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Deterministic orchestration graph runtime - declarative DAG pipelines with journal-based crash recovery

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oh-my-claudecode
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Claude Code

$ npx -y skills add Yeachan-Heo/oh-my-claudecode --skill graph --agent claude-code

SKILL.md

graph.SKILL.md
name: graph
description: Deterministic orchestration graph runtime - declarative DAG pipelines with journal-based crash recovery
argument-hint: "<descriptor.json | describe the pipeline> [--runs-root <dir>]"
aliases: []
level: 4

Graph Skill

Run a deterministic orchestration graph from a declarative JSON descriptor. The runtime consumes the sealed-descriptor and pure-scheduler contracts in `src/graph/*` and executes through an independent OS process (`omc graph run`), so crash recovery (kill mid-run, rerun, resume from journal) works for real.

Usage

/oh-my-claudecode:graph <descriptor.json>
/oh-my-claudecode:graph "build then test then ask me before deploy"   (author the descriptor first)

The execution surface is always the CLI subcommand:

omc graph run <descriptor.json> [--runs-root <dir>]

Run it via the Bash tool for non-interactive graphs. Progress lines stream as `[run]`, `[node]`, `[ok]`, `[fail]`, `[join]`, `[done]`.

When To Use

  • Repeatable multi-step pipelines with explicit dependencies (DAG)
  • Work that must survive interruption: kill/restart resumes from journal
  • Auditable runs: OCC journal + projection snapshots under `.omc/graph-runs/<run_id>/`

When NOT to use: exploratory one-off work (use conversation or /team); anything needing adaptive re-planning mid-run (graphs are deterministic).

Workflow

1. **Descriptor given** -> go to step 3. 2. **Pipeline described** -> author the descriptor JSON (schema below), write it next to the project (suggest `.omc/graphs/<name>.json`) and show it to the user before running. `run_id` must be unique per logical pipeline; rerunning with the same `run_id` RESUMES, not restarts. 3. **Approval nodes**: if the descriptor contains any `"kind": "human-approval"` node, do NOT run it through the Bash tool (stdin is not interactive there; EOF fails closed to denied). Tell the user to run interactively instead:

! omc graph run <file>

The `!` prefix runs it inside this session with live stdin so y/n works. 4. Run and relay progress. Exit codes (normative): 0 succeeded | 1 terminal failed | 19 another writer owns this run (busy) 20 corrupt/tampered journal (fail-closed) | 21 descriptor drift on resume | 70 runtime crash (unmapped error) 5. **Resume**: rerunning the same command after a crash replays committed transitions and continues. Completed nodes never re-execute.

Descriptor Schema (minimal)

{ "descriptor_version": 1, "run_id": "unique-pipeline-id", "revision_id": "rev-1", "goal": "one line", "nodes": [ { "id": "n1", "kind": "command", "title": "...", "timeout_ms": 60000, "max_attempts": 2, "effect_policy": { "policy": "side_effect_free" }, "command": "npm test" }, { "id": "a1", "kind": "agent", "title": "...", "timeout_ms": 300000, "max_attempts": 1, "effect_policy": { "policy": "side_effect_free" }, "instructions": "..." }, { "id": "gate", "kind": "human-approval", "title": "...", "prompt": "Proceed?" } ], "edges": [ { "id": "e1", "kind": "fixed", "from": "n1", "to": "a1" } ], "entry_node_ids": ["n1"], "concurrency_limit": 2, "terminal_verification_node_id": "a1" }

Edge kinds: fixed | conditional | fan_out/join pairs | back_edge (bounded retries via max_traversals). See src/graph/schema.ts for the authoritative Zod schema — and read the Capability Boundary section above for what built-in executors actually execute today.

Capability Boundary & Semantics (read before authoring)

  • **Edge support**: built-in command/agent executors cover `fixed` edges and

`fan_out`/`join` pairs. `conditional` and `back_edge` routes are fully supported by the runtime and scheduler contracts but require a custom NodeExecutor that emits `route` on its results — built-in executors never produce routes, so graphs relying on them fail fast with `route_required` rather than guessing.

  • **Crash-recovery guarantee is at-least-once** for command nodes: a crash

between an external side effect and its journal append re-executes that node on resume. For `idempotent` commands, the resolved key is available to the command as `GRAPH_IDEMPOTENCY_KEY` before it starts and is also recorded for downstream dedupe. Built-in executors reject `reconcile`; reconciliation requires a custom executor with an actual external reconciliation authority. Exactly-once for external side effects is out of scope for v1.

  • **Command trust boundary**: command nodes are arbitrary shell lines with

process authority in the current working directory. Only run descriptors you wrote or trust. Command children receive an allowlisted environment (PATH, HOME/USERPROFILE, TEMP/TMP, locale/timezone, USER identity, `GRAPH_*`, and the optional idempotency key), not the host's full secrets. Commands are not filesystem/process sandboxed.

  • **Agent authority boundary**: built-in agent nodes are explicitly read-only.

They run in the current working directory with no additional directories, only `Read`, `Glob`, and `Grep`, `permissionMode: dontAsk`, session persistence disabled, and a provider-specific environment allowlist. Agent timeouts abort and interrupt the SDK query. Use a custom executor for any agent that needs mutation or external effects. Treat `.omc/graph-runs/<run_id>/descriptor.json` as executable content.

Read more
@yeachan-heo
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Questions about graph.

Which coding agents can use graph?
graph installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.