Topological Ground-Truth for AI

Topological Graph Engine for AI Coding Agents

Deterministic Topological Intelligence

Architecture for the Agentic Era

CartoCode replaces wasteful file dumping and fuzzy vector search with an event-sourced topological graph. AI agents reason over exact call chains, parameter contracts, and directional dependencies with zero hallucinations.

01 • Efficiency

Condensed Context Optimization

Stop exhausting context windows by feeding massive source files into prompts. CartoCode supplies concise topological signatures and directional contracts, maximizing prompt capacity and eliminating attention dilution.

Targeted signaturesZero file dumping

02 • Accuracy

Zero Hallucinations

Flat RAG only finds code that sounds similar. CartoCode delivers deterministic topological ground truth with validated parameter contracts, preventing agents from calling dead code or miswiring imports.

Contract validationStrict schemas

03 • Safety

Blast Radius Analysis

Inspect upstream callers and downstream dependencies up to 3 hops deep before modifying code. When contracts change, CartoCode proactively alerts the agent with the exact list of affected caller edges.

Bidirectional depth: 1-3Proactive alerts

04 • Artifacts

Living Architecture Exports

Export your live graph on demand: modular Mermaid flowcharts with group clustering, Mermaid contracts class diagrams, Markdown architectural specifications, and high-resolution PNG or SVG vector graphics.

Mermaid • MarkdownPNG & SVG

05 • Governance

Visual Audit Cockpit

Audit autonomous coding agents through a high-performance Cytoscape call graph synchronized with a hierarchical file tree. Compare branches side-by-side in visual diff mode with green/red/amber tracking.

Dual-view syncVisual branch diff

Open Standard • Model Context Protocol

Native Integration with Your AI Coding Stack

CartoCode plugs natively into Antigravity, Cursor, Claude Code, and Copilot via open Model Context Protocol standards. Supply your agents with live architectural ground truth directly inside their reasoning loop.

Antigravity

Autonomous Coding Agent

Antigravity inspects topological architecture subgraphs before modifying files, keeping prompt tokens minimal and call chains strictly verified.

stdio & JSON-RPC 2.0

Cursor

Anysphere Agent

Cursor agents query live system call chains to refactor distributed modules, discover blast radiuses, and batch-journal architectural entities.

.cursor/mcp.json native

Claude Code

Anthropic CLI

Claude Code resolves module dependencies directly through CartoCode's topological index, cutting token usage and avoiding false edits.

claude_desktop_config

Copilot & Windsurf

VS Code / Open MCP

Connect GitHub Copilot, Windsurf, Roo Code, and custom terminal agents via standard MCP protocol envelopes with zero custom adapters.

Universal MCP Client

stdio MCP Server Launch Command

$bunx @inqlab/code --mcp --project <project-slug> --branch main

Supports stdio transport for Cursor, Claude Desktop, Antigravity, and remote HTTP JSON-RPC 2.0 at /mcp/rpc.

Architectural Governance for AI Engineering

Eliminate Context Exhaustion.
Eradicate Hallucinations.

Equip autonomous coding agents with deterministic architectural ground truth and audit every code mutation with complete topological clarity.

Open Source Core • stdio & Remote HTTP JSON-RPC 2.0 • Private VPC & Self-Hosted Ready