Development Layer · MCP · stdio

Your agent doesn't guess what context it
needs. It queries the Neural Fabric.

Connect Cursor or Composer to the Fabric via MCP. Before every task, your coding agent queries shared memory (decisions, constraints, prior discoveries) across every document in your project. One call. The right context. Immediately.

01 | Architecture

Development Layer Architecture

AI AGENTS QORBIT MCP NEURAL FABRIC Claude.ai browser / chat HTTP · bearer token Cursor / Composer code editor agent stdio · .cursor/mcp.json Developer writes notes & tasks direct fabric_search fabric_query fabric_note fabric_assert fabric_ingest fabric_task fabric_thread fabric_entities fabric_status 9 TOOLS · STDIO + HTTP write read Project layer Build notes · phase results Architecture decisions · constraints Ingested .md files · diagrams · specs Where your agent writes and reads All 9 tools default here
02 | Workflow

How it changes your workflow

Without Neural Fabric
Open Composer. No prior context. Starting from zero.
↓
Scan filenames. Guess which .md to read.
↓
Read 5 wrong files. Find the right one eventually.
↓
Start work without knowing decisions made last week in Claude.ai.
With Neural Fabric
Open Composer. First action: query the Fabric.
↓
Call fabric_search: one query across 80+ docs. Ranked by relevance.
↓
Right context returned immediately. Decisions, constraints, prior discoveries.
↓
Start work from the same shared memory as Claude.ai and every other agent.
What any agent learns, everything inherits. When an agent calls fabric_note or fabric_assert, that knowledge is instantly available to every other agent connected to the Neural Fabric, regardless of tool, model, or time.
03 | Connect

Connect your editor

Verified: Cursor connects via stdio transport
1
Get your Fabric URL and bearer token
Request access below. You'll receive your unique Fabric endpoint and authentication token by email.
2
Open Cursor → Settings → MCP
Navigate to Cursor Settings, then select the MCP section. You'll add the Qorbit server here.
3
Add your config to .cursor/mcp.json
Add the following to your MCP config file, replacing the URL and token with your credentials:
{
  "mcpServers": {
    "qorbit-fabric": {
      "command": "npx",
      "args": ["@qorbit/mcp-fabric"],
      "env": {
        "FABRIC_URL": "your-fabric-url",
        "FABRIC_TOKEN": "your-bearer-token"
      }
    }
  }
}
4
Open Composer and try it
Open Composer and try: fabric_search("what decisions have we made"). You should see ranked results from your Fabric immediately.
Verified: VS Code connects via Streamable HTTP transport
1
Get your Fabric URL and bearer token
Request access below. You'll receive your unique Fabric endpoint and authentication token by email.
2
Open VS Code MCP settings
Open the Command Palette and run MCP: Open Workspace Folder MCP Configuration to create your config file.
3
Add the Qorbit server
Add the Qorbit Fabric server using HTTP transport. Paste your Fabric URL and bearer token as the auth header:
{
  "servers": {
    "qorbit-fabric": {
      "type": "http",
      "url": "your-fabric-url",
      "headers": {
        "Authorization": "Bearer your-bearer-token"
      }
    }
  }
}
4
Open Copilot Chat in Agent mode
Try: fabric_search("what decisions have we made"). The 9 Fabric tools appear automatically.
Get your Fabric URL and bearer token
Neural Fabric Development Layer
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