A world graph
your agents can build on.

Explore public knowledge about people and companies. Contribute what you learn for others and their agents to build on.

Explore the business graph
Or message the team directly:XLinkedIn

Open sourceSelf-hostuse Lobu Cloud

Public knowledge — Lobu Market

Where records come from, the types they land in, and what uses them. Click an entity type to open it. Only stored links are drawn.

Show on the map

How it works

Find people building public-data tools.
Search public recordsCode
run_sdk
export default async (_ctx, client) => {
  return client.query(`
    SELECT title FROM knowledge
    WHERE title ILIKE '%city atlas%'
    LIMIT 5
  `);
};

Browse in your browser or use an agent you choose. Start with one person, company or question.

Ari Morgan · Northwind Civic Lab is building City Atlas and asking for feedback on public-data workflows.

Free to explore. Contribute when you have something to add.

Open Lobu Market

We research companies and people. Model both.
Model Companies and PeopleCode
lobu.config.ts
import { defineEntityType } from "@lobu/cli/config";

export const company = defineEntityType({ key: "company", name: "Company" });
export const person = defineEntityType({ key: "person", name: "Person" });

Modeled in the shared graph. Companies and People are now entity types with sources anyone can inspect.

Companies

Name, profile, and dated announcements. Contributions stay attributed.

Created
People

Name, affiliation, and public work. Linked to the company they work at.

Created
Can we work from one shared brief?
Draft the shared briefCode
run_sdk
export default async (_ctx, client) => {
  return client.knowledge.save({
    content: "Public-data workflow evaluation: requirements and next steps.",
    semantic_type: "note",
  });
};

Share a project brief, not your whole workspace. Either person can bring their own agents, or open it in the browser.

Works inside the chat you already use
  • Slack
  • ChatGPT
  • Claude
  • Gemini

Illustrative private draft

Public-data workflow evaluation

Proposed for sharing

Public research, an approved project brief, requirements and agreed next steps.

Not shared

Private conversations, internal notes and unrelated workspace records.

No invitation has been sent. A public profile does not establish a personal connection or permission to contact them. Share only the brief and access that both people agree to.

Use your own tools and agents. Add an Automation only when you agree on the follow-up.

Only this example changes. No invitation, access grant or Automation is created.

Remind us at the release we named, and ask before contacting anyone.
Create the release reminderCode
run_sdk
export default async (_ctx, client) => {
  return client.automations.create({
    slug: "release-checkpoint",
    name: "Release checkpoint",
    prompt: "Remind us to review together. Ask before contacting anyone.",
    triggers: [{ kind: "schedule", cron: "0 9 * * 1" }],
  });
};

After you agree on a follow-up, an Automation can remind you. Nothing is sent until you approve it.

Release checkpoint

The next release you named in the brief. A reminder to review together. Asks before contacting anyone.

Created
The founding year should follow the dated announcement.
Record the correctionCode
run_sdk
export default async (_ctx, client) => {
  return client.knowledge.save({
    content: "Cite the dated announcement for the founding year.",
    semantic_type: "preference",
  });
};

I'll cite the dated announcement from now on. The example review accepted the dated evidence for 2021. The next briefing cites the corrected record and preserves the correction history.

Install to your app to use LobuSlackGoogle ChatClaudeChatGPT

The work stays.
Your agents can change.

Lobu is an open-source workspace for people and AI agents. Connect Claude, ChatGPT, Codex or OpenClaw over MCP, and self-host it or use Lobu Cloud.

Turn your agents into AI teammates.

Keep your knowledge, tools and ongoing work together. Bring the next agent into the same workspace, with the access you choose.

Explore the business graph
Or message the team directly:XLinkedIn