Deterministic orchestration graph runtime - declarative DAG pipelines with journal-based crash recovery.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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.
…
The line at the top of this page pins the label git:20260906.bface5c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_vcp6yfptmzygkuo5
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/graph
GET https://markdownregistry.com/api/v1/blob/c0ebe6ddc52436779a04bb0fd9fcd98f694e52e6b156279895825cfb0dd1bf8d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/audit/SKILL.md · Enforces Law 4 (Verify Before Reporting) of the 7 Laws of AI Agent Discipline. Audits a window of recent commits for…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/deploy-receipt/SKILL.md · Enforces Law 4 (Verify Before Reporting) of the 7 Laws of AI Agent Discipline at the deploy seam. A merge into a branch…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/gateguard/SKILL.md · Enforces Law 1 (Research Before Executing) of the 7 Laws of AI Agent Discipline. Fact-forcing gate that blocks…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/goal-monitor/SKILL.md · Enforces Law 2 (Plan Is Sacred) of the 7 Laws of AI Agent Discipline. Detects when a session has drifted away from its…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/grill-me/SKILL.md · Enforces Law 1 (Research Before Executing) of the 7 Laws of AI Agent Discipline. Interview the user relentlessly about…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/grill-with-docs/SKILL.md · Enforces Law 1 (Research Before Executing) and Law 7 (Learn From Every Session) of the 7 Laws of AI Agent Discipline…
naimkatiman/continuous-improvement · plugins/continuous-improvement/skills/handoff/SKILL.md · Enforces Law 5 (Reflect After Every Session) of the 7 Laws of AI Agent Discipline. Compact the current conversation…
drafthq/draft · skills/graph/SKILL.md · Initialize or refresh the knowledge-graph snapshot for a repository. Ensures the codebase-memory-mcp engine is present…
constellation-works/orbit · crates/orbit-tools/tests/fixtures/plugins/graph-example/.orbit-plugin/skills/graph/SKILL.md · Leakage-safe file/symbol recommendations from verified change history. Fixture skill for the plugin.yaml v2 design…
ahmadhammoud56/moaa · plugins/strata/skills/graph/SKILL.md · Record findings as a typed graph (claims, sources, decisions, with supports, cites, contradicts and depends_on edges)…
zzoretich/unidex-agent-harness · plugin/skills/graph/SKILL.md · Structure questions about the vault through its knowledge graph — how two notes or projects connect, what sits around a…