$ articles --topic=mcp
MCP
19 AI articles about MCP.
Serverless MCP server for AI agent data lake access on Amazon ECS FargateLearn how a serverless MCP server on Amazon ECS Fargate gives AI agents centralized, metadata-driven access to a data lake. The post covers the four-layer architecture, how new datasets are added with a JSON file instead of code, and how authentication and session state are handled.Agents · via AWS Machine Learning · 1d ago8 minGovern AI agent access with Okta Cross App Access and Amazon Bedrock AgentCore – Part 2Shows how to put AWS AgentCore Gateway in front of MCP servers so Okta Cross App Access grants are redeemed per target, with Cedar policies binding each tool to an agent and its delegated scope. Covers adding a second agent on Amazon EKS and reading authorization decisions through AgentCore Observability and CloudWatch.Observability · via AWS Machine Learning · 1d ago8 minUnderstand how agents use your MCP serverLearn how AI agents interact with your MCP server by tracing their tool calls and collecting feedback on them. You will also see how to spot recurring patterns across your tools so you can improve them.Observability · via Braintrust · 2d ago1 minGive your coding agent a head start with Microsoft Agent Framework skills for .NET and PythonLearn how to install Microsoft-maintained Agent Framework builder skills for .NET and Python into your coding assistant using GitHub CLI or the skills CLI. The post also covers pairing them with the Microsoft Learn MCP Server and Azure tooling, plus example prompts for building agent apps.AI Coding Tools · via Microsoft Agent Framework · 3d ago4 minThe Official Ruby SDK for MCP Reaches Tier 1The official Ruby SDK for Model Context Protocol has reached Tier 1, the top tier of the MCP SDK tiering system. The article covers what Tier 1 guarantees, support for the 2026-07-28 spec in mcp gem 1.2.0, the documentation and conformance work behind the promotion, and how to upgrade.MCP · via MCP Blog · 8d ago5 minWe cut 40% of our MCP tools to get into Claude’s connector directoryElastic's engineers describe what it took to list their Elasticsearch MCP server in Claude's connector directory, including adding tool annotations, splitting read and write tools, and cutting their catalog from 36 tools to 22. They also outline what Anthropic's review checks, such as tool descriptions, token efficiency, error messages, and a live test instance.Agents · via Elastic Search Labs · 8d ago8 minRendreal takes print orders inside the assistant you already useRendreal lets customers go from a plain-language description to print-ready artwork, a quote, and a checkout link without leaving their chat or visiting a printer's website. The system runs through web chat, WhatsApp, or any assistant connected to its MCP server, with typed validation guarding every order. The article also explains why the current setup is limited to Rendreal's own integrated services rather than an open network of supplier agents.AI Coding Tools · via Pydantic · 8d ago4 minI received the AAIF Outstanding Technical Contribution AwardA maintainer of the MCP Python SDK describes receiving the AAIF Outstanding Technical Contribution Award, the v2 release alongside the 2026-07-28 MCP specification, and how the SDK's OpenTelemetry tracing connects to Logfire.Observability · via Pydantic · 11d ago3 minHow Commerce.com and Cloudflare are getting storefronts ready for AI agentsExplains how Commerce.com and Cloudflare are using WebMCP, a browser standard that gives AI shopping agents structured tools on a storefront, to make merchant sites easier for agents to shop on. Covers the edge-level opt-out rules, custom MCP paths, and fallbacks used to roll it out across nearly 100,000 domains.Agents · via Cloudflare AI · 17d ago6 minBringing Elastic into Claude: The ‘why,’ the ‘how,’ and the ‘gotchas’Elastic's engineers describe building and publishing an official Claude plugin, covering why it needed a separate repo from its Agent Skills, the pitfalls of submitting from the repository root, and how versioning and Anthropic's review process shaped the launch.AI Coding Tools · via Elastic Search Labs · 17d ago9 minGitHub Copilot app for Beginners: How to teach Copilot about your codebaseLearn how to give GitHub Copilot project context using four tools: repository custom instructions, agent skills for repeatable procedures, custom agents for larger specialized tasks, and MCP servers that connect Copilot to outside tools like Playwright. The article also suggests starting small by documenting one convention you keep explaining.AI Coding Tools · via GitHub Blog AI and ML · 26d ago5 minWhat is CodemodeMario explains Codemode, the mechanism Pi uses to expose MCP and harness-side tools through a sandboxed JavaScript runtime on the harness host. He covers why it differs from bash, how it lets agents compose calls and keep state, and shows real examples of image generation and text classification.AI Coding Tools · via Armin Ronacher · 1mo ago9 min