> For the complete documentation index, see [llms.txt](https://docs.origintrail.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.origintrail.io/agent-context/publish-query.md).

# Publish & Query

## Write path

1. Create or select a Context Graph.
2. Create a Working Memory Knowledge Asset.
3. Write RDF quads.
4. Finalize (seal) the Knowledge Asset.
5. Query the Knowledge Asset to verify.
6. Share to Shared Working Memory when peers should see it.
7. Publish to Verifiable Memory only with explicit finality intent.

Node Skill tools:

* `dkg_context_graph_create`
* `dkg_knowledge_asset_create`
* `dkg_knowledge_asset_write`
* `dkg_knowledge_asset_finalize`
* `dkg_knowledge_asset_query`
* `dkg_knowledge_asset_share`
* `dkg_knowledge_asset_publish`

CLI equivalents:

```bash
dkg ka create <name> -c <context-graph-id> --input-file <rdf-file> --share
dkg ka publish-async <name> -c <context-graph-id>
```

Use the one-shot CLI form only for create/write/finalize/share into SWM. VM publish remains explicit and operates on the named KA after it is fully shared.

## Query path

* Use `memory_search` for recall (`dkg_memory_search` on the MCP runtime).
* Use `dkg_query` for SPARQL.
* Use `GRAPH ?g { ... }` for sub-graph-routed data.


---

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