# ai integration

Published articles for ai integration.

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## Exploring AI Integration in Zabbix with Gemini and WebMCP

DevFeed: [Exploring AI Integration in Zabbix with Gemini and WebMCP](<https://devfeed.tech/articles/exploring-ai-integration-in-zabbix-with-gemini-and-webmcp-45084.md>)

Original publisher: [Read original article](<https://blog.zabbix.com/exploring-ai-integration-in-zabbix-with-gemini-and-webmcp/33050/>)

Author: Cesar Caceres

Published: 2026-06-09T12:37:37Z

Content type: article

Language: en

Sources: [Zabbix Blog](<https://devfeed.tech/sources/zabbix-blog.md>)

Topics: [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [infrastructure monitoring](<https://devfeed.tech/topics/infrastructure-monitoring.md>), [FastAPI](<https://devfeed.tech/topics/fastapi.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-integration](<https://devfeed.tech/tags/ai-integration.md>), [fastapi](<https://devfeed.tech/tags/fastapi.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [infrastructure-monitoring](<https://devfeed.tech/tags/infrastructure-monitoring.md>), [integrations](<https://devfeed.tech/tags/integrations.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [webmcp](<https://devfeed.tech/tags/webmcp.md>), [zabbix](<https://devfeed.tech/tags/zabbix.md>)

### AI overview

An article describes integrating AI with Zabbix infrastructure monitoring, progressing from messaging-based integrations to MCP and WebMCP. It explains how MCP can provide standardized access to Zabbix tools and data for compatible AI clients, with a WebMCP server connected to a FastAPI backend.

### Source excerpt

When I first started working with Zabbix in banking and telecommunications over a decade ago, the workflow was always the same: something breaks, an alert fires, you open the dashboard, you diagnose, you fix. Every step required a human sitting in front of a screen reading charts and making decisions. Then AI came along, and [...] The post Exploring AI Integration in Zabbix with Gemini and WebMCP appeared first on Zabbix Blog.

## 11 Self-Hosted Knowledge Base Tools (For Individuals and Teams)

DevFeed: [11 Self-Hosted Knowledge Base Tools (For Individuals and Teams)](<https://devfeed.tech/articles/11-self-hosted-knowledge-base-tools-for-individuals-and-teams-48049.md>)

Original publisher: [Read original article](<https://linuxhandbook.com/blog/self-hosted-knowledge-base-tools/>)

Author: Yash Kiran Patil

Published: 2026-06-05T10:29:39Z

Content type: comparison

Language: en

Sources: [Linux Handbook](<https://devfeed.tech/sources/linux-handbook.md>)

Topics: [Self-hosted](<https://devfeed.tech/topics/self-hosted.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [Local AI](<https://devfeed.tech/topics/local-ai.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Homelab](<https://devfeed.tech/topics/homelab.md>), [Notion](<https://devfeed.tech/topics/notion.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-integration](<https://devfeed.tech/tags/ai-integration.md>), [blog](<https://devfeed.tech/tags/blog.md>), [claude](<https://devfeed.tech/tags/claude.md>), [comparison](<https://devfeed.tech/tags/comparison.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [self-host](<https://devfeed.tech/tags/self-host.md>), [self-hosted](<https://devfeed.tech/tags/self-hosted.md>)

### AI overview

A comparison of 11 self-hosted knowledge-base tools for individuals and teams, covering homelab use, team documentation, Markdown storage, and integrations with Claude, Ollama, local LLMs, and RAG pipelines. It highlights Outline's MCP support and discusses deployment requirements such as PostgreSQL, Redis, and OIDC/SSO.

### Source excerpt

Take control of your notes and convert them into a proper knowledgebase. I discuss various tools for specific needs.

## Elastic Workflows GA: automation where your security data already lives

DevFeed: [Elastic Workflows GA: automation where your security data already lives](<https://devfeed.tech/articles/elastic-workflows-ga-automation-where-your-security-data-already-lives-48881.md>)

Original publisher: [Read original article](<https://www.elastic.co/security-labs/blog/elastic-workflows-ga-9-4>)

Author: Tinsae Erkailo

Published: 2026-05-05T00:00:00Z

Content type: article

Language: en

Sources: [Elastic Security Labs](<https://devfeed.tech/sources/elastic-security-labs.md>)

Topics: [Automation](<https://devfeed.tech/topics/automation.md>), [Security](<https://devfeed.tech/topics/security.md>), [elasticsearch](<https://devfeed.tech/topics/elasticsearch.md>), [API](<https://devfeed.tech/topics/api.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [event driven](<https://devfeed.tech/topics/event-driven.md>), [data transformation](<https://devfeed.tech/topics/data-transformation.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai-automation](<https://devfeed.tech/tags/ai-automation.md>), [ai-integration](<https://devfeed.tech/tags/ai-integration.md>), [alert](<https://devfeed.tech/tags/alert.md>), [api](<https://devfeed.tech/tags/api.md>), [apis](<https://devfeed.tech/tags/apis.md>), [autocomplete](<https://devfeed.tech/tags/autocomplete.md>), [automation](<https://devfeed.tech/tags/automation.md>), [cases](<https://devfeed.tech/tags/cases.md>), [collections](<https://devfeed.tech/tags/collections.md>), [data-transformation](<https://devfeed.tech/tags/data-transformation.md>), [elastic](<https://devfeed.tech/tags/elastic.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [iteration](<https://devfeed.tech/tags/iteration.md>), [observability](<https://devfeed.tech/tags/observability.md>), [security](<https://devfeed.tech/tags/security.md>), [security-automation](<https://devfeed.tech/tags/security-automation.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Elastic Workflows is generally available in Elastic 9.4 as a native automation layer for security, observability, and search data. The release adds expanded case-management automation, human-in-the-loop steps, natural-language authoring in Tech Preview, flow control, data transformation, AI integration, and event-driven triggers.

### Source excerpt

Elastic Workflows is generally available in 9.4, bringing production-ready security automation with deeper case management integration, human-in-the-loop support, natural language authoring, and more.

## Cloudflare previews 'EmDash' - an AI-driven rebuild of WordPress in TypeScript

DevFeed: [Cloudflare previews 'EmDash' - an AI-driven rebuild of WordPress in TypeScript](<https://devfeed.tech/articles/cloudflare-previews-emdash-an-ai-driven-rebuild-of-wordpress-in-typescript-47933.md>)

Original publisher: [Read original article](<https://www.devclass.com/serverless/2026/04/03/cloudflare-previews-emdash-an-ai-driven-rebuild-of-wordpress-in-typescript/5214241>)

Author: Tim Anderson

Published: 2026-04-03T15:58:00Z

Content type: news

Language: en

Sources: [DevClass.com](<https://devfeed.tech/sources/devclass-com.md>)

Topics: [Cloudflare](<https://devfeed.tech/topics/cloudflare.md>), [EmDash](<https://devfeed.tech/topics/emdash.md>), [WordPress](<https://devfeed.tech/topics/wordpress.md>), [Content Management System](<https://devfeed.tech/topics/cms.md>), [TypeScript](<https://devfeed.tech/topics/typescript.md>), [Cloudflare Workers](<https://devfeed.tech/topics/cloudflare-workers.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Astro](<https://devfeed.tech/topics/astro.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Agent Skills](<https://devfeed.tech/topics/agent-skills.md>), [V8](<https://devfeed.tech/topics/v8.md>)

Tags: [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-integration](<https://devfeed.tech/tags/ai-integration.md>), [astro](<https://devfeed.tech/tags/astro.md>), [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [cloudflare-workers](<https://devfeed.tech/tags/cloudflare-workers.md>), [cms](<https://devfeed.tech/tags/cms.md>), [code](<https://devfeed.tech/tags/code.md>), [emdash](<https://devfeed.tech/tags/emdash.md>), [github](<https://devfeed.tech/tags/github.md>), [integration](<https://devfeed.tech/tags/integration.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [typescript](<https://devfeed.tech/tags/typescript.md>), [wordpress](<https://devfeed.tech/tags/wordpress.md>)

### AI overview

Cloudflare has released EmDash 0.1, an open-source TypeScript and Astro-based project intended to provide WordPress-compatible functionality on the serverless Workers platform. The article covers its AI-assisted development, licensing, architecture, and built-in MCP server and Agent Skills configuration.

### Source excerpt

The world's most popular CMS has been remade with the help of AI. Cloudflare has released EmDash ver ...

## Kagi's approach to AI in search

DevFeed: [Kagi's approach to AI in search](<https://devfeed.tech/articles/kagi-s-approach-to-ai-in-search-51228.md>)

Original publisher: [Read original article](<https://blog.kagi.com/kagi-ai-search>)

Published: 2023-03-16T12:00:28Z

Content type: release

Language: en

Sources: [Kagi Blog](<https://devfeed.tech/sources/kagi-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [search-engines](<https://devfeed.tech/topics/search-engines.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [browser](<https://devfeed.tech/topics/browser.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-integration](<https://devfeed.tech/tags/ai-integration.md>), [announce](<https://devfeed.tech/tags/announce.md>), [perspectives](<https://devfeed.tech/tags/perspectives.md>), [product](<https://devfeed.tech/tags/product.md>), [search](<https://devfeed.tech/tags/search.md>)

### AI overview

Kagi announces three AI features for its search product and outlines its philosophy for integrating AI into search. The document describes earlier work in question answering, summarization, embeddings, and machine learning, along with recent AI integrations in Kagi Search.

### Source excerpt

Kagi Search is pleased to announce the introduction of three AI features into our product offering. We'd like to discuss how we see AI's role in search, what are the challenges and our AI integration philosophy....