[antejavor]

Description

Add user docs for Context Graph, which gives coding agents a shared memory in Memgraph. The new section is under AI memory: an overview, then Get started, Agents, Recall and memory, Configuration, Knowledge graph, Explore the graph, and Shared spaces (Enterprise).

Stacked on #1796. It targets that PR's branch and should be retargeted to main once #1796 merges.

• AI memory: the setup section is shorter and links to Get started. The Windows install now runs natively in PowerShell, so it no longer says to use WSL or Git Bash.

• Enabling Memgraph Enterprise: lists Context Graph shared spaces.

• Configuration: a "Keep secrets out of the graph" section covers the capture privacy settings from memgraph-context-graph: redact secrets, strip <private> and honour capture exclusions before connectors store events ai-toolkit#585: <private> blocks, secret redaction and [redact] patterns, capture.max_chars, capture.exclude_tools and capture.exclude_projects.

• Configuration: Forget sessions (context-graph: forget sessions for good, each component deleting its own share ai-toolkit#588), and the reworked uninstall with --graph, --config, --tool and --all (memgraph-context-graph: uninstall asks whether the graph, config and tool go too; --all removes everything ai-toolkit#590).

• Configuration: how update refreshes the packages, plugins, hook files and schema, and how to update the Claude Code and Codex plugins by hand.

• Get started: on a first run, setup ticks only Claude Code and Codex; the doctor output shows the plugin: check (context-graph: setup wires the agents a new user has, and the install matrix proves a real session lands ai-toolkit#589).

Not verified yet:

• The uv tool install … --with-executables-from sessions-graph command on the Knowledge graph page, which installs the extraction packages, hasn't been run.
• The Cypher templates on Explore the graph use property names taken from the source (started_at, text, entity_type). They haven't been run against a captured graph.
• The join output on Shared spaces comes from the command's print statements, not from a real run.

Product PR

None. These pages document memgraph/ai-toolkit's context-graph.

Checklist

• For a product change: milestone set to the release and feature or bugfix label added
• For a product change: this PR is linked from the product PR's documentation checklist

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Project	Deployment	Actions	Updated
documentation	Ready	Preview	Oct 21, 2026 12:02pm UTC