestFiles = req.body.files ?? [];
  /** @type {string} */
  const conversationId = req.body.conversationId;

  const primaryConfig = await initializeAgent({
    req,
    res,
    loadTools,
    requestFiles,
    conversationId,
    agent: primaryAgent,
    endpointOption,
    allowedProviders,
    isInitialAgent: true,
  });

  const agent_ids = primaryConfig.agent_ids;
  if (agent_ids?.length) {
    for (const agentId of agent_ids) {
      const agent = await getAgent({ id: agentId });
      if (!agent) {
        throw new Error(`Agent ${agentId} not found`);
      }
      const config = await initializeAgent({
        req,
        res,
        agent,
        loadTools,
        requestFiles,
        conversationId,
        endpointOption,
        allowedProviders,
      });
      agentConfigs.set(agentId, config);
    }
  }

  const sender =
    primaryAgent.name ??
    getResponseSender({
      ...endpointOption,
      model: endpointOption.model_parameters.model,
    });

  const client = new AgentClient({
    req,
    res,
    sender,
    contentParts,
    agentConfigs,
    eventHandlers,
    collectedUsage,
    aggregateContent,
    artifactPromises,
    agent: primaryConfig,
    spec: endpointOption.spec,
    iconURL: endpointOption.iconURL,
    attachments: primaryConfig.attachments,
    endpointType: endpointOption.endpointType,
    resendFiles: primaryConfig.resendFiles ?? true,
    maxContextTokens: primaryConfig.maxContextTokens,
    endpoint:
      primaryConfig.id === Constants.EPHEMERAL_AGENT_ID
        ? primaryConfig.endpoint
        : EModelEndpoint.agents,
  });

  return { client };
};

module.exports = { initializeClient };