# M&L AI Docs

> Documentation for M&L AI's open-source projects: AttackMap, defensive security analysis for codebases, and grrclone, rclone remotes as Finder volumes.

Each product's documentation lives under its own path. The full text of every page is in https://docs.mlaify.io/llms-full.txt.

## AttackMap

Local-first, AI-assisted defensive security analysis for codebases. Project page: https://mlaify.io/attackmap/. Source: https://github.com/mlaify/AttackMap.

- [AttackMap overview](https://docs.mlaify.io/attackmap/): What AttackMap does and where to go next.
- [Install](https://docs.mlaify.io/attackmap/install/): Homebrew, uv from pkg.mlaify.io, pipx or pip; the LLM and all-analyzers extras; the macOS app.
- [Quickstart](https://docs.mlaify.io/attackmap/quickstart/): A first scan and how to read the reports.
- [Scanning & output](https://docs.mlaify.io/attackmap/scanning/): The analyze command, output artifacts, anomaly and invariant mining, recall mode, fleet analysis, and baseline diff gating.
- [Analyzers](https://docs.mlaify.io/attackmap/analyzers/): Built-in and official plugin analyzers, choosing and installing them.
- [AI review (LLM)](https://docs.mlaify.io/attackmap/llm/): Review, hunt, verify, triage, and remediate modes; Claude and OpenAI providers; how credentials resolve.
- [CI & pull requests](https://docs.mlaify.io/attackmap/ci/): The GitHub Action, PR bot, SARIF, and gating.
- [macOS app](https://docs.mlaify.io/attackmap/gui/): The native macOS front end that drives the CLI.
- [CLI reference](https://docs.mlaify.io/attackmap/cli/): Every command and flag.
- [Feature availability](https://docs.mlaify.io/attackmap/feature-availability/): The first CLI release that has each feature.
- [Analyzer SDK](https://docs.mlaify.io/attackmap/sdk/): Write and register your own ecosystem analyzer.
- [SDK reference](https://docs.mlaify.io/attackmap/sdk-reference/): Every public name in attackmap.sdk at v0.6.2: the analyzer protocol, the signal models and their fields, the allowed values, and the filesystem helpers.

## grrclone

A macOS menu bar app that connects rclone remotes as Finder volumes. Project page: https://mlaify.io/grrclone/. Source: https://github.com/mlaify/grrclone.

- [grrclone overview](https://docs.mlaify.io/grrclone/): What grrclone is, how to install it, and where to go next.
- [The usage document](https://docs.mlaify.io/grrclone/usage-document/): How a storage server can tell grrclone how much space a remote uses: the .usage/usage.json format, and a sign-in portal tile that serves it.
- [Limitations](https://docs.mlaify.io/grrclone/limitations/): What grrclone cannot fix and why: NFSv3 and the macOS NFS client set the limits, with the measurements.
- [Benchmarks](https://docs.mlaify.io/grrclone/benchmarks/): Why NFS: throughput against rclone copy, crash behaviour behind the mount options, and the defects found along the way.
- [API reference](https://docs.mlaify.io/grrclone/api-reference/): The Swift API of grrclone's two packages, RcloneRC and GrrCloneCore, generated with DocC from the v0.9.5 release.

## Optional

- [Full text](https://docs.mlaify.io/llms-full.txt): Every documentation page in one plain-text file.
- [mlaify.io](https://mlaify.io/): The products.
- [Sitemap](https://docs.mlaify.io/sitemap.xml)