docs(memory): add memory stores section on community page (#3130)

site/src/config/navigation.yml

@@ -337,6 +337,9 @@ sidebar:
           - docs/community/model-providers/mlx
           - docs/community/model-providers/ovhcloud-ai-endpoints
           - docs/community/model-providers/xai
+      - label: Memory Stores
+        items:
+          - docs/community/memory-stores/overview
       - label: Session Managers
         items:
           - docs/community/session-managers/agentcore-memory

site/src/content.config.ts

@@ -148,7 +148,7 @@ export const collections = {
         // Category for TypeScript API docs (classes, interfaces, type-aliases, functions)
         category: z.string().optional(),
         // Integration type for filtering (e.g., 'model-provider' for model providers)
-        integrationType: z.enum(['model-provider', 'tool', 'session-manager', 'integration', 'plugin', 'agent-extension']).optional(),
+        integrationType: z.enum(['model-provider', 'tool', 'session-manager', 'memory-store', 'integration', 'plugin', 'agent-extension']).optional(),
         // Short description for catalog listings
         description: z.string().optional(),
         // Array of slugs that should redirect to this page (e.g., old URLs)

site/src/content/docs/community/community-packages.mdx

@@ -14,6 +14,7 @@ export const communityIntegrations = getIntegrationEntries(allDocs, 'integration
 export const communityPlugins = getIntegrationEntries(allDocs, 'plugin', true)
 export const communityModelProviders = getIntegrationEntries(allDocs, 'model-provider', true)
 export const communitySessionManagers = getIntegrationEntries(allDocs, 'session-manager', true)
+export const communityMemoryStores = getIntegrationEntries(allDocs, 'memory-store', true)
 export const communityTools = getIntegrationEntries(allDocs, 'tool', true)
 export const communityAgentExtensions = getIntegrationEntries(allDocs, 'agent-extension', true)
 
@@ -71,6 +72,14 @@ Session managers provide alternative storage backends for conversation history.
   {renderCell}
 </SimpleTable>
 
+## Memory stores
+
+Memory stores are backends that give agents long-term memory across sessions. Each implements the `MemoryStore` interface and plugs into an agent through a `MemoryManager`. See the [Memory Stores overview](./memory-stores/overview.md) for how they fit together.
+
+<SimpleTable data={communityMemoryStores} columns={packageColumns}>
+  {renderCell}
+</SimpleTable>
+
 ## Tools
 
 Tools extend your agents with capabilities for specific services and platforms. Each package provides one or more tools you can add to your agents.

site/src/content/docs/community/get-featured.mdx

@@ -12,7 +12,8 @@ We feature **reusable packages** that extend Strands Agents capabilities:
 
 - **Model Providers** — integrations with LLM services (OpenAI-compatible endpoints, custom APIs, etc.)
 - **Tools** — packaged tools that solve common problems (API integrations, utilities, etc.)
-- **Session Managers** — custom session/memory implementations
+- **Session Managers** — custom storage backends for conversation history
+- **Memory Stores** — `MemoryStore` implementations giving agents long-term knowledge across sessions
 - **Plugins** — extend or modify agent behavior during lifecycle events
 - **Integrations** — protocol implementations, framework bridges, etc.
 - **Agent Extensions** — specialized agent subclasses that change how agents reason and act
@@ -39,6 +40,7 @@ Place your documentation in the right spot:
 | Model Providers | `community/model-providers/` | `cohere.mdx` |
 | Tools | `community/tools/` | `strands-deepgram.mdx` |
 | Session Managers | `community/session-managers/` | `agentcore-memory.mdx` |
+| Memory Stores | `community/memory-stores/` | `my-store.mdx` |
 | Plugins | `community/plugins/` | `my-plugin.mdx` |
 | Integrations | `community/integrations/` | `ag-ui.mdx` |
 | Agent Extensions | `community/agent-extensions/` | `strands-code-agent.mdx` |
@@ -79,7 +81,7 @@ Links to your repo, PyPI, official docs, etc.
 
 Every community page needs frontmatter with catalog fields so it appears in the [community catalog](./community-packages.md). Without `community: true`, `integrationType`, `description`, and `languages`, your page won't show up in the catalog tables.
 
-Here's the full frontmatter for a **Tool** (adapt `integrationType` for your package type — `tool`, `model-provider`, `session-manager`, `plugin`, `integration`, or `agent-extension`):
+Here's the full frontmatter for a **Tool** (adapt `integrationType` for your package type — `tool`, `model-provider`, `session-manager`, `memory-store`, `plugin`, `integration`, or `agent-extension`):
 
 ```yaml
 ---
@@ -103,7 +105,7 @@ service:
 | Field | Required | Notes |
 |-------|----------|-------|
 | `community` | ✅ | Must be `true` |
-| `integrationType` | ✅ | `tool`, `model-provider`, `session-manager`, `plugin`, or `integration` |
+| `integrationType` | ✅ | `tool`, `model-provider`, `session-manager`, `memory-store`, `plugin`, `integration`, or `agent-extension` |
 | `description` | ✅ | Shown in the catalog table |
 | `languages` | ✅ | `Python`, `TypeScript`, or omit for both |
 | `project` | Recommended | PyPI/npm link, GitHub repo, maintainer |

site/src/content/docs/community/memory-stores/overview.mdx

@@ -0,0 +1,36 @@
+---
+title: Community Memory Stores
+description: Community-built memory stores that give agents long-term memory across sessions.
+tags: [memory]
+sidebar:
+  label: "Overview"
+---
+
+A **memory store** is the backend that holds an agent's long-term knowledge. The
+[`MemoryManager`](../../user-guide/concepts/memory/overview.md) orchestrates one or
+more stores to recall, inject, and extract memories across sessions. Any backend that
+implements the `MemoryStore` interface can plug in: see
+[Custom Stores](../../user-guide/concepts/memory/overview.md#custom-stores) for the
+contract.
+
+The SDK ships reference stores like the
+[Bedrock Knowledge Base store](../../user-guide/concepts/memory/bedrock-knowledge-base.md).
+The packages below go further: they are **community-built** memory stores you can install
+and attach to an agent, backed by vector databases, managed services, and other stores the
+SDK does not vend itself.
+
+:::note[Community maintained]
+These packages are maintained by their authors, not the Strands team. Review packages
+before using them in production. Quality and support may vary.
+:::
+
+## Browse the catalog
+
+See the [Memory stores section of the community catalog](../community-packages.md#memory-stores)
+for the current list, with language support and links to each package.
+
+## Add your memory store
+
+Built a `MemoryStore` implementation? See the [Get Featured guide](../get-featured.md) to
+list it here, and the [Extensions guide](../../contribute/contributing/extensions.md) for
+how to build and publish a package.

site/src/util/integration-content.ts

@@ -2,7 +2,7 @@
  * Utilities for querying and filtering integration content from the docs collection.
  *
  * This module provides typed helper functions for working with integration pages
- * (model providers, tools, session managers, etc.) that have `integrationType` frontmatter.
+ * (model providers, tools, session managers, memory stores, etc.) that have `integrationType` frontmatter.
  */
 
 import type { CollectionEntry } from 'astro:content'
@@ -14,6 +14,7 @@ export type IntegrationType =
   | 'model-provider'
   | 'tool'
   | 'session-manager'
+  | 'memory-store'
   | 'integration'
   | 'plugin'
   | 'agent-extension'