# pandō

> pandō is the structural code engine for AI coding agents. Exposes your codebase as a graph — symbols, imports, references, call paths — through any MCP-compatible client. Atomic rename, refactor, and transform across the whole project, verified by your toolchain before the diff lands.

pandō is built and maintained by human.software. It runs locally, exposes your codebase as a structural graph through any MCP-compatible client, and verifies every transformation against your own toolchain before the diff lands.

## Product

- [pandō — Code as data, for AI agents](https://getpando.ai/): pandō is the structural code engine for AI coding agents. Exposes your codebase as a graph — symbols, imports, references, call paths — through any MCP-compatible client. Atomic rename, refactor, and transform across the whole project, verified by your toolchain before the diff lands.
- [Pricing](https://getpando.ai/pricing): Every pandō tool is free for personal use. Organization license available — reach out to discuss. Same tools at every tier.

## Docs

- [API Reference](https://getpando.ai/docs): Complete API reference for pandō MCP toolserver. 27 tools for structural code navigation, transformation, snapshots, and maintenance.

## Blog

- [Codex and MCP servers, a year in: a different bet than Claude Code](https://getpando.ai/blog/codex-mcp-servers-2026): Claude Code and Codex hit the same MCP wall and answered it two different ways. A year in, here's the bet each made and what it costs you.
- [Claude Code and MCP servers, a year in: what survived](https://getpando.ai/blog/claude-code-mcp-servers-2026): A year of MCP with Claude Code taught the opposite of 2025's lesson. By 2026 the hard part isn't adding servers — it's knowing which to throw away.
- [Why I built pandō](https://getpando.ai/blog/why-i-built-pando): Code is data, not text — and that's why AI coding agents keep breaking refactors. A year ago I watched Claude Code grep through my codebase and asked why. This is the story of pandō, a structural engine that treats code as a graph, not a stream of characters.

## Legal

- [Privacy Notice](https://getpando.ai/privacy): How pandō handles telemetry, analytics, payment data, and your source code.
- [Terms of Service](https://getpando.ai/terms): Licensing, usage guidelines, and responsibilities that govern your use of pandō.

## Optional

- [Sitemap](https://getpando.ai/sitemap.xml): Machine-readable index of all canonical pages.
- [RSS feed](https://getpando.ai/feed.xml): Subscribe to new posts.