1. Initialize
index.tstypescript
import { AgentOrc } from "agentorc";
const ctx = new AgentOrc();
await ctx.init({
organization: "my-org",
database: {
provider: "sqlite",
connectionString: "./memory.db",
},
embedding: {
baseUrl: "https://api.openai.com/v1",
apiKey: process.env.OPENAI_API_KEY!,
model: "text-embedding-3-small",
},
llm: {
baseUrl: "https://api.openai.com/v1",
apiKey: process.env.OPENAI_API_KEY!,
model: "gpt-4.1-mini",
},
});2. Remember
typescripttypescript
await ctx.remember({
agent: "research",
content: { text: "Stripe supports recurring invoices." },
metadata: { source: "docs" },
});3. Recall
typescripttypescript
const results = await ctx.recall({
query: "How do recurring invoices work?",
topK: 5,
threshold: 0.5,
filter: { agent: "research" },
});
console.log(results[0]?.content.text);
console.log(results[0]?.similarity);4. Multi-agent usage
Multiple agents can share one AgentOrc instance and the same SQLite file. Use the agent field to attribute writes and optionally filter reads.
typescripttypescript
await ctx.remember({
agent: "writer",
content: { text: "Keep the tone concise and factual." },
});
const shared = await ctx.recall({
query: "tone guidelines",
topK: 3,
});