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2 changes: 2 additions & 0 deletions content/ai-docs-security.md
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Expand Up @@ -88,6 +88,8 @@ Example patterns we redact:

### Direct Download Verification

> **Note:** The assets in this release are static and not updated automatically. These verification steps apply to the archived snapshot. For current documentation, use the container distribution.

```bash
# 1. Download files
curl -LO https://github.com/chainguard-dev/edu/releases/download/ai-docs-bundle/chainguard-ai-docs.tar.gz
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13 changes: 6 additions & 7 deletions content/developer-resources.md
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Expand Up @@ -42,9 +42,11 @@ Choose your preferred distribution method:

### GitHub Release

> **Note:** The assets in this release are static and not updated automatically. For current documentation, use the container distribution below.

| Format | Description | Verification |
|--------|-------------|-------------|
| [Latest Release](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle) | Cryptographically signed documentation bundle (~1.7MB) | Includes Cosign signatures and certificates |
| [Archived Bundle](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle) | Static documentation bundle snapshot with Cosign signatures | Includes Cosign signatures and certificates |

### Container Distribution

Expand Down Expand Up @@ -119,18 +121,15 @@ Add to your `claude_desktop_config.json`:
- Searchable and queryable documentation
- Perfect for automated workflows
- Works with Claude Desktop, Cursor, and other MCP-compatible tools
- Also available as a [standalone Python script](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle) (no Docker required)
- Also available as a [standalone Python script (static snapshot)](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle) (no Docker required)

[**Full MCP Server Documentation →**](/mcp-server-ai-docs/)

### Quick Start

```bash
# Download the documentation bundle from GitHub releases
curl -LO https://github.com/chainguard-dev/edu/releases/download/ai-docs-bundle/chainguard-ai-docs.tar.gz

# Extract the markdown file
tar -xzf chainguard-ai-docs.tar.gz
# Extract current documentation from the container image
docker run --rm -v $(pwd):/output ghcr.io/chainguard-dev/ai-docs:latest extract /output

# The extracted file 'chainguard-ai-docs.md' is ready to use with your AI assistant
```
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4 changes: 2 additions & 2 deletions content/mcp-server-ai-docs.md
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Expand Up @@ -242,7 +242,7 @@ latest, latest-dev, 3.13, 3.13-dev, ...

## Standalone Installation (without Docker)

The MCP server is also available as a standalone Python script from the [GitHub release](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle):
The MCP server is also available as a standalone Python script. These files are static snapshots from the [archived GitHub release](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle) and are not automatically updated. For current documentation, use the container distribution above.

```bash
# Download the MCP server, requirements, docs, and catalog
Expand Down Expand Up @@ -311,7 +311,7 @@ Then configure your MCP client to connect to `http://localhost:8080/mcp/`.

## Alternative: Static Documentation

If you don't need MCP server functionality, you can download the documentation as a single markdown file from the [GitHub release](https://github.com/chainguard-dev/edu/releases/tag/ai-docs-bundle), or extract it from the container:
If you don't need MCP server functionality, extract the documentation from the container:

```bash
docker run --rm -v $(pwd):/output \
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