A MIT rule file makes agents talk like cavemen (code and errors never shortened), a local Go proxy compresses what agents read before each call with byte-exact originals recoverable, and middleware brings the same to your own app. JetBrains' 86-task A/B: -8.5% output tokens, quality flat; the repo's pinned 54-run suite: -33.2% input tokens, 18/18 checks passed.
An agent skill that turns plain language or Mermaid into self-contained interactive HTML diagrams. Five typed-JSON types, one finalize command chaining validation, delivery, provenance and a real-browser gate; interactions reuse only authored topology, and source evidence is pinned to a commit and line ranges.
Indexes any codebase into a knowledge graph — dependencies, call chains, clusters and execution flows precomputed — then serves it to coding agents through 17 smart MCP tools so Cursor, Claude Code and Codex never miss code.
AO is a local desktop workspace: each coding task gets its own agent, isolated worktree branch and feedback loop; a project-aware orchestrator shapes plans and spawns workers; a live Kanban tracks every PR, CI run and review. Supports 26 coding agents.
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