Build proactive AI agents on a graph
that builds itself

import {
  connectorFromFile,
  defineAgent,
  defineConfig,
  defineEntityType,
  defineRelationshipType,
  defineWatcher,
  reactionFromFile,
  secret,
} from "@lobu/cli/config";
import type ExaNewsFeedConnector from "./exa-news-feed.connector.ts";
import type founderActivityTrackerReaction from "./founder-activity-tracker.reaction.ts";

const vcTracking = defineAgent({
  id: "vc-tracking",
  name: "vc-tracking",
  description:
    "Track companies, founders, and investment opportunities for venture firms",
  dir: ".",
  providers: [
    {
      id: "anthropic",
      model: "claude/sonnet-4-5",
      key: secret("ANTHROPIC_API_KEY"),
    },
  ],
  network: {
    allowed: [
      "github.com",
      ".github.com",
      ".githubusercontent.com",
      "registry.npmjs.org",
      ".npmjs.org",
    ],
  },
});

// entity types and relationships defined here…

const founderActivityTracker = defineWatcher({
  agent: vcTracking,
  slug: "founder-activity-tracker",
  name: "Founder Activity Tracker",
  schedule: "0 10 * * *",
  notification: { priority: "normal" },
  tags: ["vc", "founders", "daily"],
  minCooldownSeconds: 600,
  reaction: reactionFromFile<typeof founderActivityTrackerReaction>(
    "./founder-activity-tracker.reaction.ts"
  ),
  prompt:
    "You are a venture capital analyst tracking the public activity of startup founders in your portfolio.\n\n## Founders\n{{#each entities}}\n- {{name}} ({{entity_type}}, ID: {{id}})\n{{/each}}\n\n## Recent Founder Activity\n{{#if sources.founder_posts}}\n{{sources.founder_posts}}\n{{/if}}\n\n---\n\nProduce a structured founder activity report:\n1. **Executive Summary**: 2-3 sentence overview of founder activity and signals.\n2. **Per-Founder Analysis**: For each active founder, summarize their messaging themes, engagement level, and signals about company direction.\n3. **Cross-Portfolio Patterns**: Themes multiple founders discuss.\n4. **Notable Signals**: Flag potential announcements, strategic shifts, or concerns.\n\nBe specific and cite actual tweets/posts as evidence.\n",
  sources: {
    founder_posts:
      "SELECT id, title, payload_text, author_name, source_url, occurred_at, score, origin_type, connector_key FROM events WHERE connector_key IN ('x') AND origin_type IN ('tweet', 'reply') ORDER BY occurred_at DESC LIMIT 300\n",
  },
  reactionsGuidance:
    "When a founder signals hiring activity, fundraising, or pivots, flag for the investment team.\nTrack founders going quiet as a potential concern.\nAlert on any public statements about competitors or market conditions.\n",
  extractionSchema: {
    type: "object",
    required: ["summary", "founders", "notable_signals"],
    properties: {
      summary: { type: "string" },
      founders: {
        type: "array",
        items: {
          type: "object",
          required: ["name", "company", "activity_level", "themes"],
          properties: {
            name: { type: "string" },
            company: { type: "string" },
            activity_level: {
              type: "string",
              enum: ["high", "medium", "low", "inactive"],
            },
            themes: { type: "array", items: { type: "string" } },
            sentiment: {
              type: "string",
              enum: ["bullish", "neutral", "cautious", "concerned"],
            },
            signals: { type: "array", items: { type: "string" } },
            notable_posts: { type: "array", items: { type: "string" } },
          },
        },
      },
      cross_patterns: {
        type: "array",
        items: {
          type: "object",
          properties: {
            theme: { type: "string" },
            founders_involved: { type: "array", items: { type: "string" } },
          },
        },
      },
      notable_signals: {
        type: "array",
        items: {
          type: "object",
          required: ["signal", "founder", "impact"],
          properties: {
            signal: { type: "string" },
            founder: { type: "string" },
            impact: { type: "string", enum: ["high", "medium", "low"] },
          },
        },
      },
    },
  },
});

export default defineConfig({
  connectors: [
    connectorFromFile<typeof ExaNewsFeedConnector>(
      "./exa-news-feed.connector.ts"
    ),
  ],
  org: "market",
  orgName: "Market",
  orgDescription:
    "Track companies, founders, and investment opportunities for venture firms",
  agents: [vcTracking],
  entities: [
    company,
    founder,
    fundRound,
    investor,
    jobPosting,
    product,
    sector,
  ],
  relationships: [
    educatedAt,
    foundedBy,
    headquarteredIn,
    inIndustry,
    inSector,
    investedIn,
    mentions,
    operatesIn,
    previouslyAt,
    primaryRelationshipOwner,
    roundLedBy,
    roundOf,
    sourcedBy,
    usesTechnology,
    worksAt,
  ],
  watchers: [founderActivityTracker, opportunityMatcher],
});