Browser-native. No backend.

Understand any codebase in a minute.

Drop a repo — Moncode maps every file, function, and import into an interactive knowledge graph. Generate a real PRD, run a security audit, or ask the AI anything about the code. Your key. Your browser. No middleman.

Drop your codebase

Drag & drop a .zip to generate a knowledge graph

The architecture

Three things that don't happen here.

No upload.

Your code stays in the tab. Reload, it's gone.

No middleman.

Browser to AI, direct. Your key, your bill.

No telemetry.

Verify in DevTools. That's the proof.

Product

Six tools. One repo. Zero onboarding.

KNOWLEDGE GRAPH — Every file, class, function, and import turned into an interactive graph. Click, pan, zoom. Spot the load-bearing modules instantly — and the ones nobody touches.
AI AGENT · GRAPH RAG — Ask anything in plain English. The agent does vector search over the graph, reads only the files that matter, and cites every answer with file paths. Minimal tokens, maximum signal.
GENERATE DOCS — Not a code dump. A genuine product requirements document — TL;DR, target users, features with acceptance criteria, user stories, flows, NFRs. A built-in quality review scores every section and auto-rewrites weak ones. Export to Markdown, HTML, or PDF.
SECURITY AUDIT — One click runs a prioritized security review: hardcoded secrets, injection risks, missing auth, CORS holes, JWT replay, unsafe evals, path traversal. Every finding cites file + line. Catch the long tail before production does.
SOURCE BROWSER — Click any node for the source — syntax-highlighted, with its inbound/outbound dependencies visualized in the graph alongside it. Hop through call chains without switching apps.
IMPACT ANALYSIS — Select any symbol to light up everything that transitively depends on it. Trace call chains across files and modules. See the blast radius of a refactor in seconds.

How it works

Drop in. Dig in. Done.

No installs, no signup, no backend. Three steps from zip to answers.

01 — Drop a repo

A .zip or a public GitHub URL — that's the whole onboarding.

02 — We build the graph

Tree-sitter, KuzuDB, WebGPU embeddings — all in your tab. Nothing ships out.

03 — Explore, audit, document

Navigate the graph, generate a PRD, run a security audit, or ask the AI anything — with your own OpenAI, Anthropic, Gemini, or Ollama key.

KuzuDB WASM · WebGPU · Tree-sitter · Transformers.js · MiniSearch · LangChain · Sigma.js · React · Vite