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18 changes: 11 additions & 7 deletions README.md
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# Knowledge Graph

![GitHub tag (latest by date)](https://img.shields.io/github/v/tag/learning-commons-org/knowledge-graph) ![License for Knowledge Graph code](https://img.shields.io/badge/License_for_code-MIT-green) ![License for Knowledge Graph datasets](https://img.shields.io/badge/License_for_datasets-By_data_publisher-orange)

<img style="width:100%" alt="Knowledge Graph banner logo" src="https://raw.githubusercontent.com/learning-commons-org/.github/refs/heads/main/assets/kg_hero_2.jpg" />

<p align="center">
Expand All @@ -20,13 +24,13 @@ Check out [common use cases](https://docs.learningcommons.org/knowledge-graph/un

Knowledge Graph is database-neutral and interoperable. Start with the [Quickstart](https://docs.learningcommons.org/knowledge-graph/getting-started/quickstart), or pick an access method:

| Access method | When to use |
| :-------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [**Knowledge Graph Explorer**](https://platform.learningcommons.org/apps/knowledge-graph/explorer) | For visually exploring Knowledge Graph datasets in the browser |
| [**Agent plugins**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/agent-plugins) | For asking ChatGPT or Claude about Knowledge Graph data |
| [**Local files**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/local-files) | For offline access and custom processing of Knowledge Graph data — download all data using [`curl`](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/local-files#download-all-data), or download by dataset using the [Dataset catalog](https://platform.learningcommons.org/dataset-catalog)&nbsp;↗<br/><br/>Can be used across graph databases, relational systems, in-memory tools, and AI pipelines without requiring any specialized infrastructure |
| [**REST API**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/rest-api) | For real-time programmatic access to Knowledge Graph data in an application |
| [**MCP server**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/mcp-server) | For using Knowledge Graph data natively with an LLM |
| Access method | When to use |
| :-------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [**Knowledge Graph Explorer**](https://platform.learningcommons.org/apps/knowledge-graph/explorer) | For visually exploring Knowledge Graph datasets in the browser |
| [**Agent plugins**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/agent-plugins) | For asking ChatGPT or Claude about Knowledge Graph data |
| [**Local files**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/local-files) | For offline access and custom processing of Knowledge Graph data — [download all data directly](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/local-files#download-directly), or download by dataset using the [Dataset catalog](https://platform.learningcommons.org/dataset-catalog)&nbsp;↗<br/><br/>Can be used across graph databases, relational systems, in-memory tools, and AI pipelines without requiring any specialized infrastructure |
| [**REST API**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/rest-api) | For real-time programmatic access to Knowledge Graph data in an application |
| [**MCP server**](https://docs.learningcommons.org/knowledge-graph/using-knowledge-graph/mcp-server) | For using Knowledge Graph data natively with an LLM |

## Datasets

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