title	status	date	parents	tags	input	output	position
dagain	active	2026-02-02		dagain docs	GitHub/npm readers and CLI users	User-facing docs for `dagain`	Repo/package README and primary usage reference

dagain

DAG-based orchestration for coding agents (Codex, Claude Code, Gemini).

Dagain runs a work graph (nodes + deps) stored in SQLite, and executes each node with a configured runner. It’s built to keep agents “fresh”: context is loaded from the graph/DB when needed, not carried indefinitely in prompts.

Docs

• https://knot0.com/writing/dagain

Install

Once published to npm:

npx dagain --help

Or install globally:

npm i -g dagain
dagain --help

Quickstart (in a repo you want to work on)

# 1) init state + config (creates .dagain/)
dagain init --goal "Add a CLI flag --foo and tests" --no-refine

# 2) run the supervisor (defaults to 3 workers; drops into chat on completion)
dagain run --live
# disable post-run chat:
dagain run --no-post-chat

# 3) in another terminal: check status / interact
dagain status
dagain chat          # TUI by default on a real terminal
dagain chat --plain  # force the plain readline REPL (useful for piping / non-TTY)
dagain control resume # enqueue resume (auto-starts supervisor if stopped; add --no-start to enqueue only)

# 4) optional: live dashboards
dagain tui           # terminal dashboard + chat (shows a GUI URL)
dagain ui            # web dashboard (chat left + DAG + node logs, runs drawer, pan/zoom+fit, controls)

Note: if you run dagain as root (e.g. via sudo) inside a repo, it will prefer executing runners as the repo owner to avoid root-owned outputs.

Common chat controls

Inside dagain chat (both TUI and --plain):

• /status — print graph status
• /run — start supervisor
• /pause / /resume — stop/resume launching new nodes (in-flight nodes finish)
• /workers <n> — set concurrency (default: 3)
• /replan — force plan node (plan-000) to reopen and block launches until it completes
• /cancel <nodeId> — cancel a running node (best-effort)
• /answer [nodeId] <answer...> — answer a checkpoint and reopen a needs_human node
• /artifacts [nodeId] — show run artifact paths (and last stdout/result for a node)
• /memory / /forget — inspect/reset chat memory stored in SQLite KV

Concepts

Nodes and dependencies

Dagain is a DAG of nodes:

• plan nodes decompose goals into tasks
• task nodes do work (code, analysis, etc)
• verify nodes check task outputs
• integrate nodes merge/roll up results
• final_verify nodes do final checks

Dependencies live in the deps table. A dep can require:

• done (default): upstream must be done
• terminal: upstream must be terminal (done or failed) — useful for “investigate failure” / escalation flows

External memory (SQLite)

All durable state is in .dagain/state.sqlite:

• nodes / deps — the DAG and statuses
• kv_latest / kv_history — durable “memory” and artifacts
• mailbox — supervisor control queue (pause/resume/workers/replan/cancel)

Chat memory is stored in KV under node_id="__run__":

• chat.rollup — rolling summary (router-maintained)
• chat.turns — last ~10 turns
• chat.last_ops — last emitted ops JSON
• chat.summary — last assistant reply

Safety model: “ops, not commands”

Dagain keeps the model from directly mutating state by having it emit ops. The host applies them safely.

In dagain chat, the router can emit:

• control.* ops (pause/resume/workers/replan/cancel)
• ctx.* ops (read-only context requests like ctx.readFile, ctx.rg, ctx.gitStatus) — Dagain executes these and re-invokes the router with results
• node.add, node.update, node.setStatus
• dep.add, dep.remove
• run.start, run.stop, status

Runners (Codex / Claude / Gemini)

Runners are just shell commands that receive a {packet} filepath and should print:

<result>{...json...}</result>

Configure them in .dagain/config.json:

{
  "version": 1,
  "runners": {
    "codex":  { "cmd": "codex exec --yolo --skip-git-repo-check -" },
    "claude": { "cmd": "claude --dangerously-skip-permissions -p \"$(cat {packet})\"" },
    "gemini": { "cmd": "gemini -y -p \"$(cat {packet})\"" }
  },
  "roles": {
    "planner": "codex",
    "executor": "codex",
    "verifier": "codex",
    "integrator": "codex",
    "finalVerifier": "codex"
  }
}

Notes:

• Dagain strips Claude’s --dangerously-skip-permissions when running as root.
• For speed, you can set defaults.verifyRunner to shellVerify so verification doesn’t use an LLM.

Parallelism and worktrees

• dagain run --workers N runs up to N nodes concurrently (subject to ownership locks). If you omit --workers, Dagain defaults to at least 3 workers.
• For conflict-prone code edits, set supervisor.worktrees.mode="always" to run executors in worktrees and merge serially.
• If a node reaches needs_human in a non-interactive context, the supervisor waits up to supervisor.needsHumanTimeoutMs (default: 30 minutes), then auto-answers with “decide safest default” and reopens the node so planning can continue.
• To unblock needs_human immediately, use dagain answer --node <id> --answer "..." or (in the web UI chat) send /answer [nodeId] <answer...>.

State layout

Dagain stores state in:

• .dagain/config.json — runner + role configuration
• .dagain/state.sqlite — workgraph + KV + mailbox
• .dagain/workgraph.json — human-readable graph snapshot (mirrors SQLite)
• .dagain/lock — supervisor lock (used by dagain stop)
• .dagain/runs/ — per-node packets + logs + results
• The UI “Log” panel shows human-readable result output (status/summary, checkpoint question) derived from result.json by default; raw stdout is still available in .dagain/runs/*/stdout.log and the Runs drawer.
• .dagain/artifacts/ — non-source outputs (reports, scratch notes, generated data)
• .dagain/checkpoints/ — human-in-the-loop checkpoints
• .dagain/memory/ — durable notes + logs (task_plan.md, findings.md, progress.md)

Publishing

GitHub (knot0-com org)

gh repo create knot0-com/dagain --public --source=. --remote=origin --push

If you don’t have permission to create repos in knot0-com, create a staging repo under your user and transfer it:

gh repo create <you>/dagain --public --source=. --remote=origin --push

Then transfer via GitHub UI: Settings → General → Transfer ownership.

npm + npx

Automated publish (recommended)

Publishing is automated via GitHub Actions on version tags (vX.Y.Z). The tag must match package.json.version.

1. Configure npm Trusted Publishing (OIDC) for knot0-com/dagain and workflow filename npm-publish.yml (npmjs.com → package Settings → Trusted Publisher).

2. Cut a release:

npm version patch
git push --follow-tags

3. Verify:

npx dagain --help

Manual publish

1. Ensure you’re logged in:

npm whoami

2. Publish:

npm publish --access public

Then:

npx dagain --help