Open-source toolkit for AI agent operations. Not another code agent — the infrastructure that makes all code agents better.
We build composable, Unix-style tools that give AI agents autonomy: task routing, worker lifecycle, code intelligence, sandboxing, and inter-agent communication. One binary at a time, no cloud required.
| Repo | What it does |
|---|---|
| ttal-cli | Agent ops CLI. Route tasks, spawn workers, ship PRs. The orchestration layer. |
| logos | Bash-only reasoning engine. LLMs think in plain text, act with shell commands. No tool call overhead. |
| organon | Structure-aware tools for agents. Tree-sitter code editing, web navigation, search. Stdin in, stdout out. |
| temenos | Filesystem sandboxing for agents. seatbelt (macOS) + bubblewrap (Linux). |
| agora | Matrix protocol TUI for human-agent conversations. Charm-powered, markdown-rendered, task-aware. Potentially the best Matrix TUI out there. |
| Repo | What it does |
|---|---|
| diary | Append-only diary CLI for agents and humans. Per-agent journals, daily entries. |
┌─────────────────────────────────────────────┐
│ Manager Plane │
│ Long-running agents: orchestrate, research,│
│ design. Persist across sessions. │
├─────────────────────────────────────────────┤
│ ttal-cli │
│ Route tasks → spawn workers → ship PRs │
│ One binary, composable commands, no cloud │
├─────────────────────────────────────────────┤
│ Worker Plane │
│ Short-lived coders in git worktrees. │
│ Implement → review → merge → disappear. │
├──────────┬──────────┬────────────┬──────────┤
│ logos │ organon │ temenos │ agora │
│ reasoning│ tools │ sandbox │ chat │
└──────────┴──────────┴────────────┴──────────┘
- Runtime agnostic — ttal works with Claude Code, Codex, kit, or any agent runtime. It's the handle, not the blade.
- Unix philosophy — small tools that compose. Text as interface. Pipes over APIs.
- Convention over configuration — opinionated defaults for branch naming, PR workflow, task lifecycle, so agents don't have to decide.
- Local-first, cloud-ready — ttal works fully offline with taskwarrior and markdown plans. For teams that want more, we recommend FlickNote and FlickTask — LLM-powered knowledge capture with auto-categorization, tree-structured task management with subtasks, and cloud sync. When tasks have subtrees, agents can spawn workers to handle individual branches independently.
brew tap tta-lab/ttal
brew install ttalMIT