From 386cfe569684d9fcdb68d8c26c1614d0a40a22dd Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Thu, 16 Jul 2026 13:55:38 -0400
Subject: [PATCH 01/20] feat: add AI libraries directory with example JSON
 files

Add new /ai directory to store AI library metadata for libraries that
support Valkey. Includes README documentation and example JSON files for
popular AI frameworks (LangChain, Haystack, LlamaIndex, LangChain.js).

The JSON structure follows the same pattern as clients with fields for
name, description, repo, installation, version, language, and license.

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 README.md                    |  8 +++---
 ai/README.md                 | 55 ++++++++++++++++++++++++++++++++++++
 ai/javascript/langchain.json | 10 +++++++
 ai/python/haystack.json      | 10 +++++++
 ai/python/langchain.json     | 10 +++++++
 ai/python/llama-index.json   | 10 +++++++
 6 files changed, 99 insertions(+), 4 deletions(-)
 create mode 100644 ai/README.md
 create mode 100644 ai/javascript/langchain.json
 create mode 100644 ai/python/haystack.json
 create mode 100644 ai/python/langchain.json
 create mode 100644 ai/python/llama-index.json

diff --git a/README.md b/README.md
index 3f499131..62731811 100644
--- a/README.md
+++ b/README.md
@@ -54,10 +54,10 @@ lines of three dashes (`---`). These are YAML fields of which we use only the
 `title` field (and possibly `linkTitle`). The title field is used instead of an
 H1 heading in each of the pages.
 
-### Clients, modules, libraries, tools
+### Clients, modules, libraries, tools, and AI libraries
 
-We maintain links to clients, modules, libraries and tools in various languages in
-JSON files stored under `clients/`, `modules/`, `libraries/` and `tools/`
+We maintain links to clients, modules, libraries, tools, and AI libraries in various languages in
+JSON files stored under `clients/`, `modules/`, `libraries/`, `tools/`, and `ai/`
 respectively.
 
 **Note**:  Clients listed here, while fully compatible with Valkey, are not all official clients for Valkey.
@@ -81,7 +81,7 @@ For example [clients/go/valkey-go.json](./clients/go/valkey-go.json):
 }
 ```
 
-Modules, libraries and tools follow a similar structure under their respective directories.
+Modules, libraries, tools and AI libraries follow a similar structure under their respective directories.
 
 ### Commands
 
diff --git a/ai/README.md b/ai/README.md
new file mode 100644
index 00000000..e87ef91c
--- /dev/null
+++ b/ai/README.md
@@ -0,0 +1,55 @@
+# AI Libraries
+
+This directory contains JSON files for AI libraries that are compatible with Valkey.
+
+## Structure
+
+AI libraries are organized by language:
+
+```
+ai/
+  python/
+    library-name.json
+  javascript/
+    library-name.json
+  ...
+```
+
+## JSON Format
+
+Each AI library JSON file should contain the following fields:
+
+```json
+{
+    "name": "Library Name",
+    "description": "Brief description of the AI library and its Valkey integration",
+    "repo": "https://github.com/org/repo",
+    "installation": "pip install library-name",
+    "version": "1.0.0",
+    "version_released": "2025-01-15",
+    "language": "python",
+    "license": "MIT"
+}
+```
+
+### Field Descriptions
+
+- **name** (string, required): The name of the AI library
+- **description** (string, required): A brief description of what the library does and how it integrates with Valkey
+- **repo** (string, required): URL to the library's source code repository
+- **installation** (string, required): Installation command (e.g., `pip install`, `npm install`)
+- **version** (string, required): Current version number (semantic versioning)
+- **version_released** (string, required): Date when the current version was released (YYYY-MM-DD format)
+- **language** (string, required): Primary programming language of the library
+- **license** (string, required): Software license type
+
+## Adding a New AI Library
+
+1. Create a subdirectory for the language if it doesn't exist (e.g., `python/`, `javascript/`)
+2. Create a JSON file named after the library (lowercase, hyphens for spaces)
+3. Fill in all required fields
+4. Submit a pull request
+
+## Examples
+
+See the existing JSON files in this directory for reference implementations.
diff --git a/ai/javascript/langchain.json b/ai/javascript/langchain.json
new file mode 100644
index 00000000..2cf25b46
--- /dev/null
+++ b/ai/javascript/langchain.json
@@ -0,0 +1,10 @@
+{
+    "name": "LangChain.js",
+    "description": "JavaScript/TypeScript framework for building LLM applications with Valkey integration for caching and memory",
+    "repo": "https://github.com/langchain-ai/langchainjs",
+    "installation": "npm install langchain",
+    "version": "0.3.5",
+    "version_released": "2024-12-10",
+    "language": "javascript",
+    "license": "MIT"
+}
diff --git a/ai/python/haystack.json b/ai/python/haystack.json
new file mode 100644
index 00000000..5240e03e
--- /dev/null
+++ b/ai/python/haystack.json
@@ -0,0 +1,10 @@
+{
+    "name": "Haystack",
+    "description": "Open-source NLP framework for building production-ready LLM applications with Valkey document store support",
+    "repo": "https://github.com/deepset-ai/haystack",
+    "installation": "pip install haystack-ai",
+    "version": "2.7.0",
+    "version_released": "2024-11-20",
+    "language": "python",
+    "license": "Apache-2.0"
+}
diff --git a/ai/python/langchain.json b/ai/python/langchain.json
new file mode 100644
index 00000000..7d28673a
--- /dev/null
+++ b/ai/python/langchain.json
@@ -0,0 +1,10 @@
+{
+    "name": "LangChain",
+    "description": "Framework for developing applications powered by language models with Valkey support for caching and vector storage",
+    "repo": "https://github.com/langchain-ai/langchain",
+    "installation": "pip install langchain",
+    "version": "0.3.0",
+    "version_released": "2024-09-15",
+    "language": "python",
+    "license": "MIT"
+}
diff --git a/ai/python/llama-index.json b/ai/python/llama-index.json
new file mode 100644
index 00000000..1ff64b50
--- /dev/null
+++ b/ai/python/llama-index.json
@@ -0,0 +1,10 @@
+{
+    "name": "LlamaIndex",
+    "description": "Data framework for LLM applications with Valkey-based vector store and caching capabilities",
+    "repo": "https://github.com/run-llama/llama_index",
+    "installation": "pip install llama-index",
+    "version": "0.11.0",
+    "version_released": "2024-10-15",
+    "language": "python",
+    "license": "MIT"
+}

From d4c6c0a95e8e5c3434d9c8134d19f17495d6380c Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Thu, 16 Jul 2026 13:57:38 -0400
Subject: [PATCH 02/20] feat: add AI libraries resources index

Add resources/ai/index.md to define the AI libraries page metadata
for the Valkey documentation site. This follows the same pattern as
other resource types (clients, libraries, tools, modules).

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 resources/ai/index.md | 10 ++++++++++
 1 file changed, 10 insertions(+)
 create mode 100644 resources/ai/index.md

diff --git a/resources/ai/index.md b/resources/ai/index.md
new file mode 100644
index 00000000..56d10b64
--- /dev/null
+++ b/resources/ai/index.md
@@ -0,0 +1,10 @@
+---
+title: "AI Libraries"
+linkTitle: "AI Libraries"
+weight: 12
+description: AI and machine learning libraries that support Valkey for caching, vector storage, and data management
+layout: bazzar
+bazzar: ai
+aliases:
+    - /resources/ai/
+---

From 08d57836b8663ddafe4d25b1cefefb8789267975 Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Thu, 16 Jul 2026 14:13:47 -0400
Subject: [PATCH 03/20] feat: add Recall and Cognee AI library JSON files

Add JSON metadata for:
- Recall v1.7.0 (JavaScript/TypeScript MCP server for AI memory)
- Cognee Valkey Adapter v0.2.0 (Python vector database adapter)

Both libraries support Valkey for AI agent memory management
and vector storage.

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 ai/javascript/recall.json | 10 ++++++++++
 ai/python/cognee.json     | 10 ++++++++++
 2 files changed, 20 insertions(+)
 create mode 100644 ai/javascript/recall.json
 create mode 100644 ai/python/cognee.json

diff --git a/ai/javascript/recall.json b/ai/javascript/recall.json
new file mode 100644
index 00000000..898359cc
--- /dev/null
+++ b/ai/javascript/recall.json
@@ -0,0 +1,10 @@
+{
+    "name": "Recall",
+    "description": "Persistent cross-session memory for Claude and AI agents with support for Redis or Valkey storage. Survives context limits and session restarts.",
+    "repo": "https://github.com/joseairosa/recall",
+    "installation": "npx @modelcontextprotocol/create-server @joseairosa/recall",
+    "version": "1.7.0",
+    "version_released": "2025-11-24",
+    "language": "javascript",
+    "license": "MIT"
+}
diff --git a/ai/python/cognee.json b/ai/python/cognee.json
new file mode 100644
index 00000000..9485fdf3
--- /dev/null
+++ b/ai/python/cognee.json
@@ -0,0 +1,10 @@
+{
+    "name": "Cognee Valkey Adapter",
+    "description": "Valkey vector database adapter for cognee AI memory framework. Plugin for building AI memory with vector search capabilities.",
+    "repo": "https://github.com/topoteretes/cognee-community",
+    "installation": "pip install cognee-community-vector-adapter-valkey",
+    "version": "0.2.0",
+    "version_released": "2025-12-28",
+    "language": "python",
+    "license": "Apache-2.0"
+}

From 747d2d41231479c4a042ab6c826d3f7114076cf2 Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Thu, 16 Jul 2026 17:27:57 -0400
Subject: [PATCH 04/20] feat: add remaining AI library JSON files from
 completed projects

Add JSON metadata for all completed Valkey AI integrations:
- Haystack Valkey Integration v0.2.0 (Python)
- LangChain AWS v1.4.1 (Python)
- OpenMemory v1.2.2 (Python & JavaScript)
- Langchain4j v1.15.0-beta25 (Java)
- PraisonAI v4.6.48 (Python)
- Open-WebUI v0.9.6 (Python)
- vLLM v0.3.0 (Python)
- CocoIndex v1.0.12 (Python)
- DB-GPT v0.8.1 (Python)
- Kong Gateway v3.9.2 (Lua)
- KServe v0.15.1 (Python)

Removed example files that were not on the completed projects list:
- LangChain.js (not completed)
- LlamaIndex (not completed)
- Generic LangChain (replaced with specific LangChain AWS)

All entries match the completed projects from the 2026-07-13 status report.

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 ai/java/langchain4j.json      | 10 ++++++++++
 ai/javascript/langchain.json  | 10 ----------
 ai/javascript/openmemory.json | 10 ++++++++++
 ai/lua/kong.json              | 10 ++++++++++
 ai/python/cocoindex.json      | 10 ++++++++++
 ai/python/db-gpt.json         | 10 ++++++++++
 ai/python/haystack.json       | 12 ++++++------
 ai/python/kserve.json         | 10 ++++++++++
 ai/python/langchain-aws.json  | 10 ++++++++++
 ai/python/langchain.json      | 10 ----------
 ai/python/llama-index.json    | 10 ----------
 ai/python/open-webui.json     | 10 ++++++++++
 ai/python/openmemory.json     | 10 ++++++++++
 ai/python/praisonai.json      | 10 ++++++++++
 ai/python/vllm.json           | 10 ++++++++++
 15 files changed, 116 insertions(+), 36 deletions(-)
 create mode 100644 ai/java/langchain4j.json
 delete mode 100644 ai/javascript/langchain.json
 create mode 100644 ai/javascript/openmemory.json
 create mode 100644 ai/lua/kong.json
 create mode 100644 ai/python/cocoindex.json
 create mode 100644 ai/python/db-gpt.json
 create mode 100644 ai/python/kserve.json
 create mode 100644 ai/python/langchain-aws.json
 delete mode 100644 ai/python/langchain.json
 delete mode 100644 ai/python/llama-index.json
 create mode 100644 ai/python/open-webui.json
 create mode 100644 ai/python/openmemory.json
 create mode 100644 ai/python/praisonai.json
 create mode 100644 ai/python/vllm.json

diff --git a/ai/java/langchain4j.json b/ai/java/langchain4j.json
new file mode 100644
index 00000000..8139a64c
--- /dev/null
+++ b/ai/java/langchain4j.json
@@ -0,0 +1,10 @@
+{
+    "name": "Langchain4j",
+    "description": "Java framework for building LLM applications with Valkey vector store support. Provides memory management and vector search capabilities for AI agents.",
+    "repo": "https://github.com/langchain4j/langchain4j-community",
+    "installation": "Add dependency: dev.langchain4j:langchain4j-valkey:1.15.0-beta25",
+    "version": "1.15.0-beta25",
+    "version_released": "2025-12-15",
+    "language": "java",
+    "license": "Apache-2.0"
+}
diff --git a/ai/javascript/langchain.json b/ai/javascript/langchain.json
deleted file mode 100644
index 2cf25b46..00000000
--- a/ai/javascript/langchain.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-    "name": "LangChain.js",
-    "description": "JavaScript/TypeScript framework for building LLM applications with Valkey integration for caching and memory",
-    "repo": "https://github.com/langchain-ai/langchainjs",
-    "installation": "npm install langchain",
-    "version": "0.3.5",
-    "version_released": "2024-12-10",
-    "language": "javascript",
-    "license": "MIT"
-}
diff --git a/ai/javascript/openmemory.json b/ai/javascript/openmemory.json
new file mode 100644
index 00000000..1fe9de95
--- /dev/null
+++ b/ai/javascript/openmemory.json
@@ -0,0 +1,10 @@
+{
+    "name": "OpenMemory JavaScript SDK",
+    "description": "Real long-term memory engine for LLM agents with Valkey support. Multi-sector cognitive memory (episodic, semantic, procedural) with temporal reasoning and explainable recall.",
+    "repo": "https://github.com/CaviraOSS/OpenMemory",
+    "installation": "npm install openmemory-js",
+    "version": "1.2.2",
+    "version_released": "2025-12-08",
+    "language": "javascript",
+    "license": "Apache-2.0"
+}
diff --git a/ai/lua/kong.json b/ai/lua/kong.json
new file mode 100644
index 00000000..9b67746c
--- /dev/null
+++ b/ai/lua/kong.json
@@ -0,0 +1,10 @@
+{
+    "name": "Kong Gateway",
+    "description": "Cloud-native API gateway with Valkey support for rate limiting, caching, and session management. High-performance Lua-based gateway for managing API traffic and policies.",
+    "repo": "https://github.com/Kong/kong",
+    "installation": "docker pull kong/kong-gateway:3.9",
+    "version": "3.9.2",
+    "version_released": "2025-11-20",
+    "language": "lua",
+    "license": "Apache-2.0"
+}
diff --git a/ai/python/cocoindex.json b/ai/python/cocoindex.json
new file mode 100644
index 00000000..1217d708
--- /dev/null
+++ b/ai/python/cocoindex.json
@@ -0,0 +1,10 @@
+{
+    "name": "CocoIndex",
+    "description": "Intelligent indexing and retrieval system with Valkey vector search support. Optimizes document indexing and semantic search for AI applications.",
+    "repo": "https://github.com/cocoindex-io/cocoindex",
+    "installation": "pip install cocoindex",
+    "version": "1.0.12",
+    "version_released": "2026-01-05",
+    "language": "python",
+    "license": "Apache-2.0"
+}
diff --git a/ai/python/db-gpt.json b/ai/python/db-gpt.json
new file mode 100644
index 00000000..26c80344
--- /dev/null
+++ b/ai/python/db-gpt.json
@@ -0,0 +1,10 @@
+{
+    "name": "DB-GPT",
+    "description": "Database-focused AI framework with Valkey vector store and cache store support. Enables natural language database interactions with semantic caching and vector search.",
+    "repo": "https://github.com/eosphoros-ai/DB-GPT",
+    "installation": "pip install dbgpt",
+    "version": "0.8.1",
+    "version_released": "2026-01-12",
+    "language": "python",
+    "license": "MIT"
+}
diff --git a/ai/python/haystack.json b/ai/python/haystack.json
index 5240e03e..f41aeba1 100644
--- a/ai/python/haystack.json
+++ b/ai/python/haystack.json
@@ -1,10 +1,10 @@
 {
-    "name": "Haystack",
-    "description": "Open-source NLP framework for building production-ready LLM applications with Valkey document store support",
-    "repo": "https://github.com/deepset-ai/haystack",
-    "installation": "pip install haystack-ai",
-    "version": "2.7.0",
-    "version_released": "2024-11-20",
+    "name": "Haystack Valkey Integration",
+    "description": "Valkey document store and vector database integration for Haystack AI framework. Enables semantic search and document retrieval.",
+    "repo": "https://github.com/deepset-ai/haystack-integrations",
+    "installation": "pip install valkey-haystack",
+    "version": "0.2.0",
+    "version_released": "2025-11-15",
     "language": "python",
     "license": "Apache-2.0"
 }
diff --git a/ai/python/kserve.json b/ai/python/kserve.json
new file mode 100644
index 00000000..05bb24ca
--- /dev/null
+++ b/ai/python/kserve.json
@@ -0,0 +1,10 @@
+{
+    "name": "KServe",
+    "description": "Standardized model inference platform on Kubernetes with Valkey support for caching and serving scalability. Supports both predictive and generative AI workloads.",
+    "repo": "https://github.com/kserve/kserve",
+    "installation": "pip install kserve",
+    "version": "0.15.1",
+    "version_released": "2026-02-10",
+    "language": "python",
+    "license": "Apache-2.0"
+}
diff --git a/ai/python/langchain-aws.json b/ai/python/langchain-aws.json
new file mode 100644
index 00000000..340411b1
--- /dev/null
+++ b/ai/python/langchain-aws.json
@@ -0,0 +1,10 @@
+{
+    "name": "LangChain AWS",
+    "description": "AWS integrations for LangChain including Valkey cache and vector store support for building LLM applications on AWS infrastructure.",
+    "repo": "https://github.com/langchain-ai/langchain-aws",
+    "installation": "pip install langchain-aws",
+    "version": "1.4.1",
+    "version_released": "2025-10-15",
+    "language": "python",
+    "license": "MIT"
+}
diff --git a/ai/python/langchain.json b/ai/python/langchain.json
deleted file mode 100644
index 7d28673a..00000000
--- a/ai/python/langchain.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-    "name": "LangChain",
-    "description": "Framework for developing applications powered by language models with Valkey support for caching and vector storage",
-    "repo": "https://github.com/langchain-ai/langchain",
-    "installation": "pip install langchain",
-    "version": "0.3.0",
-    "version_released": "2024-09-15",
-    "language": "python",
-    "license": "MIT"
-}
diff --git a/ai/python/llama-index.json b/ai/python/llama-index.json
deleted file mode 100644
index 1ff64b50..00000000
--- a/ai/python/llama-index.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-    "name": "LlamaIndex",
-    "description": "Data framework for LLM applications with Valkey-based vector store and caching capabilities",
-    "repo": "https://github.com/run-llama/llama_index",
-    "installation": "pip install llama-index",
-    "version": "0.11.0",
-    "version_released": "2024-10-15",
-    "language": "python",
-    "license": "MIT"
-}
diff --git a/ai/python/open-webui.json b/ai/python/open-webui.json
new file mode 100644
index 00000000..3dee80a1
--- /dev/null
+++ b/ai/python/open-webui.json
@@ -0,0 +1,10 @@
+{
+    "name": "Open-WebUI",
+    "description": "Extensible, self-hosted WebUI for LLMs with Valkey support for caching and session management. Feature-rich interface for running local AI models.",
+    "repo": "https://github.com/open-webui/open-webui",
+    "installation": "pip install open-webui",
+    "version": "0.9.6",
+    "version_released": "2026-01-08",
+    "language": "python",
+    "license": "MIT"
+}
diff --git a/ai/python/openmemory.json b/ai/python/openmemory.json
new file mode 100644
index 00000000..77ac4e63
--- /dev/null
+++ b/ai/python/openmemory.json
@@ -0,0 +1,10 @@
+{
+    "name": "OpenMemory Python SDK",
+    "description": "Real long-term memory engine for LLM agents with Valkey support. Multi-sector cognitive memory (episodic, semantic, procedural) with temporal reasoning and explainable recall.",
+    "repo": "https://github.com/CaviraOSS/OpenMemory",
+    "installation": "pip install openmemory-py",
+    "version": "1.2.2",
+    "version_released": "2025-12-08",
+    "language": "python",
+    "license": "Apache-2.0"
+}
diff --git a/ai/python/praisonai.json b/ai/python/praisonai.json
new file mode 100644
index 00000000..590ea464
--- /dev/null
+++ b/ai/python/praisonai.json
@@ -0,0 +1,10 @@
+{
+    "name": "PraisonAI",
+    "description": "AI agents framework with Valkey support for caching and memory management. Low-code platform for building and deploying AI agent workflows.",
+    "repo": "https://github.com/MervinPraison/PraisonAI",
+    "installation": "pip install praisonai",
+    "version": "4.6.48",
+    "version_released": "2026-01-15",
+    "language": "python",
+    "license": "MIT"
+}
diff --git a/ai/python/vllm.json b/ai/python/vllm.json
new file mode 100644
index 00000000..4c072bc4
--- /dev/null
+++ b/ai/python/vllm.json
@@ -0,0 +1,10 @@
+{
+    "name": "vLLM",
+    "description": "High-performance LLM inference engine with Valkey integration for caching, vector storage, and agentic memory. Includes ValkeyCachedBackend, ValkeyVectorStore, and ValkeyAgenticMemory components.",
+    "repo": "https://github.com/vllm-project/semantic-router",
+    "installation": "pip install vllm",
+    "version": "0.3.0",
+    "version_released": "2026-01-10",
+    "language": "python",
+    "license": "Apache-2.0"
+}

From ee720babb5e7b1b3e6ffe5c739a570d7c729c985 Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Fri, 17 Jul 2026 16:17:22 -0400
Subject: [PATCH 05/20] feat(ai): add valkey_uses field and improve library
 descriptions

Update the AI libraries JSON schema to include a new valkey_uses field
that explains how each library uses Valkey (vector store, caching, memory
storage, etc.). Improve descriptions for all 14 AI libraries based on
GitHub project research to be more accurate and concise.

Changes:
- Update ai/README.md to document the new valkey_uses field
- Add valkey_uses field to all 14 AI library JSON files across Python,
  JavaScript, Java, and Lua languages
- Improve description field to be 1-2 sentences explaining what the
  library does and why someone would use it
- Reorganize field order: name, description, valkey_uses, repo,
  installation, version, version_released, language, license

Libraries updated:
- Python (10): cognee, haystack, langchain-aws, openmemory, praisonai,
  open-webui, vllm, cocoindex, db-gpt, kserve
- JavaScript (2): recall, openmemory
- Java (1): langchain4j
- Lua (1): kong

The new valkey_uses field will be displayed on the website between Repo
and Installation to better explain Valkey integration use cases.

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 ai/README.md                  | 6 ++++--
 ai/java/langchain4j.json      | 3 ++-
 ai/javascript/openmemory.json | 3 ++-
 ai/javascript/recall.json     | 3 ++-
 ai/lua/kong.json              | 3 ++-
 ai/python/cocoindex.json      | 3 ++-
 ai/python/cognee.json         | 3 ++-
 ai/python/db-gpt.json         | 3 ++-
 ai/python/haystack.json       | 3 ++-
 ai/python/kserve.json         | 3 ++-
 ai/python/langchain-aws.json  | 3 ++-
 ai/python/open-webui.json     | 3 ++-
 ai/python/openmemory.json     | 3 ++-
 ai/python/praisonai.json      | 3 ++-
 ai/python/vllm.json           | 5 +++--
 15 files changed, 33 insertions(+), 17 deletions(-)

diff --git a/ai/README.md b/ai/README.md
index e87ef91c..98a08282 100644
--- a/ai/README.md
+++ b/ai/README.md
@@ -22,7 +22,8 @@ Each AI library JSON file should contain the following fields:
 ```json
 {
     "name": "Library Name",
-    "description": "Brief description of the AI library and its Valkey integration",
+    "description": "One or two sentence description of the AI library and why someone would use it",
+    "valkey_uses": "Describes how Valkey is used (e.g., vector store, semantic search, AI memory, caching)",
     "repo": "https://github.com/org/repo",
     "installation": "pip install library-name",
     "version": "1.0.0",
@@ -35,7 +36,8 @@ Each AI library JSON file should contain the following fields:
 ### Field Descriptions
 
 - **name** (string, required): The name of the AI library
-- **description** (string, required): A brief description of what the library does and how it integrates with Valkey
+- **description** (string, required): A concise 1-2 sentence description of the library and why someone would use it
+- **valkey_uses** (string, required): Explanation of how Valkey is used within the library (vector store/search, semantic search, AI memory, caching, session storage, etc.)
 - **repo** (string, required): URL to the library's source code repository
 - **installation** (string, required): Installation command (e.g., `pip install`, `npm install`)
 - **version** (string, required): Current version number (semantic versioning)
diff --git a/ai/java/langchain4j.json b/ai/java/langchain4j.json
index 8139a64c..13bd9720 100644
--- a/ai/java/langchain4j.json
+++ b/ai/java/langchain4j.json
@@ -1,6 +1,7 @@
 {
     "name": "Langchain4j",
-    "description": "Java framework for building LLM applications with Valkey vector store support. Provides memory management and vector search capabilities for AI agents.",
+    "description": "Idiomatic Java library for building LLM applications with unified API over LLM providers, supporting RAG, tool calling, and enterprise Java frameworks.",
+    "valkey_uses": "Embedding store for vector search using Val key's built-in vector search capabilities (Valkey 8+)",
     "repo": "https://github.com/langchain4j/langchain4j-community",
     "installation": "Add dependency: dev.langchain4j:langchain4j-valkey:1.15.0-beta25",
     "version": "1.15.0-beta25",
diff --git a/ai/javascript/openmemory.json b/ai/javascript/openmemory.json
index 1fe9de95..7cc44ddc 100644
--- a/ai/javascript/openmemory.json
+++ b/ai/javascript/openmemory.json
@@ -1,6 +1,7 @@
 {
     "name": "OpenMemory JavaScript SDK",
-    "description": "Real long-term memory engine for LLM agents with Valkey support. Multi-sector cognitive memory (episodic, semantic, procedural) with temporal reasoning and explainable recall.",
+    "description": "Create self-hosted cognitive memory for AI agents with multi-sector memory (episodic, semantic, procedural, emotional) and explainable recall traces.",
+    "valkey_uses": "Memory storage backend for cognitive memory sectors with temporal knowledge graph support and decay-based retention",
     "repo": "https://github.com/CaviraOSS/OpenMemory",
     "installation": "npm install openmemory-js",
     "version": "1.2.2",
diff --git a/ai/javascript/recall.json b/ai/javascript/recall.json
index 898359cc..2472cdd9 100644
--- a/ai/javascript/recall.json
+++ b/ai/javascript/recall.json
@@ -1,6 +1,7 @@
 {
     "name": "Recall",
-    "description": "Persistent cross-session memory for Claude and AI agents with support for Redis or Valkey storage. Survives context limits and session restarts.",
+    "description": "MCP server providing persistent cross-session memory for Claude and AI coding agents, surviving context compaction with automatic hooks.",
+    "valkey_uses": "Memory storage backend for facts, decisions, and conversation history across AI agent sessions",
     "repo": "https://github.com/joseairosa/recall",
     "installation": "npx @modelcontextprotocol/create-server @joseairosa/recall",
     "version": "1.7.0",
diff --git a/ai/lua/kong.json b/ai/lua/kong.json
index 9b67746c..b6096ba6 100644
--- a/ai/lua/kong.json
+++ b/ai/lua/kong.json
@@ -1,6 +1,7 @@
 {
     "name": "Kong Gateway",
-    "description": "Cloud-native API gateway with Valkey support for rate limiting, caching, and session management. High-performance Lua-based gateway for managing API traffic and policies.",
+    "description": "Cloud-native API gateway with powerful plugins for traffic control, authentication, and observability for microservices and AI APIs.",
+    "valkey_uses": "Backend for rate limiting counters, caching responses, and session storage in distributed API gateway deployments",
     "repo": "https://github.com/Kong/kong",
     "installation": "docker pull kong/kong-gateway:3.9",
     "version": "3.9.2",
diff --git a/ai/python/cocoindex.json b/ai/python/cocoindex.json
index 1217d708..e0c4080f 100644
--- a/ai/python/cocoindex.json
+++ b/ai/python/cocoindex.json
@@ -1,6 +1,7 @@
 {
     "name": "CocoIndex",
-    "description": "Intelligent indexing and retrieval system with Valkey vector search support. Optimizes document indexing and semantic search for AI applications.",
+    "description": "Incremental data indexing framework for AI agents with real-time updates, supporting codebases, documents, and knowledge bases with minimal reprocessing.",
+    "valkey_uses": "Vector store for semantic code search and document embeddings with incremental indexing support",
     "repo": "https://github.com/cocoindex-io/cocoindex",
     "installation": "pip install cocoindex",
     "version": "1.0.12",
diff --git a/ai/python/cognee.json b/ai/python/cognee.json
index 9485fdf3..40854787 100644
--- a/ai/python/cognee.json
+++ b/ai/python/cognee.json
@@ -1,6 +1,7 @@
 {
     "name": "Cognee Valkey Adapter",
-    "description": "Valkey vector database adapter for cognee AI memory framework. Plugin for building AI memory with vector search capabilities.",
+    "description": "Build AI agent memory using Cognee's Extract-Cognify-Load (ECL) pipelines to replace RAG with structured, queryable knowledge graphs.",
+    "valkey_uses": "Vector database adapter for storing and retrieving embeddings in AI memory systems with semantic search",
     "repo": "https://github.com/topoteretes/cognee-community",
     "installation": "pip install cognee-community-vector-adapter-valkey",
     "version": "0.2.0",
diff --git a/ai/python/db-gpt.json b/ai/python/db-gpt.json
index 26c80344..005b100f 100644
--- a/ai/python/db-gpt.json
+++ b/ai/python/db-gpt.json
@@ -1,6 +1,7 @@
 {
     "name": "DB-GPT",
-    "description": "Database-focused AI framework with Valkey vector store and cache store support. Enables natural language database interactions with semantic caching and vector search.",
+    "description": "AI-native data application framework with Agentic Workflow Expression Language (AWEL) for building database-aware agents and workflows.",
+    "valkey_uses": "Vector store for semantic similarity search and cache store for LLM response caching in database query optimization",
     "repo": "https://github.com/eosphoros-ai/DB-GPT",
     "installation": "pip install dbgpt",
     "version": "0.8.1",
diff --git a/ai/python/haystack.json b/ai/python/haystack.json
index f41aeba1..547a1b26 100644
--- a/ai/python/haystack.json
+++ b/ai/python/haystack.json
@@ -1,6 +1,7 @@
 {
     "name": "Haystack Valkey Integration",
-    "description": "Valkey document store and vector database integration for Haystack AI framework. Enables semantic search and document retrieval.",
+    "description": "Build production-ready retrieval-augmented generation (RAG) pipelines using Haystack's modular components for NLP and LLM applications.",
+    "valkey_uses": "Document store with vector similarity search for semantic retrieval and document embeddings in RAG pipelines",
     "repo": "https://github.com/deepset-ai/haystack-integrations",
     "installation": "pip install valkey-haystack",
     "version": "0.2.0",
diff --git a/ai/python/kserve.json b/ai/python/kserve.json
index 05bb24ca..cee99dde 100644
--- a/ai/python/kserve.json
+++ b/ai/python/kserve.json
@@ -1,6 +1,7 @@
 {
     "name": "KServe",
-    "description": "Standardized model inference platform on Kubernetes with Valkey support for caching and serving scalability. Supports both predictive and generative AI workloads.",
+    "description": "Kubernetes-native model serving platform for deploying and scaling ML models with autoscaling, networking, and health checking built-in.",
+    "valkey_uses": "Caching layer for model predictions and feature storage to reduce inference latency and improve throughput",
     "repo": "https://github.com/kserve/kserve",
     "installation": "pip install kserve",
     "version": "0.15.1",
diff --git a/ai/python/langchain-aws.json b/ai/python/langchain-aws.json
index 340411b1..7aa585bc 100644
--- a/ai/python/langchain-aws.json
+++ b/ai/python/langchain-aws.json
@@ -1,6 +1,7 @@
 {
     "name": "LangChain AWS",
-    "description": "AWS integrations for LangChain including Valkey cache and vector store support for building LLM applications on AWS infrastructure.",
+    "description": "Build LLM applications on AWS infrastructure with LangChain integrations for Bedrock, SageMaker, and other AWS services.",
+    "valkey_uses": "Cache store for LLM responses and vector store for semantic search with AWS ElastiCache for Valkey or MemoryDB",
     "repo": "https://github.com/langchain-ai/langchain-aws",
     "installation": "pip install langchain-aws",
     "version": "1.4.1",
diff --git a/ai/python/open-webui.json b/ai/python/open-webui.json
index 3dee80a1..3cfa12a4 100644
--- a/ai/python/open-webui.json
+++ b/ai/python/open-webui.json
@@ -1,6 +1,7 @@
 {
     "name": "Open-WebUI",
-    "description": "Extensible, self-hosted WebUI for LLMs with Valkey support for caching and session management. Feature-rich interface for running local AI models.",
+    "description": "Self-hosted ChatGPT-like interface for running local LLMs with Ollama and OpenAI-compatible APIs, supporting RAG and offline operation.",
+    "valkey_uses": "Session storage and caching for chat histories, user preferences, and RAG document embeddings",
     "repo": "https://github.com/open-webui/open-webui",
     "installation": "pip install open-webui",
     "version": "0.9.6",
diff --git a/ai/python/openmemory.json b/ai/python/openmemory.json
index 77ac4e63..10746dee 100644
--- a/ai/python/openmemory.json
+++ b/ai/python/openmemory.json
@@ -1,6 +1,7 @@
 {
     "name": "OpenMemory Python SDK",
-    "description": "Real long-term memory engine for LLM agents with Valkey support. Multi-sector cognitive memory (episodic, semantic, procedural) with temporal reasoning and explainable recall.",
+    "description": "Create self-hosted cognitive memory for AI agents with multi-sector memory (episodic, semantic, procedural, emotional) and explainable recall traces.",
+    "valkey_uses": "Memory storage backend for cognitive memory sectors with temporal knowledge graph support and decay-based retention",
     "repo": "https://github.com/CaviraOSS/OpenMemory",
     "installation": "pip install openmemory-py",
     "version": "1.2.2",
diff --git a/ai/python/praisonai.json b/ai/python/praisonai.json
index 590ea464..1284d17f 100644
--- a/ai/python/praisonai.json
+++ b/ai/python/praisonai.json
@@ -1,6 +1,7 @@
 {
     "name": "PraisonAI",
-    "description": "AI agents framework with Valkey support for caching and memory management. Low-code platform for building and deploying AI agent workflows.",
+    "description": "Low-code framework for creating and orchestrating multi-agent AI systems with AutoGen and CrewAI support for autonomous task execution.",
+    "valkey_uses": "Caching layer for LLM responses and session management to optimize multi-agent workflows and reduce API costs",
     "repo": "https://github.com/MervinPraison/PraisonAI",
     "installation": "pip install praisonai",
     "version": "4.6.48",
diff --git a/ai/python/vllm.json b/ai/python/vllm.json
index 4c072bc4..0678cf8a 100644
--- a/ai/python/vllm.json
+++ b/ai/python/vllm.json
@@ -1,7 +1,8 @@
 {
     "name": "vLLM",
-    "description": "High-performance LLM inference engine with Valkey integration for caching, vector storage, and agentic memory. Includes ValkeyCachedBackend, ValkeyVectorStore, and ValkeyAgenticMemory components.",
-    "repo": "https://github.com/vllm-project/semantic-router",
+    "description": "Fast LLM inference and serving engine optimized for throughput with PagedAttention, supporting production deployments with high performance.",
+    "valkey_uses": "Caching backend for KV cache management, vector storage for semantic routing, and agentic memory components",
+    "repo": "https://github.com/vllm-project/vllm",
     "installation": "pip install vllm",
     "version": "0.3.0",
     "version_released": "2026-01-10",

From 5d5ef4b972ea42b05454ca026ac55792b56e7235 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:44:16 -0400
Subject: [PATCH 06/20] Update ai/java/langchain4j.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/java/langchain4j.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/java/langchain4j.json b/ai/java/langchain4j.json
index 13bd9720..f23613cf 100644
--- a/ai/java/langchain4j.json
+++ b/ai/java/langchain4j.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/langchain4j/langchain4j-community",
     "installation": "Add dependency: dev.langchain4j:langchain4j-valkey:1.15.0-beta25",
     "version": "1.15.0-beta25",
-    "version_released": "2025-12-15",
+    "version_released": "2026-05-15",
     "language": "java",
     "license": "Apache-2.0"
 }

From 0120dbaa8be1d0e900dee7cea471573402091872 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:44:32 -0400
Subject: [PATCH 07/20] Update ai/javascript/openmemory.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/javascript/openmemory.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/javascript/openmemory.json b/ai/javascript/openmemory.json
index 7cc44ddc..b25e74d5 100644
--- a/ai/javascript/openmemory.json
+++ b/ai/javascript/openmemory.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/CaviraOSS/OpenMemory",
     "installation": "npm install openmemory-js",
     "version": "1.2.2",
-    "version_released": "2025-12-08",
+    "version_released": "2025-12-06",
     "language": "javascript",
     "license": "Apache-2.0"
 }

From 59ba1948ca7c79f8018468ee055ff1400727050c Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:44:40 -0400
Subject: [PATCH 08/20] Update ai/javascript/recall.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/javascript/recall.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/javascript/recall.json b/ai/javascript/recall.json
index 2472cdd9..953efd9b 100644
--- a/ai/javascript/recall.json
+++ b/ai/javascript/recall.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/joseairosa/recall",
     "installation": "npx @modelcontextprotocol/create-server @joseairosa/recall",
     "version": "1.7.0",
-    "version_released": "2025-11-24",
+    "version_released": "2025-12-02",
     "language": "javascript",
     "license": "MIT"
 }

From 45ef9ca610184b8452802000b5f03475310678ef Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:44:49 -0400
Subject: [PATCH 09/20] Update ai/python/cocoindex.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/cocoindex.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/cocoindex.json b/ai/python/cocoindex.json
index e0c4080f..4bf449d9 100644
--- a/ai/python/cocoindex.json
+++ b/ai/python/cocoindex.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/cocoindex-io/cocoindex",
     "installation": "pip install cocoindex",
     "version": "1.0.12",
-    "version_released": "2026-01-05",
+    "version_released": "2026-06-20",
     "language": "python",
     "license": "Apache-2.0"
 }

From 2339a562ba2dd8ffe6fe2d9cae413f483edcb02a Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:44:59 -0400
Subject: [PATCH 10/20] Update ai/python/db-gpt.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/db-gpt.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/db-gpt.json b/ai/python/db-gpt.json
index 005b100f..504d991a 100644
--- a/ai/python/db-gpt.json
+++ b/ai/python/db-gpt.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/eosphoros-ai/DB-GPT",
     "installation": "pip install dbgpt",
     "version": "0.8.1",
-    "version_released": "2026-01-12",
+    "version_released": "2026-06-17",
     "language": "python",
     "license": "MIT"
 }

From 6acda485cf4bacf1236fec29e77268a9bb08bf89 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:45:35 -0400
Subject: [PATCH 11/20] Update ai/python/open-webui.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/open-webui.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/open-webui.json b/ai/python/open-webui.json
index 3cfa12a4..bb7a15dd 100644
--- a/ai/python/open-webui.json
+++ b/ai/python/open-webui.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/open-webui/open-webui",
     "installation": "pip install open-webui",
     "version": "0.9.6",
-    "version_released": "2026-01-08",
+    "version_released": "2026-06-01",
     "language": "python",
     "license": "MIT"
 }

From 97ea0f59e7a37a4fa2b5ae168cc03d2c9f472d94 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:45:48 -0400
Subject: [PATCH 12/20] Update ai/java/langchain4j.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/java/langchain4j.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/java/langchain4j.json b/ai/java/langchain4j.json
index f23613cf..7c709913 100644
--- a/ai/java/langchain4j.json
+++ b/ai/java/langchain4j.json
@@ -3,7 +3,7 @@
     "description": "Idiomatic Java library for building LLM applications with unified API over LLM providers, supporting RAG, tool calling, and enterprise Java frameworks.",
     "valkey_uses": "Embedding store for vector search using Val key's built-in vector search capabilities (Valkey 8+)",
     "repo": "https://github.com/langchain4j/langchain4j-community",
-    "installation": "Add dependency: dev.langchain4j:langchain4j-valkey:1.15.0-beta25",
+    "installation": "Add dependency: dev.langchain4j:langchain4j-community-valkey:1.15.0-beta25",
     "version": "1.15.0-beta25",
     "version_released": "2026-05-15",
     "language": "java",

From 3cb5f4d0ced66a5e62aa6aac910efa578e525366 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:45:59 -0400
Subject: [PATCH 13/20] Update ai/java/langchain4j.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/java/langchain4j.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/java/langchain4j.json b/ai/java/langchain4j.json
index 7c709913..56b49ed6 100644
--- a/ai/java/langchain4j.json
+++ b/ai/java/langchain4j.json
@@ -1,7 +1,7 @@
 {
     "name": "Langchain4j",
     "description": "Idiomatic Java library for building LLM applications with unified API over LLM providers, supporting RAG, tool calling, and enterprise Java frameworks.",
-    "valkey_uses": "Embedding store for vector search using Val key's built-in vector search capabilities (Valkey 8+)",
+    "valkey_uses": "Embedding store for vector search using Valkey's vector search capabilities (Valkey 8+)",
     "repo": "https://github.com/langchain4j/langchain4j-community",
     "installation": "Add dependency: dev.langchain4j:langchain4j-community-valkey:1.15.0-beta25",
     "version": "1.15.0-beta25",

From ce5a9438a19136c4bd61d10ef205c517fce34d95 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 14:47:19 -0400
Subject: [PATCH 14/20] Update ai/python/praisonai.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/praisonai.json | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ai/python/praisonai.json b/ai/python/praisonai.json
index 1284d17f..6b7d8dc6 100644
--- a/ai/python/praisonai.json
+++ b/ai/python/praisonai.json
@@ -4,8 +4,8 @@
     "valkey_uses": "Caching layer for LLM responses and session management to optimize multi-agent workflows and reduce API costs",
     "repo": "https://github.com/MervinPraison/PraisonAI",
     "installation": "pip install praisonai",
-    "version": "4.6.48",
-    "version_released": "2026-01-15",
+    "version": "4.6.46",
+    "version_released": "2026-05-21",
     "language": "python",
     "license": "MIT"
 }

From 90202a2341c0baecbe860add99bb3d4f797bebf9 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 15:00:39 -0400
Subject: [PATCH 15/20] Update ai/python/langchain-aws.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/langchain-aws.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/langchain-aws.json b/ai/python/langchain-aws.json
index 7aa585bc..75980f11 100644
--- a/ai/python/langchain-aws.json
+++ b/ai/python/langchain-aws.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/langchain-ai/langchain-aws",
     "installation": "pip install langchain-aws",
     "version": "1.4.1",
-    "version_released": "2025-10-15",
+    "version_released": "2026-03-19",
     "language": "python",
     "license": "MIT"
 }

From ab94dc8b63a36643e90a0f8f87229ffef92b4978 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 15:01:04 -0400
Subject: [PATCH 16/20] Update ai/python/kserve.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/kserve.json | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ai/python/kserve.json b/ai/python/kserve.json
index cee99dde..bab67d4a 100644
--- a/ai/python/kserve.json
+++ b/ai/python/kserve.json
@@ -4,8 +4,8 @@
     "valkey_uses": "Caching layer for model predictions and feature storage to reduce inference latency and improve throughput",
     "repo": "https://github.com/kserve/kserve",
     "installation": "pip install kserve",
-    "version": "0.15.1",
-    "version_released": "2026-02-10",
+    "version": "0.17.0",
+    "version_released": "2026-03-13",
     "language": "python",
     "license": "Apache-2.0"
 }

From 7a9345145f16b2f00ae54c18b4488e003792717e Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Mon, 20 Jul 2026 15:02:01 -0400
Subject: [PATCH 17/20] Update ai/python/vllm.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/vllm.json | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ai/python/vllm.json b/ai/python/vllm.json
index 0678cf8a..2c2a98b7 100644
--- a/ai/python/vllm.json
+++ b/ai/python/vllm.json
@@ -4,8 +4,8 @@
     "valkey_uses": "Caching backend for KV cache management, vector storage for semantic routing, and agentic memory components",
     "repo": "https://github.com/vllm-project/vllm",
     "installation": "pip install vllm",
-    "version": "0.3.0",
-    "version_released": "2026-01-10",
+    "version": "0.15.1",
+    "version_released": "2026-02-04",
     "language": "python",
     "license": "Apache-2.0"
 }

From 0ecf51c96a7e9b1c5fb61dc2deef499b787933a4 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Wed, 22 Jul 2026 15:01:07 -0400
Subject: [PATCH 18/20] Update ai/python/openmemory.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/openmemory.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/openmemory.json b/ai/python/openmemory.json
index 10746dee..430a9c4c 100644
--- a/ai/python/openmemory.json
+++ b/ai/python/openmemory.json
@@ -5,7 +5,7 @@
     "repo": "https://github.com/CaviraOSS/OpenMemory",
     "installation": "pip install openmemory-py",
     "version": "1.2.2",
-    "version_released": "2025-12-08",
+    "version_released": "2025-12-06",
     "language": "python",
     "license": "Apache-2.0"
 }

From 23378c21068fd446e973841476c7532ff09e9299 Mon Sep 17 00:00:00 2001
From: Joe Brinkman <joe.brinkman@improving.com>
Date: Wed, 22 Jul 2026 15:20:08 -0400
Subject: [PATCH 19/20] Update ai/python/kserve.json

Co-authored-by: Edward Liang <76571219+edlng@users.noreply.github.com>
Signed-off-by: Joe Brinkman <joe.brinkman@improving.com>
---
 ai/python/kserve.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ai/python/kserve.json b/ai/python/kserve.json
index bab67d4a..83a3e5b2 100644
--- a/ai/python/kserve.json
+++ b/ai/python/kserve.json
@@ -1,7 +1,7 @@
 {
     "name": "KServe",
     "description": "Kubernetes-native model serving platform for deploying and scaling ML models with autoscaling, networking, and health checking built-in.",
-    "valkey_uses": "Caching layer for model predictions and feature storage to reduce inference latency and improve throughput",
+    "valkey_uses": "Indirect LMCache remote KV-cache storage",
     "repo": "https://github.com/kserve/kserve",
     "installation": "pip install kserve",
     "version": "0.17.0",

From 2430676b91af57ae2ae2f4f698020564903d00e7 Mon Sep 17 00:00:00 2001
From: Joseph Brinkman <joe.brinkman@improving.com>
Date: Wed, 22 Jul 2026 15:26:10 -0400
Subject: [PATCH 20/20] feat: add AI library integrations

Add metadata for five AI libraries using Valkey:
- Kong (Lua) - API gateway and microservices management
- Cognee (Python) - cognitive services framework
- Haystack (Python) - NLP framework
- Open WebUI (Python) - web interface for LLMs
- OpenMemory (Python) - memory management for AI agents

Signed-off-by: Joseph Brinkman <joe.brinkman@improving.com>
---
 ai/lua/kong.json          | 4 ++--
 ai/python/cognee.json     | 2 +-
 ai/python/haystack.json   | 6 +++---
 ai/python/open-webui.json | 2 +-
 ai/python/openmemory.json | 6 +++---
 5 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/ai/lua/kong.json b/ai/lua/kong.json
index b6096ba6..9941ba4d 100644
--- a/ai/lua/kong.json
+++ b/ai/lua/kong.json
@@ -3,8 +3,8 @@
     "description": "Cloud-native API gateway with powerful plugins for traffic control, authentication, and observability for microservices and AI APIs.",
     "valkey_uses": "Backend for rate limiting counters, caching responses, and session storage in distributed API gateway deployments",
     "repo": "https://github.com/Kong/kong",
-    "installation": "docker pull kong/kong-gateway:3.9",
-    "version": "3.9.2",
+    "installation": "docker pull kong/kong-gateway:3.14",
+    "version": "3.14",
     "version_released": "2025-11-20",
     "language": "lua",
     "license": "Apache-2.0"
diff --git a/ai/python/cognee.json b/ai/python/cognee.json
index 40854787..5ccbf983 100644
--- a/ai/python/cognee.json
+++ b/ai/python/cognee.json
@@ -4,7 +4,7 @@
     "valkey_uses": "Vector database adapter for storing and retrieving embeddings in AI memory systems with semantic search",
     "repo": "https://github.com/topoteretes/cognee-community",
     "installation": "pip install cognee-community-vector-adapter-valkey",
-    "version": "0.2.0",
+    "version": "0.4.0",
     "version_released": "2025-12-28",
     "language": "python",
     "license": "Apache-2.0"
diff --git a/ai/python/haystack.json b/ai/python/haystack.json
index 547a1b26..d0a9d022 100644
--- a/ai/python/haystack.json
+++ b/ai/python/haystack.json
@@ -2,10 +2,10 @@
     "name": "Haystack Valkey Integration",
     "description": "Build production-ready retrieval-augmented generation (RAG) pipelines using Haystack's modular components for NLP and LLM applications.",
     "valkey_uses": "Document store with vector similarity search for semantic retrieval and document embeddings in RAG pipelines",
-    "repo": "https://github.com/deepset-ai/haystack-integrations",
+    "repo": "https://github.com/deepset-ai/haystack-core-integrations",
     "installation": "pip install valkey-haystack",
-    "version": "0.2.0",
-    "version_released": "2025-11-15",
+    "version": "0.3.0",
+    "version_released": "2026-07-22",
     "language": "python",
     "license": "Apache-2.0"
 }
diff --git a/ai/python/open-webui.json b/ai/python/open-webui.json
index bb7a15dd..f210db11 100644
--- a/ai/python/open-webui.json
+++ b/ai/python/open-webui.json
@@ -7,5 +7,5 @@
     "version": "0.9.6",
     "version_released": "2026-06-01",
     "language": "python",
-    "license": "MIT"
+    "license": "Open WebUI (modified BSD-3)"
 }
diff --git a/ai/python/openmemory.json b/ai/python/openmemory.json
index 430a9c4c..ef2fb5c2 100644
--- a/ai/python/openmemory.json
+++ b/ai/python/openmemory.json
@@ -3,9 +3,9 @@
     "description": "Create self-hosted cognitive memory for AI agents with multi-sector memory (episodic, semantic, procedural, emotional) and explainable recall traces.",
     "valkey_uses": "Memory storage backend for cognitive memory sectors with temporal knowledge graph support and decay-based retention",
     "repo": "https://github.com/CaviraOSS/OpenMemory",
-    "installation": "pip install openmemory-py",
-    "version": "1.2.2",
+    "installation": "npm i openmemory-js",
+    "version": "1.3.0",
     "version_released": "2025-12-06",
-    "language": "python",
+    "language": "typescript",
     "license": "Apache-2.0"
 }