Private code search · Local AI context · Zero cloud upload

Give your developers AI help on private codebases.

Sovereign AI Dev is for engineering teams that need fast symbol search, architecture context, and agent-ready code intelligence without sending proprietary repositories to third-party clouds.

Test Interactive Symbol Search

Need rollout details? View CLI & MCP integration or review company trust details.

Built for private engineering teams Designed for regulated, proprietary, and air-gapped repositories where public SaaS code upload is not acceptable.

Fast local retrieval The live demo exposes the same trigram AST search pattern used to find symbols and files from a local index.

Works with existing assistants Cursor, Claude Code, Windsurf, Antigravity, and MCP clients can query the local knowledge base instead of blind prompting.

Measurement note: repository count, indexed lines, symbol totals, and latency come from the current local knowledge-base demo environment. Ask for a private benchmark to validate results on your repos, hardware, and access controls.

Live Knowledge Graph Sandbox

Sub-Millisecond Trigram Symbol Resolution

Type any architectural symbol below to test real-time AST resolution across the Sovereign Enterprise Knowledge Base.

Search Mode: FTS5 Trigram AST Index

Query Latency: 0.82 ms

Native CLI & MCP Integration

Plug Directly into Every Coding Assistant

Universal integration via stdio JSON-RPC MCP and the global kb system CLI.

Global CLI Utility

The `kb` Command-Line Tool

# Sub-5ms trigram symbol search
$ kb search QuantumGpuOptimizer --type class

# Direct AST file slicing by integer file_id
$ kb file 14022 --start 1 --end 60

# Batch hydrate context for AI prompt
$ kb context symbol:QuantumGpuOptimizer path:quantum_gpu/

Available globally on system PATH for instant script and shell invocation.

Universal MCP Server

`sovereign_enterprise_kb`

{
  "mcpServers": {
    "sovereign_kb": {
      "command": "/media/keith/NVMe/bin/sovereign-kb-mcp",
      "args": ["--port", "11505"]
    }
  }
}

Auto-registered in Cursor, Claude Code, Windsurf, Antigravity, and Cline.

Company Trust

Need buyer context before you deploy?

Outset Solutions builds local-first AI and infrastructure systems for teams that need sensitive code and operational data to stay under customer control.

Company trust details: view the main contact section
Direct engineering contact: [email protected]
Best fit: engineering leaders, security teams, and operators rolling out private AI workflows.

Next Step Use the live search, then scope a private rollout.

If the demo fits your workflow, Outset can review repository scale, deployment constraints, and MCP integration needs with your team.

Schedule Private Rollout ↗ See Company Trust ↗