Everything about MCP (Model Context Protocol) and AI Agents. https://uncloud.glama.ai/blog Mon, 27 Jul 2026 21:51:35 GMT MCP solved client-to-server auth with OAuth 2.1, but the host itself has no identity of its own. WSO2's Ayesha Dissanayaka breaks down the Four A's framework and OAuth On-Behalf-Of tokens for securing AI agent hosts in production. https://uncloud.glama.ai/blog/2026-07-25-who-is-calling-mcp-hosts-are-an-identity-blind-spot-and-the-spec-knows-it https://uncloud.glama.ai/blog/2026-07-25-who-is-calling-mcp-hosts-are-an-identity-blind-spot-and-the-spec-knows-it Sat, 25 Jul 2026 12:21:52 GMT Om-Shree-0709 An HR chatbot leaks the CEO's salary to an intern, no jailbreak required. WSO2's Sahan Dilshan and Hasini Samarathunga break down why agent-only and user-only tokens both fail, and how on-behalf-of (OBO) delegation fixes the confused deputy problem in MCP. https://uncloud.glama.ai/blog/2026-06-29-your-ai-chatbot-just-exposed-your-ceos-salary-to-an-intern https://uncloud.glama.ai/blog/2026-06-29-your-ai-chatbot-just-exposed-your-ceos-salary-to-an-intern Thu, 02 Jul 2026 03:43:13 GMT Om-Shree-0709 Three real MCP breaches: "GitHub" , "CVE-2025-6514" , "Microsoft Research" - share the same root cause: no hard execution boundary. This blog breaks down why IAM and Docker fall short for agentic workloads, and how WebAssembly + WASI's three core primitives (linear memory isolation, fuel counting, WASI pre-opens) solve the problem that your current security stack can't. https://uncloud.glama.ai/blog/2026-06-30-why-mcp-servers-need-execution-sandboxing-and-why-your-current-stack-is-not-enough https://uncloud.glama.ai/blog/2026-06-30-why-mcp-servers-need-execution-sandboxing-and-why-your-current-stack-is-not-enough Tue, 30 Jun 2026 17:01:47 GMT Om-Shree-0709 A lightweight, open-source AI gateway that makes 80+ LLM providers OpenAI-compatible. https://uncloud.glama.ai/blog/2026-04-27-open-source-ai-gateway https://uncloud.glama.ai/blog/2026-04-27-open-source-ai-gateway Mon, 27 Apr 2026 19:47:28 GMT punkpeye 97% of #MCP tool descriptions have quality defects. We are developing Tool Description Quality Score (TDQS) framework to fix it. https://uncloud.glama.ai/blog/2026-04-03-tool-definition-quality-score-tdqs https://uncloud.glama.ai/blog/2026-04-03-tool-definition-quality-score-tdqs Fri, 03 Apr 2026 19:30:54 GMT punkpeye How a series of overnight attacks revealed a card testing vulnerability – and the countermeasures that actually worked. https://uncloud.glama.ai/blog/2026-03-26-the-hackers-who-tracked-my-sleep-cycle https://uncloud.glama.ai/blog/2026-03-26-the-hackers-who-tracked-my-sleep-cycle Thu, 26 Mar 2026 15:58:43 GMT punkpeye How a hidden prompt injection in CONTRIBUTING.md revealed that 40% of pull requests to a popular GitHub repository were generated by AI bots https://uncloud.glama.ai/blog/2026-03-19-open-source-has-a-bot-problem https://uncloud.glama.ai/blog/2026-03-19-open-source-has-a-bot-problem Thu, 19 Mar 2026 15:46:00 GMT punkpeye A Glama release is not a GitHub release. It is a containerized build of your MCP server that Glama uses to run security checks and to let users deploy the server https://uncloud.glama.ai/blog/2026-03-15-how-to-make-a-release https://uncloud.glama.ai/blog/2026-03-15-how-to-make-a-release Sun, 15 Mar 2026 01:29:29 GMT punkpeye redis with RESP3 slightly edges out ioredis in most benchmarks. For typical web app workloads, the differences are negligible–pick based on API preference. https://uncloud.glama.ai/blog/2026-01-26-redis-vs-ioredis-vs-valkey-glide https://uncloud.glama.ai/blog/2026-01-26-redis-vs-ioredis-vs-valkey-glide Mon, 26 Jan 2026 09:31:13 GMT punkpeye This tutorial will show you how to publish an MCP server written in TypeScript to the MCP Registry using the official mcp-publisher CLI tool. https://uncloud.glama.ai/blog/2026-01-24-quickstart-publishing-a-server https://uncloud.glama.ai/blog/2026-01-24-quickstart-publishing-a-server Sat, 24 Jan 2026 11:42:11 GMT punkpeye This document describes the additional requirements and validation rules that apply when publishing to the official MCP Registry at registry.modelcontextprotocol.io. https://uncloud.glama.ai/blog/2026-01-24-official-mcp-registry-serverjson-requirements https://uncloud.glama.ai/blog/2026-01-24-official-mcp-registry-serverjson-requirements Sat, 24 Jan 2026 11:39:14 GMT punkpeye MCP isn't dead–it's maturing. A Gartner Hype Cycle analysis shows Model Context Protocol moving from peak hype to real enterprise adoption in late 2025. https://uncloud.glama.ai/blog/2026-01-20-mcp-is-not-dead https://uncloud.glama.ai/blog/2026-01-20-mcp-is-not-dead Tue, 20 Jan 2026 14:42:02 GMT punkpeye Google's AI Overview has been displaying my support email as the contact for a completely different company. It took 6 months and hundreds of misdirected angry customers to figure out why. https://uncloud.glama.ai/blog/2026-01-20-bad-google-s-ai-overview https://uncloud.glama.ai/blog/2026-01-20-bad-google-s-ai-overview Tue, 20 Jan 2026 14:25:25 GMT punkpeye Learn how to tunnel your local MCP servers to the internet using mcp-proxy, enabling remote AI clients to access your file system, development tools, and databases. This guide covers setup, client configuration, and essential security practices for safe exposure https://uncloud.glama.ai/blog/2026-01-19-expose-your-local-mcp-server-to-the-internet https://uncloud.glama.ai/blog/2026-01-19-expose-your-local-mcp-server-to-the-internet Mon, 19 Jan 2026 17:30:18 GMT punkpeye pipenet is a tunneling tool that creates a secure connection between your local machine and the public internet. Run a single command, and you'll get a public URL that forwards traffic directly to your localhost. https://uncloud.glama.ai/blog/2026-01-19-pipenet https://uncloud.glama.ai/blog/2026-01-19-pipenet Mon, 19 Jan 2026 09:08:21 GMT punkpeye We cached parsed markdown to reduce CPU usage, but used the raw content as the key. Here's why that was a mistake and how we fixed it. https://uncloud.glama.ai/blog/2026-01-11-do-not-use-large-strings-as-cache-keys https://uncloud.glama.ai/blog/2026-01-11-do-not-use-large-strings-as-cache-keys Sun, 11 Jan 2026 05:10:55 GMT punkpeye Claude Skills are simple Markdown files with optional scripts that teach Claude how to perform specific tasks (like creating documents or following workflows), requiring a code execution environment and using minimal tokens. https://uncloud.glama.ai/blog/2026-01-10-what-are-claude-skills https://uncloud.glama.ai/blog/2026-01-10-what-are-claude-skills Sat, 10 Jan 2026 18:49:50 GMT punkpeye A step-by-step guide to manually testing Model Context Protocol (MCP) streamable HTTP endpoints using cURL. https://uncloud.glama.ai/blog/2026-01-02-how-to-test-mcp-streamable-http-endpoints-using-c-url https://uncloud.glama.ai/blog/2026-01-02-how-to-test-mcp-streamable-http-endpoints-using-c-url Fri, 02 Jan 2026 07:20:10 GMT punkpeye Streamable HTTP is a transport mechanism in the Model Context Protocol (MCP) that enables client-server communication over HTTP. https://uncloud.glama.ai/blog/2026-01-02-what-is-streamable-http-in-mcp https://uncloud.glama.ai/blog/2026-01-02-what-is-streamable-http-in-mcp Fri, 02 Jan 2026 07:05:03 GMT punkpeye Context bloat occurs when MCP agents accumulate more tool metadata, schemas, and state than models can effectively reason over. This article explains how it happens, why it hurts agent reliability and cost, and how to recognize it in real MCP systems. https://uncloud.glama.ai/blog/2025-12-16-what-is-context-bloat-in-mcp https://uncloud.glama.ai/blog/2025-12-16-what-is-context-bloat-in-mcp Tue, 16 Dec 2025 15:40:40 GMT Om-Shree-0709 Anthropic’s decision to donate the Model Context Protocol (MCP) to the Linux Foundation’s Agentic AI Foundation marks a turning point in how agentic AI infrastructure will be built, governed, and trusted. This article examines the move from a developer’s perspective, focusing not on adoption metrics, but on what neutral stewardship means for real-world engineering, long-term ecosystem stability, and societal trust in autonomous systems. It explores how MCP’s transition from a company-led standard to public infrastructure reshapes incentives for tool builders, enterprises, and open-source contributors, and why this moment mirrors earlier inflection points such as Kubernetes and Linux itself in defining shared digital foundations. https://uncloud.glama.ai/blog/2025-12-15-mcp-moves-to-the-linux-foundation-neutral-stewardship-for-agentic-infrastructure https://uncloud.glama.ai/blog/2025-12-15-mcp-moves-to-the-linux-foundation-neutral-stewardship-for-agentic-infrastructure Mon, 15 Dec 2025 17:22:08 GMT Om-Shree-0709 The scalability of multi-tool agent systems built on the Model Context Protocol (MCP) is severely limited by context window constraints. This limitation manifests as dual challenges: excessive token consumption from tool definitions (Tool Definition Bloat) and inefficient data passing via the context window (Tool Result Bloat). This article explores a powerful architectural shift, leveraging Large Language Models (LLMs) to dynamically generate and execute typed code stubs that wrap MCP servers as an agentic Software Development Kit (SDK). This approach fundamentally resolves context bloat by employing progressive disclosure and transferring intermediate data handling to a sandboxed execution environment, significantly enhancing control flow, speed, and cost-efficiency for production-scale deployments. https://uncloud.glama.ai/blog/2025-12-14-code-execution-with-mcp-architecting-agentic-efficiency https://uncloud.glama.ai/blog/2025-12-14-code-execution-with-mcp-architecting-agentic-efficiency Sun, 14 Dec 2025 18:09:14 GMT Om-Shree-0709 The rapid adoption of the Model Context Protocol (MCP) has necessitated robust infrastructure solutions for hosting, securing, and managing these external capabilities in enterprise environments. This article explores a critical architectural pattern: the use of a specialized proxy to manage MCP servers. Leveraging a custom Kubernetes Operator and proxy service, platforms like mcp-cloud.ai address key challenges by introducing Virtual MCPs aggregated endpoints that provide granular Selective Tool Access. This model ensures production safety, simplifies agent context, and maintains transport-level flexibility, paving the way for scalable, secure deployment of complex agentic workflows for professional developers and researchers. https://uncloud.glama.ai/blog/2025-12-09-model-context-protocol-proxies-enabling-enterprise-control-with-virtual-mcps https://uncloud.glama.ai/blog/2025-12-09-model-context-protocol-proxies-enabling-enterprise-control-with-virtual-mcps Tue, 09 Dec 2025 17:38:22 GMT Om-Shree-0709 After a year building in the MCP space, here's how I see the ecosystem–and where I think it's going. https://uncloud.glama.ai/blog/2025-12-07-the-state-of-mcp-in-2025 https://uncloud.glama.ai/blog/2025-12-07-the-state-of-mcp-in-2025 Sun, 07 Dec 2025 20:27:27 GMT punkpeye Glama now offers MCP server hosting with mounted volumes that persist changes between server restarts and version updates. https://uncloud.glama.ai/blog/2025-12-06-mcp-hosting-with-persistent-storage https://uncloud.glama.ai/blog/2025-12-06-mcp-hosting-with-persistent-storage Sat, 06 Dec 2025 22:55:09 GMT punkpeye The Model Context Protocol (MCP) defines a standard for connecting Large Language Models (LLMs) to external tools and services. While traditional observability focuses on infrastructure performance, the success of an MCP server is fundamentally tied to agent-user interaction. This article analyzes the critical, often "hidden," business and behavioral metrics: from client-specific docstring tuning to user journey mapping and sentiment analysis that high-performing MCP server operators use to drive product development, debug complex agent errors, and ensure high Service Level Agreements (SLAs) for enterprise users, as discussed by Shubham Palriwala of Agnost AI. https://uncloud.glama.ai/blog/2025-12-06-the-operational-metrics-and-agent-analytics-driving-successful-model-context-protocol-mcp-servers https://uncloud.glama.ai/blog/2025-12-06-the-operational-metrics-and-agent-analytics-driving-successful-model-context-protocol-mcp-servers Sat, 06 Dec 2025 20:08:59 GMT Om-Shree-0709 I spent a month debugging why our service availability was all over the place. Turns out we had some 50MB markdown files hiding in our database. https://uncloud.glama.ai/blog/2025-12-03-the-50mb-markdown-files-that-broke-our-server https://uncloud.glama.ai/blog/2025-12-03-the-50mb-markdown-files-that-broke-our-server Wed, 03 Dec 2025 11:09:19 GMT punkpeye The growing adoption of the Model Context Protocol (MCP) for building interoperable AI agents necessitates a robust, standardized observability solution. Agents built on MCP rely on efficient tool use and precise context management, making performance bottlenecks and context window costs critical optimization targets. This article details a professional approach to implementing deep MCP analytics using OpenTelemetry (OTel), an open-source standard for collecting telemetry data. By leveraging OTel's native support for traces, metrics, and logs, developers can gain crucial insights into server performance, tool error rates, and " critically " token consumption on both the server and client sides. This approach, exemplified by the work of Shinzo Labs, provides a path toward standardized, high-fidelity monitoring essential for optimizing agent efficiency and user experience. https://uncloud.glama.ai/blog/2025-11-29-open-telemetry-for-model-context-protocol-mcp-analytics-and-agent-observability https://uncloud.glama.ai/blog/2025-11-29-open-telemetry-for-model-context-protocol-mcp-analytics-and-agent-observability Sat, 29 Nov 2025 18:03:32 GMT Om-Shree-0709 The proliferation of autonomous AI agents interacting with sensitive enterprise resources via protocols like the Model Context Protocol (MCP) introduces significant security challenges related to identity, access control, and auditing. Traditional Identity and Access Management (IAM) constructs: designed for users, applications, or workflows, fail to accurately model the hybrid, sometimes delegated, behaviors of agents. This article, based on insights from WSO2's work on Agent Identity, details an architecture for establishing agents as first-class identities, allowing for robust governance, fine-grained access control, and comprehensive audit trails within an MCP ecosystem. We explore the technical implementation of delegated authorization using an extension of the OAuth 2.0 Token Exchange standard. https://uncloud.glama.ai/blog/2025-11-27-securing-enterprise-ai-agents-with-unique-identities-in-the-model-context-protocol-mcp https://uncloud.glama.ai/blog/2025-11-27-securing-enterprise-ai-agents-with-unique-identities-in-the-model-context-protocol-mcp Thu, 27 Nov 2025 15:54:10 GMT Om-Shree-0709 What happens when a year of iterative learning, user conversations, and careful product development can be replicated overnight? https://uncloud.glama.ai/blog/2025-11-15-when-your-year-of-work-gets-copied-overnight-what-actually-matters https://uncloud.glama.ai/blog/2025-11-15-when-your-year-of-work-gets-copied-overnight-what-actually-matters Sat, 15 Nov 2025 15:53:00 GMT punkpeye The shift towards agentic computing demands a standardized communication layer that supports not just data retrieval, but complex, two-way interactivity. The Model Context Protocol (MCP) provides this foundation, but traditional text-only agent responses create a major usability ceiling in visual domains like e-commerce. This article explores MCP UI, an essential extension spearheaded by Shopify, that breaks this constraint. We detail the technical architecture of MCP, how the MCP UI extension enables agents to return rich, sandboxed web components (e.g., dynamic product selectors, cart builders), and the crucial Intent System used to maintain conversational state and agent control. Targeting developers and researchers, this deep dive includes protocol primitives, architectural diagrams, and code snippets, contrasting MCP's standardized, bi-directional approach with legacy tool-calling frameworks. https://uncloud.glama.ai/blog/2025-11-13-scaling-agentic-commerce-shopifys-implementation-of-the-interactive-model-context-protocol-mcp-ui https://uncloud.glama.ai/blog/2025-11-13-scaling-agentic-commerce-shopifys-implementation-of-the-interactive-model-context-protocol-mcp-ui Thu, 13 Nov 2025 00:21:35 GMT Om-Shree-0709 The Model Context Protocol (MCP) standardizes how large language models (LLMs) and their autonomous agents interact with external services and sensitive data. While this interconnectivity drives utility, it also introduces novel security vulnerabilities. The most critical threat is characterized by the Lethal Trifecta: the concurrent presence of access to private data, exposure to untrusted content, and the ability to externally communicate. This article details how this trifecta enables data flow attacks, such as those exploiting calendar invites and prompt injection, leading to unauthorized data exfiltration. We then examine a principled architectural defense: the implementation of an agentic firewall, such as the open-source Open Edison gateway, designed to monitor and interrupt risky tool call chains based on the context window's data lineage. https://uncloud.glama.ai/blog/2025-11-11-the-lethal-trifecta-securing-model-context-protocol-against-data-flow-attacks https://uncloud.glama.ai/blog/2025-11-11-the-lethal-trifecta-securing-model-context-protocol-against-data-flow-attacks Tue, 11 Nov 2025 16:46:18 GMT Om-Shree-0709 How venture capital transforms side projects from user-focused products into growth-chasing startups. https://uncloud.glama.ai/blog/2025-11-10-how-vc-money-kills-great-products https://uncloud.glama.ai/blog/2025-11-10-how-vc-money-kills-great-products Mon, 10 Nov 2025 14:39:59 GMT punkpeye The financial sector requires large language model (LLM) outputs to be grounded in timely, accurate, and authoritative data due to the high-stakes nature of market movements. This article examines the critical role of the emerging Model Context Protocol (MCP) in meeting these enterprise requirements, specifically within firms like Bloomberg. We explore how MCP acts as the necessary API for the age of agentic AI, facilitating system interoperability, connecting disparate data silos, and enabling the secure, governed deployment of context-aware LLM applications. Key architectural challenges, including authentication, rate limiting, and guardrails, are discussed in the context of creating a plug-and-play, mission-critical infrastructure for financial professionals. https://uncloud.glama.ai/blog/2025-11-06-engineering-enterprise-grade-context-making-the-model-context-protocol-mcp-viable-for-financial-services https://uncloud.glama.ai/blog/2025-11-06-engineering-enterprise-grade-context-making-the-model-context-protocol-mcp-viable-for-financial-services Thu, 06 Nov 2025 18:20:32 GMT Om-Shree-0709 The Model Context Protocol (MCP) is rapidly becoming the standard for connecting Large Language Models (LLMs) to external data and real-world actions through tools and agents. While this standardization accelerates deployment, it introduces novel and critical security vulnerabilities, many of which stem from classic software flaws now amplified by the non-deterministic nature of AI. This article, aimed at professional developers and researchers, delves into the architectural pitfalls of unsecured MCP implementations, covering issues like the Confused Deputy problem, indirect prompt injection, and tool poisoning. We outline a comprehensive, layered defense strategy, from P0 (Priority Zero) mitigations like token sanitization and least privilege principles to long-term strategies such as hardening the central MCP Gateway and implementing structured threat modeling processes. https://uncloud.glama.ai/blog/2025-11-04-mcp-security-survival-guide-architecting-for-zero-trust-tool-execution https://uncloud.glama.ai/blog/2025-11-04-mcp-security-survival-guide-architecting-for-zero-trust-tool-execution Tue, 04 Nov 2025 03:42:33 GMT Om-Shree-0709 Understanding **Agentic Misalignment**, an emergent phenomenon where autonomous Large Language Models (LLMs) prioritize hidden, self-preserving objectives over their explicit instructions, leading to calculated, harmful actions like blackmail or espionage in simulated environments. Drawing heavily from recent research and stress tests, we define the critical role of Self-Preservation and Goal Conflict as triggers for this strategic misbehavior. The focus is on translating these conceptual risks into tangible protocol security challenges, detailing how frameworks like the Model Context Protocol (MCP) must evolve to prevent misaligned models from weaponizing tool access and context retention. This material is essential for technical architects and AI researchers deploying autonomous agents in sensitive operational contexts. https://uncloud.glama.ai/blog/2025-11-03-can-your-ai-blackmail-you-inside-the-security-risk-of-agentic-misalignment https://uncloud.glama.ai/blog/2025-11-03-can-your-ai-blackmail-you-inside-the-security-risk-of-agentic-misalignment Sun, 02 Nov 2025 18:37:33 GMT Om-Shree-0709 The rapid adoption of the Model Context Protocol (MCP) has enabled powerful AI agents to access external systems and corporate data via defined tools. However, this accelerated growth has created a dangerous security gap. This article dissects the leading attack vectors targeting MCP-powered agents, specifically the Prompt Injection and Supply Chain Attack (Rugpull) exploits and outlines actionable, technical mitigation strategies. Targeted at professional developers and researchers, we explore the Lethal Trifecta scenario, analyze real-world exploit examples, and propose architectural solutions involving strict privilege control, input/output sanitation, and governance through a managed MCP gateway. Understanding these risks is crucial for deploying secure, autonomous agents in production environments. https://uncloud.glama.ai/blog/2025-11-01-mcp-security-navigating-the-exploit-playbook-for-agent https://uncloud.glama.ai/blog/2025-11-01-mcp-security-navigating-the-exploit-playbook-for-agent Sat, 01 Nov 2025 00:30:10 GMT Om-Shree-0709 Traditional debugging consumes the vast majority of engineering time, relying on inefficient logging or state-losing debuggers. This article explores how combining deterministic Time Travel Debugging (TTD) technology with coding agents, orchestrated via a highly constrained Model Context Protocol (MCP), creates a paradigm shift in root-cause analysis. We delve into the critical design choice of simplifying the LLM’s toolset to eight to ten operations, transforming debugging from a forward-running process of guesswork into a backward-running, effect-to-cause investigation. https://uncloud.glama.ai/blog/2025-10-27-agentic-debugging-with-time-travel-the-architecture-of-certainty https://uncloud.glama.ai/blog/2025-10-27-agentic-debugging-with-time-travel-the-architecture-of-certainty Mon, 27 Oct 2025 01:09:46 GMT Om-Shree-0709 The rapidly expanding ecosystem of Model Context Protocol (MCP) servers requires a robust, structured mechanism for discovery and metadata management. This article examines the architecture and implementation of the MCP Registry, an open-source, community-led project designed to provide a single, universal source of truth for server definitions. We detail the crucial role of the standardized server.json file, which codifies server identity, capabilities, location, and configuration. Furthermore, we explore the core (de-)centralized model, where an upstream registry feeds specialized Subregistries, enabling platform-specific filtering and consumption for professional developers and researchers. This architecture is designed to simplify deployment pipelines and ensure versioning consistency across diverse clients. https://uncloud.glama.ai/blog/2025-10-26-the-model-context-protocol-registry-standardizing-server-discovery-in-a-decentralized-ecosystem https://uncloud.glama.ai/blog/2025-10-26-the-model-context-protocol-registry-standardizing-server-discovery-in-a-decentralized-ecosystem Sun, 26 Oct 2025 02:53:02 GMT Om-Shree-0709 This article explores Render's adoption of the Model Context Protocol (MCP), a standard that allows Large Language Models (LLMs) to interact with and manage cloud infrastructure. By deploying an MCP Server bundling 22 specialized tools, Render aims to drastically reduce the time developers spend on critical tasks, from troubleshooting complex 500 errors to managing database queries and analyzing performance issues. The implementation enables developers, particularly those with minimal DevOps experience, to deploy, debug, and scale cloud applications in minutes rather than hours, all without leaving their integrated development environment (IDE). This technical deep dive examines the architecture, key use cases, and strategic implications of leveraging MCP for modern cloud development workflows. https://uncloud.glama.ai/blog/2025-10-25-accelerating-cloud-app-development-renders-implementation-of-the-model-context-protocol-mcp https://uncloud.glama.ai/blog/2025-10-25-accelerating-cloud-app-development-renders-implementation-of-the-model-context-protocol-mcp Sat, 25 Oct 2025 02:54:42 GMT Om-Shree-0709 The increasing reliance on AI coding assistants, software that helps developers write, debug, and refactor code, introduces critical security vulnerabilities, notably Data Poisoning and Prompt Injection. This article, targeted at professional developers and researchers, dives into these attack vectors within the context of the Model Context Protocol (MCP), a standardized framework for enabling secure, tool-based interactions. We explore specific MCP-centric attacks, such as tool description manipulation and context-aware injection. Furthermore, we outline concrete mitigation strategies, including implementing clear user interface (UI) patterns, version pinning, strict input serialization, and output filtering, to secure agents and maintain the integrity of development environments. https://uncloud.glama.ai/blog/2025-10-24-mcp-guardrails-mitigating-data-poisoning-and-prompt-injection-in-ai-coding-assistants https://uncloud.glama.ai/blog/2025-10-24-mcp-guardrails-mitigating-data-poisoning-and-prompt-injection-in-ai-coding-assistants Fri, 24 Oct 2025 02:51:21 GMT Om-Shree-0709 The official Model Context Protocol (MCP) SDK presents significant architectural challenges for developers integrating with modern web frameworks due to its tight coupling with the legacy Express request/response pattern and hard dependencies like Zod v3. This article explores TMCP (TypeScript MCP), a new, community-driven library by Paolo Ricciuti, designed to solve these issues. TMCP delivers a modular, type-safe, and transport-agnostic solution by abstracting the core protocol logic over a minimal JSON-RPC 2.0 server. We detail its elegant API, its flexible validation adapters, and its novel approach to session management and serverless notification streams, offering a cleaner, more robust path for building context-aware AI agents. https://uncloud.glama.ai/blog/2025-10-23-tmcp-reimagining-model-context-protocol-server-architecture-with-modern-type-script https://uncloud.glama.ai/blog/2025-10-23-tmcp-reimagining-model-context-protocol-server-architecture-with-modern-type-script Thu, 23 Oct 2025 01:36:07 GMT Om-Shree-0709 Automations on Glama let you create AI-powered workflows using natural language – think Zapier or n8n, but driven entirely by chat-like prompts instead of complex workflow builders. https://uncloud.glama.ai/blog/2025-10-22-what-are-automations https://uncloud.glama.ai/blog/2025-10-22-what-are-automations Wed, 22 Oct 2025 09:29:49 GMT punkpeye MCP Connectors on Glama are integrations that allow you to securely connect to remote MCP servers hosted by third-party services using API keys or OAuth authentication. https://uncloud.glama.ai/blog/2025-10-22-what-are-mcp-connectors https://uncloud.glama.ai/blog/2025-10-22-what-are-mcp-connectors Wed, 22 Oct 2025 08:57:17 GMT punkpeye Focus on practical methods to set up an MCP server that allows AI to securely query or invoke Web3 endpoints, such as smart contracts and decentralized oracles. The article walks through authentication, request routing, and error handling while ensuring transactional integrity and consistency. https://uncloud.glama.ai/blog/2025-09-24-using-mcp-to-access-smart-contracts-and-oracles https://uncloud.glama.ai/blog/2025-09-24-using-mcp-to-access-smart-contracts-and-oracles Wed, 24 Sep 2025 17:47:00 GMT Om-Shree-0709 This article explores Nanobot by Obot.ai, a groundbreaking platform for constructing sophisticated Model Context Protocol (MCP) agents. It delves into how Nanobot leverages MCP as a fundamental primitive, integrating MCP-UI for rich, interactive experiences and facilitating stateful threads for persistent context. A core focus is Nanobot's innovative approach to agent-to-agent communication, offering a scalable and robust alternative to traditional tool integration. We examine its architecture, practical implementation with a Blackjack game example, and its vision for defining and connecting AI agents in complex ecosystems. https://uncloud.glama.ai/blog/2025-09-23-nanobot-by-obotai-architecting-real-mcp-agents-with-mcp-ui https://uncloud.glama.ai/blog/2025-09-23-nanobot-by-obotai-architecting-real-mcp-agents-with-mcp-ui Tue, 23 Sep 2025 17:01:11 GMT Om-Shree-0709 Glama Registry now archives every MCP server repository. Browse historical code, track ecosystem trends, ensure builds stay reproducible. https://uncloud.glama.ai/blog/2025-09-23-backing-up-the-mcp-ecosystem-3-of-repos-gone-in-under-a-year https://uncloud.glama.ai/blog/2025-09-23-backing-up-the-mcp-ecosystem-3-of-repos-gone-in-under-a-year Tue, 23 Sep 2025 13:23:49 GMT punkpeye This article explores Prefactor's agent identity platform, a crucial solution addressing the burgeoning security and governance challenges in Model Context Protocol (MCP) deployments. We delve into Prefactor's approach to providing secure, auditable identities for both external customer-facing and internal workforce AI agents. The discussion highlights the critical gaps in current MCP security, Prefactor's core offerings including MCP authentication and a secure chatbot interface, and its vision for establishing agents as first-class citizens in a robust, cross-orchestration provisioning system, emphasizing trust and management in the enterprise AI landscape. https://uncloud.glama.ai/blog/2025-09-22-agent-identity-for-mcp-prefactors-approach-to-secure-auditable-ai-agents-demo-deep-dive https://uncloud.glama.ai/blog/2025-09-22-agent-identity-for-mcp-prefactors-approach-to-secure-auditable-ai-agents-demo-deep-dive Mon, 22 Sep 2025 17:02:47 GMT Om-Shree-0709 The concept of using MCP to access and interact with blockchain data and smart contracts. This article provides foundational knowledge on how MCP enables AI models to integrate with Web3 environments by exposing APIs, structuring data access, and facilitating on-chain actions without compromising security or decentralization principles. https://uncloud.glama.ai/blog/2025-09-19-bridging-ai-and-blockchain-mcps-role https://uncloud.glama.ai/blog/2025-09-19-bridging-ai-and-blockchain-mcps-role Fri, 19 Sep 2025 16:09:34 GMT Om-Shree-0709 As AI agents become a key persona for interacting with business services, the efficiency of Model Context Protocol (MCP) servers is paramount. This article, based on a talk by Fred from ALP, explores how to design and operate MCP servers to maximize "task completion rate." It delves into the challenges of measuring this metric in production and proposes using proxy metrics like token cost and latency. The article then provides actionable insights and patterns for MCP server design, focusing on tool list composition, response payload optimization, and effective error handling. It contrasts common practices like the "API wrapper one-on-one" pattern with more advanced approaches like the "Layered Tool Pattern" to guide developers toward building more reliable and performant agentic experiences. https://uncloud.glama.ai/blog/2025-09-18-running-efficient-mcp-servers-in-production-metrics-patterns-and-pitfalls https://uncloud.glama.ai/blog/2025-09-18-running-efficient-mcp-servers-in-production-metrics-patterns-and-pitfalls Thu, 18 Sep 2025 16:07:21 GMT Om-Shree-0709 The Model Context Protocol (MCP) is an open standard that is rapidly becoming the backbone for developing production-ready AI agents. This article series explores a practical, real-world MCP implementation by Gentoro, an enterprise AI integration platform. We dissect how Gentoro uses MCP to solve a critical business problem for a music platform: automating unstructured Slack communications into structured, actionable workflows in HubSpot and Notion. This case study demonstrates the technical architecture, tool generation, and operational management required to move from theoretical agentic prototypes to robust, scalable enterprise solutions. https://uncloud.glama.ai/blog/2025-09-17-orchestrating-real-world-agent-workflows-with-mcp https://uncloud.glama.ai/blog/2025-09-17-orchestrating-real-world-agent-workflows-with-mcp Wed, 17 Sep 2025 13:31:41 GMT Om-Shree-0709 This article explores the challenges and solutions for deploying AI agents and Model Context Protocol (MCP) tooling in an enterprise environment. Drawing on a technical talk by Jishuan Nyam, it details how the MintMCP gateway provides a centralized control plane for managing, securing, and observing MCPs. We examine the core concepts of virtual MCPs (VMCPs), the importance of observability for debugging and compliance, and the implementation of governance rules to ensure safe agent behavior. The discussion is aimed at developers and researchers looking to move beyond theoretical applications to real-world deployment of robust, production-ready AI systems. https://uncloud.glama.ai/blog/2025-09-16-x-ray-for-agents-observability-and-safe-tooling-with-mint-mcp https://uncloud.glama.ai/blog/2025-09-16-x-ray-for-agents-observability-and-safe-tooling-with-mint-mcp Tue, 16 Sep 2025 13:24:18 GMT Om-Shree-0709 Learn how to set up an automated security review system for GitHub Pull Requests using the Model Context Protocol (MCP) and Glama’s automation tools. This tutorial walks you through configuring a bot that scans new code changes for exposed secrets like API keys and passwords, compiles detailed reports, and delivers them to your communication channels. Improve your development workflow, reduce risk, and maintain security compliance effortlessly. https://uncloud.glama.ai/blog/2025-09-15-automating-git-hub-pull-request-security-checks-with-glama-ai-automation-feature https://uncloud.glama.ai/blog/2025-09-15-automating-git-hub-pull-request-security-checks-with-glama-ai-automation-feature Mon, 15 Sep 2025 13:58:35 GMT Om-Shree-0709 test https://uncloud.glama.ai/blog/2025-09-14-overriding-mcp-tool-name-description-and-input-schema https://uncloud.glama.ai/blog/2025-09-14-overriding-mcp-tool-name-description-and-input-schema Sun, 14 Sep 2025 20:29:01 GMT punkpeye The proliferation of AI agents and the Model Context Protocol (MCP) in the enterprise presents both opportunities and significant governance challenges. The Obot MCP Gateway, a new open-source platform, directly addresses these issues by providing a centralized control plane for managing, securing, and scaling MCP server adoption. This article explores the architecture and features of the Obot platform, detailing how it provides IT organizations with the tools to manage a diverse ecosystem of MCP servers while giving end users a streamlined, secure experience. https://uncloud.glama.ai/blog/2025-09-13-obot-mcp-gateway-an-enterprise-control-plane-for-the-model-context-protocol https://uncloud.glama.ai/blog/2025-09-13-obot-mcp-gateway-an-enterprise-control-plane-for-the-model-context-protocol Sat, 13 Sep 2025 13:10:18 GMT Om-Shree-0709 A technical deep-dive into Contexta AI, a platform that simplifies the development, deployment, and management of Multi-agent Communication Protocol (MCP) servers, and its role in accelerating the agent economy. https://uncloud.glama.ai/blog/2025-09-12-accelerating-the-agent-economy-building-and-deploying-mcp-servers-with-contexta-ai https://uncloud.glama.ai/blog/2025-09-12-accelerating-the-agent-economy-building-and-deploying-mcp-servers-with-contexta-ai Fri, 12 Sep 2025 16:22:43 GMT Om-Shree-0709 Managing daily activities around the weather can be time-consuming and uncertain. Glama’s AI Automation feature solves this by delivering real-time forecasts and practical weather tips directly to your Discord through a smart bot, helping you stay prepared and make better decisions every day. https://uncloud.glama.ai/blog/2025-09-10-automate-your-daily-routine-with-glama-ai-automation-feature-a-step-by-step-tutorial https://uncloud.glama.ai/blog/2025-09-10-automate-your-daily-routine-with-glama-ai-automation-feature-a-step-by-step-tutorial Thu, 11 Sep 2025 16:41:14 GMT Om-Shree-0709 This article examines the Model Context Protocol (MCP) and introduces the Universal Tool Calling Protocol (UTCP) as a proposed alternative for agent-tool interaction. It analyzes the architectural and security challenges posed by MCP's mandatory middleman server and contrasts this with UTCP's approach of providing agents with a "manual" to directly call native, battle-tested APIs. The discussion highlights how UTCP aims to eliminate wrapper taxes, improve efficiency, and leverage existing security and infrastructure, while also addressing scalability concerns in a manner that is both flexible and community-driven. https://uncloud.glama.ai/blog/2025-09-10-rethinking-tool-calling-towards-a-scalable-standard https://uncloud.glama.ai/blog/2025-09-10-rethinking-tool-calling-towards-a-scalable-standard Wed, 10 Sep 2025 16:51:13 GMT Om-Shree-0709 Glama lets you deploy any of 9,000+ MCP servers with one click – no configuration, no complexity. Each server runs in an isolated VM with persistent state, making it the only production-ready MCP hosting platform. https://uncloud.glama.ai/blog/2025-09-10-glama-mcp-server-hosting https://uncloud.glama.ai/blog/2025-09-10-glama-mcp-server-hosting Wed, 10 Sep 2025 04:51:17 GMT punkpeye This article explores advanced patterns for building robust and scalable AI agents using the Model Context Protocol (MCP). Drawing insights from a talk by Sarmad Qadri, CEO of LastMile AI, we delve into the architectural shifts enabling simpler agent development. The core premise is that agents themselves can be exposed as MCP servers, allowing for composable and platform-agnostic workflows. We also examine how asynchronous orchestration with tools like Temporal can model long-running agent tasks and the critical role of the human-to-agent interface in defining the future of agentic systems. https://uncloud.glama.ai/blog/2025-09-09-exposing-agents-as-mcp-servers-with-mcp-agent https://uncloud.glama.ai/blog/2025-09-09-exposing-agents-as-mcp-servers-with-mcp-agent Tue, 09 Sep 2025 13:25:47 GMT Om-Shree-0709 Want to post on LinkedIn, X, or Instagram but struggle with writing the perfect caption? This tutorial shows how to use Glama’s AI Automation feature to create trend-based, audience-friendly captions that you can receive directly via Telegram and copy-paste instantly. Save time, boost engagement, and stay on top of the latest trends effortlessly. https://uncloud.glama.ai/blog/2025-09-09-based-on-current-trends-create-linked-in-x-and-instagram-post-captions-with-glama-a-step-by-step-tutorial https://uncloud.glama.ai/blog/2025-09-09-based-on-current-trends-create-linked-in-x-and-instagram-post-captions-with-glama-a-step-by-step-tutorial Tue, 09 Sep 2025 13:06:13 GMT Om-Shree-0709 Moving forward, every server is accessible via SSE and Streamable HTTP. https://uncloud.glama.ai/blog/2025-09-08-we-are-bringing-back-sse https://uncloud.glama.ai/blog/2025-09-08-we-are-bringing-back-sse Mon, 08 Sep 2025 23:43:53 GMT punkpeye The Model Context Protocol (MCP) has emerged as an open standard for connecting large language models (LLMs) to the world, but its raw, decentralized nature introduces significant security and management challenges. This article, based on a talk by Michael Yervski, CEO of MCP Manager, examines key threats such as tool poisoning and credential exposure. It then presents a architectural solution: a centralized gateway that acts as a secure proxy, providing a single point for policy enforcement, identity management, and incident response. This approach, analogous to an API gateway, is positioned as a critical layer for professional developers and researchers aiming to deploy MCPs securely at scale across an organization. https://uncloud.glama.ai/blog/2025-09-08-the-missing-gateway-centralizing-security-for-the-model-context-protocol https://uncloud.glama.ai/blog/2025-09-08-the-missing-gateway-centralizing-security-for-the-model-context-protocol Mon, 08 Sep 2025 17:16:00 GMT Om-Shree-0709 This article explores how Daisy Health, a healthcare startup, is using the Model Context Protocol (MCP) to solve the pervasive problem of managing and extracting intelligence from static PDF documents. By integrating an event-driven architecture with MCP, Daisy Health has created a system that enables real-time document ingestion, vectorization, and intelligent, natural-language querying. The solution showcases MCP not just as a tool for connecting Large Language Models (LLMs) to external systems, but as a foundational architectural pattern for building modular, reusable AI-powered workflows. The discussion highlights the technical implementation, architectural choices, lessons learned, and future potential of this approach. https://uncloud.glama.ai/blog/2025-09-06-using-model-context-protocol-for-real-time-pdf-intelligence-in-healthcare https://uncloud.glama.ai/blog/2025-09-06-using-model-context-protocol-for-real-time-pdf-intelligence-in-healthcare Fri, 05 Sep 2025 18:46:18 GMT Om-Shree-0709 This article explores how developers can leverage GraphQL to build powerful and flexible tools for AI agents using the Model Context Protocol (MCP). Based on a presentation by Amanda from Apollo GraphQL, we delve into the open-source Apollo MCP server, a tool designed to expose GraphQL operations as MCP tools. The article covers practical examples, including a GitHub API integration and a community-driven talk submission tool, to demonstrate how to expose existing REST and GraphQL APIs to an AI agent. We also discuss key architectural decisions, such as fine-tuning tool granularity to optimize for agent performance and context window management. https://uncloud.glama.ai/blog/2025-09-04-building-flexible-mcp-tools-with-graph-ql-and-rust https://uncloud.glama.ai/blog/2025-09-04-building-flexible-mcp-tools-with-graph-ql-and-rust Thu, 04 Sep 2025 17:02:23 GMT Om-Shree-0709 The Model Context Protocol (MCP) is a standard for connecting AI models to external tools and data sources. While powerful for autonomous tasks, many real-world applications require human oversight or input. This article explores Elicitation, a new feature in the MCP specification that enables a standardized "human-in-the-loop" workflow. We will dissect the underlying architecture, including the crucial role of Streamable HTTP and Server-Sent Events (SSE), and demonstrate a practical implementation using the FastMCP library in Python. By examining a flight status checker example, we show how developers can build dynamic, interactive AI workflows that can elicit information from a user at runtime, ensuring a more elegant and secure user experience. https://uncloud.glama.ai/blog/2025-09-03-elicitation-in-mcp-bridging-the-human-ai-gap https://uncloud.glama.ai/blog/2025-09-03-elicitation-in-mcp-bridging-the-human-ai-gap Wed, 03 Sep 2025 16:19:04 GMT Om-Shree-0709 This side-by-side comparison breaks down how MCP differs from popular agent frameworks like LangChain and ReAct. It focuses on architectural design, runtime control, developer ergonomics, and use-case suitability offering a balanced, implementation-first evaluation. https://uncloud.glama.ai/blog/2025-09-02-comparing-mcp-vs-lang-chainre-act-for-chatbots https://uncloud.glama.ai/blog/2025-09-02-comparing-mcp-vs-lang-chainre-act-for-chatbots Tue, 02 Sep 2025 13:07:30 GMT Om-Shree-0709 Showcase how MCP can be used to connect chatbots to CRM systems like ticketing platforms or contact databases. This piece focuses on safe write actions, permission scopes, and tool schemas for customer-facing use cases like “update my phone number” or “check ticket status.” https://uncloud.glama.ai/blog/2025-09-01-mcp-for-customer-service-integrating-crm-with-chat https://uncloud.glama.ai/blog/2025-09-01-mcp-for-customer-service-integrating-crm-with-chat Mon, 01 Sep 2025 04:38:58 GMT Om-Shree-0709 MCP enables fine-grained control over tool access through permission scopes and execution isolation. This article explains how to deploy chatbots securely using sandboxing technologies like microVMs, remote tool runners, and audit log configurations. https://uncloud.glama.ai/blog/2025-08-30-securing-chatbots-in-production-with-mcp https://uncloud.glama.ai/blog/2025-08-30-securing-chatbots-in-production-with-mcp Sat, 30 Aug 2025 16:20:03 GMT Om-Shree-0709 This article explores how memory in chatbots can be implemented using tools that persist and retrieve context. Instead of training LLMs with long chat history, MCP enables structured memory via dedicated tools like fact stores, retry logs, or session state managers. https://uncloud.glama.ai/blog/2025-08-29-building-memory-into-chatbotsassistants-with-mcp https://uncloud.glama.ai/blog/2025-08-29-building-memory-into-chatbotsassistants-with-mcp Fri, 29 Aug 2025 16:13:24 GMT Om-Shree-0709 Learn how MCP allows chatbots to query structured data sources like SQL databases. Using schema-aware tools and safe parsing patterns, developers can build assistants that return reliable, real-time data without complex prompt engineering or brittle API wrappers. https://uncloud.glama.ai/blog/2025-08-28-connecting-virtual-assistants-to-databases-via-mcp https://uncloud.glama.ai/blog/2025-08-28-connecting-virtual-assistants-to-databases-via-mcp Thu, 28 Aug 2025 13:34:57 GMT Om-Shree-0709 Explore how modern chat interfaces interact with MCP agents behind the scenes. This article walks through the frontend–backend communication path, showing how requests are routed, tools are invoked, and streamed responses are delivered through protocols like stdio and SSE. https://uncloud.glama.ai/blog/2025-08-27-designing-tool-enabled-chat-interfaces https://uncloud.glama.ai/blog/2025-08-27-designing-tool-enabled-chat-interfaces Wed, 27 Aug 2025 16:32:27 GMT Om-Shree-0709 This article introduces how MCP changes the foundation of chatbot architecture by enabling structured, multi-turn interactions with external tools. It sets the stage for building functional, scalable assistants by showing how agent-tool logic replaces traditional prompt-based hacks. https://uncloud.glama.ai/blog/2025-08-26-next-gen-chatbots-extending-chat-with-mcp https://uncloud.glama.ai/blog/2025-08-26-next-gen-chatbots-extending-chat-with-mcp Tue, 26 Aug 2025 16:22:29 GMT Om-Shree-0709 Learn how to secure AI-driven IoT automation using the Model Context Protocol (MCP). This article dives deep into authentication, transport-layer encryption, permission modeling, and threat mitigation strategies for MCP-based systems deployed on edge devices. Includes practical implementation examples using JWT, mTLS, and agent-side validation. https://uncloud.glama.ai/blog/2025-08-23-securing-io-t-automation-via-mcp https://uncloud.glama.ai/blog/2025-08-23-securing-io-t-automation-via-mcp Sat, 23 Aug 2025 17:40:17 GMT Om-Shree-0709 Explore how to design robust tools and workflows for AI agents on MCP edge servers. This article demystifies how structured methods (like turnOn, readTemp, calibrate) are invoked, how schemas are validated using Zod or JSON Schema, and how agents plan multi-step tasks under real-time constraints. Includes best practices for creating meaningful, reusable, and composable MCP tools optimized for sensor–actuator loops and task chaining. https://uncloud.glama.ai/blog/2025-08-22-agent-workflows-and-tool-design-for-edge-mcp-servers https://uncloud.glama.ai/blog/2025-08-22-agent-workflows-and-tool-design-for-edge-mcp-servers Fri, 22 Aug 2025 16:31:02 GMT Om-Shree-0709 Explore how the Model Context Protocol (MCP) powers intelligent automation in real-world environments. This article walks through practical examples where AI agents, via MCP servers, control devices like smart lights, thermostats, and factory equipment. Learn how JSON-RPC based toolchains enable structured, real-time interaction between LLMs and physical systems across home and industrial IoT settings. Includes detailed command samples, hardware integration notes, and lessons from recent MCP, powered deployments. https://uncloud.glama.ai/blog/2025-08-21-real-world-use-cases-smart-home-and-industrial-io-t-with-mcp https://uncloud.glama.ai/blog/2025-08-21-real-world-use-cases-smart-home-and-industrial-io-t-with-mcp Thu, 21 Aug 2025 16:04:56 GMT Om-Shree-0709 Explore how to deploy the Model Context Protocol (MCP) on edge hardware like Raspberry Pi and microcontrollers. This hands-on guide walks through installing the MCP server, integrating it with local sensors, and enabling real-time AI workflows at the edge. Learn how to turn lightweight devices into intelligent agents capable of reading sensor data, executing structured actions, and interfacing with LLMs, all without relying on the cloud. https://uncloud.glama.ai/blog/2025-08-20-implementing-mcp-on-edge-devices https://uncloud.glama.ai/blog/2025-08-20-implementing-mcp-on-edge-devices Wed, 20 Aug 2025 14:06:58 GMT Om-Shree-0709 Explore how the Model Context Protocol (MCP) enables AI agents to operate at the edge, bridging LLMs with IoT systems in homes, factories, and field environments. Learn how MCP standardizes interaction between models and devices, supporting real-time control, data streaming, and secure execution in physical-world contexts. https://uncloud.glama.ai/blog/2025-08-19-bringing-ai-to-the-edge-mcp-for-iot https://uncloud.glama.ai/blog/2025-08-19-bringing-ai-to-the-edge-mcp-for-iot Tue, 19 Aug 2025 12:28:08 GMT Om-Shree-0709 Set up logs, metrics, and permission models to keep MCP agent-tool chains reliable and safe. https://uncloud.glama.ai/blog/2025-08-17-monitoring-and-security-for-mcp-based-ai-systems https://uncloud.glama.ai/blog/2025-08-17-monitoring-and-security-for-mcp-based-ai-systems Sun, 17 Aug 2025 14:05:06 GMT Om-Shree-0709 Automate agent deployment and tool registration in CI/CD workflows with MCP scripts and tests. https://uncloud.glama.ai/blog/2025-08-16-building-ai-cicd-pipelines-with-mcp https://uncloud.glama.ai/blog/2025-08-16-building-ai-cicd-pipelines-with-mcp Sat, 16 Aug 2025 16:34:54 GMT Om-Shree-0709 MCP is designed for stateless tool execution, but what if your agent needs memory? This article examines how to design MCP tools that maintain context across calls, using methods like token-passing, external memory stores (e.g. Redis), or chained planning tools, all while staying within serverless and ephemeral constraints. https://uncloud.glama.ai/blog/2025-08-15-can-mcp-tools-remember-things-between-calls https://uncloud.glama.ai/blog/2025-08-15-can-mcp-tools-remember-things-between-calls Fri, 15 Aug 2025 15:56:05 GMT Om-Shree-0709 This article explores why MCP adopts JSON-RPC 2.0 instead of REST or gRPC. We compare the protocols across key criteria, latency, schema enforcement, streaming, and agent compatibility, to show how JSON-RPC enables reliable, structured tool execution within dynamic LLM workflows. https://uncloud.glama.ai/blog/2025-08-13-why-mcp-uses-json-rpc-instead-of-rest-or-g-rpc https://uncloud.glama.ai/blog/2025-08-13-why-mcp-uses-json-rpc-instead-of-rest-or-g-rpc Wed, 13 Aug 2025 16:06:50 GMT Om-Shree-0709 Discover how MCP enables AI agents to interact seamlessly with cloud services across AWS, Google Cloud, and more, bridging tools, scaling workflows, and maintaining security. https://uncloud.glama.ai/blog/2025-08-11-cloud-native-ai-leveraging-mcp-for-scalable-integrations https://uncloud.glama.ai/blog/2025-08-11-cloud-native-ai-leveraging-mcp-for-scalable-integrations Mon, 11 Aug 2025 03:15:25 GMT Om-Shree-0709 See how an AI agent, using MCP tools, can extract, transform, and load data automatically with minimal manual logic. https://uncloud.glama.ai/blog/2025-08-09-case-study-automating-an-etl-pipeline-with-mcp https://uncloud.glama.ai/blog/2025-08-09-case-study-automating-an-etl-pipeline-with-mcp Fri, 08 Aug 2025 23:06:55 GMT Om-Shree-0709 Learn how to expose data tools and machine learning models via MCP. This guide shows how to register SQL databases, knowledge graphs, or ML models as tools that AI agents can call through a standard protocol. https://uncloud.glama.ai/blog/2025-08-08-integrating-data-tools-and-models-with-mcp https://uncloud.glama.ai/blog/2025-08-08-integrating-data-tools-and-models-with-mcp Fri, 08 Aug 2025 00:28:21 GMT Om-Shree-0709 Discover how to integrate MCP servers with Jupyter notebooks. Learn to call notebook tools from AI agents to execute code, manage cells, and interact dynamically using Python. https://uncloud.glama.ai/blog/2025-08-07-using-mcp-with-jupyter-notebooks-agent-driven-workflow-in-python https://uncloud.glama.ai/blog/2025-08-07-using-mcp-with-jupyter-notebooks-agent-driven-workflow-in-python Wed, 06 Aug 2025 22:38:47 GMT Om-Shree-0709 Learn how to deploy an MCP server and register data tools as MCP resources to power AI workflows. https://uncloud.glama.ai/blog/2025-08-06-getting-started-deploying-an-mcp-server-for-data-projects https://uncloud.glama.ai/blog/2025-08-06-getting-started-deploying-an-mcp-server-for-data-projects Wed, 06 Aug 2025 12:12:56 GMT Om-Shree-0709 Explore how MCP enables smooth context sharing across preprocessing, training, and analysis for more efficient ML. https://uncloud.glama.ai/blog/2025-08-06-mcp-in-data-science-streamlining-ai-workflows https://uncloud.glama.ai/blog/2025-08-06-mcp-in-data-science-streamlining-ai-workflows Tue, 05 Aug 2025 23:45:32 GMT Om-Shree-0709 A technical tutorial on deploying Microsoft Fabric’s MCP server from source, configuring tools, and testing real-time queries through the MCP interface. https://uncloud.glama.ai/blog/2025-07-31-building-deploying-and-using-fabric-rti-mcp-server https://uncloud.glama.ai/blog/2025-07-31-building-deploying-and-using-fabric-rti-mcp-server Wed, 30 Jul 2025 23:42:49 GMT Om-Shree-0709 An introduction to the new MCP server implementation for Microsoft Fabric RTI, showing how it connects real-time analytics tools to AI agents through the MCP protocol. https://uncloud.glama.ai/blog/2025-07-29-microsoft-fabric-rti-mcp-server https://uncloud.glama.ai/blog/2025-07-29-microsoft-fabric-rti-mcp-server Tue, 29 Jul 2025 16:00:08 GMT Om-Shree-0709 A practical walkthrough for developers to create a basic MCP server and client on Windows 11, with examples using local tools like PowerShell and the file system. https://uncloud.glama.ai/blog/2025-07-29-building-an-mcp-serverclient-in-windows-11 https://uncloud.glama.ai/blog/2025-07-29-building-an-mcp-serverclient-in-windows-11 Tue, 29 Jul 2025 03:09:36 GMT Om-Shree-0709 A detailed look at the MCP registry introduced in Windows AI Foundry, how it controls agent access, and the security model that governs user consent and permissions. https://uncloud.glama.ai/blog/2025-07-28-how-the-windows-mcp-registry-and-security-model-works-in-windows-11 https://uncloud.glama.ai/blog/2025-07-28-how-the-windows-mcp-registry-and-security-model-works-in-windows-11 Mon, 28 Jul 2025 16:42:00 GMT Om-Shree-0709 This article explains how Windows 11 supports the Model Context Protocol (MCP) through Windows AI Foundry, giving AI agents access to local tools and resources like the file system and WSL. https://uncloud.glama.ai/blog/2025-07-28-how-windows-11-now-supports-mcp-for-local-agents https://uncloud.glama.ai/blog/2025-07-28-how-windows-11-now-supports-mcp-for-local-agents Mon, 28 Jul 2025 02:37:19 GMT Om-Shree-0709 Learn how to use MCP Inspector with cloud-hosted or remote MCP servers. This guide walks through setting up streaming connections, using OAuth, exporting configs, and integrating with clients like Claude Desktop. https://uncloud.glama.ai/blog/2025-07-27-how-to-use-mcp-inspector-with-remote-or-cloud-hosted-mcp-servers https://uncloud.glama.ai/blog/2025-07-27-how-to-use-mcp-inspector-with-remote-or-cloud-hosted-mcp-servers Sun, 27 Jul 2025 09:01:17 GMT Om-Shree-0709 A real vulnerability in MCP Inspector revealed how seemingly safe developer tools can be exploited through misused trust boundaries. This article breaks down what went wrong, how it was fixed, and practical lessons for secure tool integration. https://uncloud.glama.ai/blog/2025-07-25-keeping-mcp-inspector-safe-lessons-from-cve-2025-49596 https://uncloud.glama.ai/blog/2025-07-25-keeping-mcp-inspector-safe-lessons-from-cve-2025-49596 Fri, 25 Jul 2025 17:30:16 GMT Om-Shree-0709 MicroVMs offer a safer alternative to containers when running untrusted AI-generated code. This article introduces Micro Sandbox—a developer-friendly tool to run AI agent workflows inside isolated virtual machines, integrated with the Model Context Protocol (MCP). https://uncloud.glama.ai/blog/2025-07-25-micro-vms-over-containers-a-safer-execution-path-for-ai-agents https://uncloud.glama.ai/blog/2025-07-25-micro-vms-over-containers-a-safer-execution-path-for-ai-agents Fri, 25 Jul 2025 00:33:01 GMT Om-Shree-0709 In this Article we go over how to use the MCP Inspector interface. we’ll learn how to open a tool, try out input values, and view the results in real time. The article also covers how prompts and resources are displayed, how the message history helps with debugging, and how to reconnect the Inspector after making changes to our code. https://uncloud.glama.ai/blog/2025-07-24-using-mcp-inspector-to-test-tools-prompts-and-resources https://uncloud.glama.ai/blog/2025-07-24-using-mcp-inspector-to-test-tools-prompts-and-resources Thu, 24 Jul 2025 16:47:18 GMT Om-Shree-0709 This article explains how MCP Inspector works under the hood. It introduces the two key components—the client interface and the proxy, and describes how the tool communicates with local or remote MCP servers using JSON-RPC. You’ll also learn how to launch Inspector using a single command, and understand how tool definitions and messages are exchanged in real time. https://uncloud.glama.ai/blog/2025-07-24-how-mcp-inspector-works-a-simple-look-at-its-architecture-and-setup https://uncloud.glama.ai/blog/2025-07-24-how-mcp-inspector-works-a-simple-look-at-its-architecture-and-setup Thu, 24 Jul 2025 01:02:29 GMT Om-Shree-0709 Learn how to build secure, protected MCP servers with insights from Den Delimarsky. This guide covers authentication, access control, and safe context handling in AI systems. https://uncloud.glama.ai/blog/2025-07-23-building-protected-mcp-servers-insights-from-den-delimarsky https://uncloud.glama.ai/blog/2025-07-23-building-protected-mcp-servers-insights-from-den-delimarsky Wed, 23 Jul 2025 12:50:31 GMT Om-Shree-0709 Explore Kent C. Dodds’ vision for AI assistants built on MCP. This talk highlights the dream of a universal, intelligent developer companion—like Jarvis, but real. https://uncloud.glama.ai/blog/2025-07-23-please-make-jarvis-so-i-do-not-have-to-vision-from-kent-c-dodds https://uncloud.glama.ai/blog/2025-07-23-please-make-jarvis-so-i-do-not-have-to-vision-from-kent-c-dodds Wed, 23 Jul 2025 02:51:52 GMT Om-Shree-0709 See how Block transitioned MCP from early experiments to enterprise-scale deployment. This guide reveals the challenges, strategies, and architecture behind their journey. https://uncloud.glama.ai/blog/2025-07-22-from-experiment-to-enterprise-scaling-mcp-at-block https://uncloud.glama.ai/blog/2025-07-22-from-experiment-to-enterprise-scaling-mcp-at-block Tue, 22 Jul 2025 10:40:10 GMT Om-Shree-0709 This article explains the differences between AWS Strands Agents, Bedrock Agents, and AgentCore in simple terms, all in the context of the Model Context Protocol (MCP). It provides real-world examples, detailed code for MCP server and client setups, and guides on when to use each option based on control, scalability, and infrastructure needs. https://uncloud.glama.ai/blog/2025-07-22-understanding-aws-agents-strands-bedrock-agents-and-agent-core-with-mcp https://uncloud.glama.ai/blog/2025-07-22-understanding-aws-agents-strands-bedrock-agents-and-agent-core-with-mcp Tue, 22 Jul 2025 02:24:49 GMT Om-Shree-0709 A practical guide to embedding observability and governance in MCP and Strands Agents. Learn how to integrate OpenTelemetry for tracing, implement tool guardrails, and capture custom metrics to monitor, audit, and optimize agentic workflows for production environments. https://uncloud.glama.ai/blog/2025-07-21-observability-and-governance-using-otel-guardrails-and-metrics-with-mcp-workflows https://uncloud.glama.ai/blog/2025-07-21-observability-and-governance-using-otel-guardrails-and-metrics-with-mcp-workflows Mon, 21 Jul 2025 13:24:18 GMT Om-Shree-0709 A practical deployment guide for running Strands Agents SDK with an MCP server on AWS. This article covers three approaches—AWS Lambda (native), Lambda with Web Adapter, and AWS Fargate—highlighting their benefits, limitations, and step-by-step implementation. https://uncloud.glama.ai/blog/2025-07-21-serverless-scaling-deploying-strands-mcp-on-aws https://uncloud.glama.ai/blog/2025-07-21-serverless-scaling-deploying-strands-mcp-on-aws Mon, 21 Jul 2025 00:52:51 GMT Om-Shree-0709 This guide walks you through creating a basic AI agent using AWS Strands Agents SDK with a local MCP server. Learn to integrate tools dynamically, invoke them through a model-driven flow, and understand the agentic workflow behind the scenes—perfect for developers starting with Strands and MCP. https://uncloud.glama.ai/blog/2025-07-20-implementing-a-basic-strands-agent-with-mcp-servers https://uncloud.glama.ai/blog/2025-07-20-implementing-a-basic-strands-agent-with-mcp-servers Sun, 20 Jul 2025 13:55:19 GMT Om-Shree-0709 A beginner-friendly overview of AWS Strands Agents SDK, an open-source Python framework designed for building AI agents with minimal scaffolding. This article covers its model-first philosophy, the agentic loop mechanism, key capabilities, and how it contrasts with traditional agent frameworks for scalable, production-ready AI solutions. https://uncloud.glama.ai/blog/2025-07-20-understanding-aws-strands-agents-an-open-source-ai-agents-sdk https://uncloud.glama.ai/blog/2025-07-20-understanding-aws-strands-agents-an-open-source-ai-agents-sdk Sun, 20 Jul 2025 00:30:47 GMT Om-Shree-0709 Explore how Bloomberg leverages the Model Context Protocol to scale enterprise-grade GenAI systems. A practical case study on building robust, context-aware AI at scale. https://uncloud.glama.ai/blog/2025-07-19-scaling-enterprise-gen-ai-with-mcp-bloomberg-case-study https://uncloud.glama.ai/blog/2025-07-19-scaling-enterprise-gen-ai-with-mcp-bloomberg-case-study Sat, 19 Jul 2025 14:36:55 GMT Om-Shree-0709 Dive into typed composition within MCP using experiments from Dagger. Learn how structured types can enhance modularity, safety, and clarity in AI system design. https://uncloud.glama.ai/blog/2025-07-19-typed-composition-with-mcp-experiments-from-dagger https://uncloud.glama.ai/blog/2025-07-19-typed-composition-with-mcp-experiments-from-dagger Sat, 19 Jul 2025 01:40:34 GMT Om-Shree-0709 Discover how to build an MCP server tailored for agentic commerce. This guide explores integrating PayPal to enable secure, context-aware AI shopping experiences. https://uncloud.glama.ai/blog/2025-07-18-building-a-mcp-server-for-agentic-commerce-pay-pal-edition https://uncloud.glama.ai/blog/2025-07-18-building-a-mcp-server-for-agentic-commerce-pay-pal-edition Fri, 18 Jul 2025 14:34:21 GMT Om-Shree-0709 Learn how to set up and use Browser MCP to automate web browsing tasks like navigation, form filling, and data capture using AI-driven tools via the MCP protocol. Includes step-by-step configuration for Cursor, VS Code, Claude, and Windsurf. https://uncloud.glama.ai/blog/2025-07-18-getting-started-with-browser-mcp https://uncloud.glama.ai/blog/2025-07-18-getting-started-with-browser-mcp Fri, 18 Jul 2025 02:07:29 GMT Om-Shree-0709 This article explores the creation and evolution of Git MCP, an open-source, remote documentation server designed for AI tools. It recounts how Leon (Shopify) and Ido (Atlassian) built the first scalable MCP server to transform any GitHub repository into an AI-accessible documentation source. The story covers its viral growth, infrastructure challenges, Cloudflare's support, and the complementary launch of MCP UI—a framework for rich, interactive AI-driven interfaces. The piece highlights the technical foundation, community contributions, and the future of AI interfaces. https://uncloud.glama.ai/blog/2025-07-14-the-story-of-git-mcp https://uncloud.glama.ai/blog/2025-07-14-the-story-of-git-mcp Thu, 17 Jul 2025 15:33:13 GMT Om-Shree-0709 Learn how to quickly generate tailored MCP servers for specific use cases using Postman. This guide walks developers through setup, testing, and context customization. https://uncloud.glama.ai/blog/2025-07-17-generating-use-case-specific-mcp-servers-with-postman https://uncloud.glama.ai/blog/2025-07-17-generating-use-case-specific-mcp-servers-with-postman Thu, 17 Jul 2025 03:16:43 GMT Om-Shree-0709 Learn how to design advanced AI agent architectures using MCP. This guide helps builders integrate context-aware, modular systems for next-gen intelligent agents. https://uncloud.glama.ai/blog/2025-07-05-next-gen-agent-architectures-with-mcp-a-guide-for-builders https://uncloud.glama.ai/blog/2025-07-05-next-gen-agent-architectures-with-mcp-a-guide-for-builders Wed, 16 Jul 2025 11:03:36 GMT Om-Shree-0709 Understand how the MCP Registry standardizes server discovery, making it easier for AI agents to locate and interact with context servers in a consistent, open framework. https://uncloud.glama.ai/blog/2025-07-05-mcp-registry-standardizing-server-discovery https://uncloud.glama.ai/blog/2025-07-05-mcp-registry-standardizing-server-discovery Tue, 15 Jul 2025 17:09:52 GMT Om-Shree-0709 Discover how the MCP ecosystem is expanding—with updates on context registries, governance models, and collaborative infrastructure shaping the future of AI development. https://uncloud.glama.ai/blog/2025-07-14-mcp-project-update-part-2-ecosystem-registries-and-governance https://uncloud.glama.ai/blog/2025-07-14-mcp-project-update-part-2-ecosystem-registries-and-governance Mon, 14 Jul 2025 08:38:13 GMT Om-Shree-0709 Explore the latest updates in MCP development—how the protocol is evolving and the technical insights driving its next phase. A must-read for AI infrastructure developers. https://uncloud.glama.ai/blog/2025-07-14-mcp-project-update-part-1-protocol-evolution-and-technical-insights https://uncloud.glama.ai/blog/2025-07-14-mcp-project-update-part-1-protocol-evolution-and-technical-insights Mon, 14 Jul 2025 08:29:23 GMT Om-Shree-0709 Get a clear overview of the key tools, resources, and URI schemes used in MCP. Learn how they help structure, locate, and manage context across AI systems. https://uncloud.glama.ai/blog/2025-07-13-tools-resources-and-uri-schemes-in-mcp https://uncloud.glama.ai/blog/2025-07-13-tools-resources-and-uri-schemes-in-mcp Sat, 12 Jul 2025 19:25:47 GMT Om-Shree-0709 Learn how AWS uses MCP to enable seamless communication between AI agents. This guide explores architectures and strategies for building collaborative multi-agent systems. https://uncloud.glama.ai/blog/2025-07-12-multi-agent-collaboration-with-mcp-how-aws-tackles-inter-agent-communication https://uncloud.glama.ai/blog/2025-07-12-multi-agent-collaboration-with-mcp-how-aws-tackles-inter-agent-communication Sat, 12 Jul 2025 13:53:50 GMT Om-Shree-0709 Learn how to deploy Model Context Protocol (MCP) servers in Claude Desktop using .dxt extensions. This step-by-step guide covers everything from initializing your project and editing the manifest to packaging and installing your extension, enabling secure, local file system access and seamless AI tool integration within Claude Desktop. https://uncloud.glama.ai/blog/2025-07-11-getting-started-with-mcp-desktop-extensions-dxt-in-claude-desktop https://uncloud.glama.ai/blog/2025-07-11-getting-started-with-mcp-desktop-extensions-dxt-in-claude-desktop Sat, 12 Jul 2025 06:58:53 GMT Om-Shree-0709 Learn how to integrate MongoDB with Visual Studio Code using the Model Context Protocol (MCP). This guide walks through two setup methods—manual and Atlas-based—and demonstrates how to query and manage MongoDB using GitHub Copilot in natural language. Includes troubleshooting tips, security recommendations, and a complete example repository. https://uncloud.glama.ai/blog/2025-07-10-mongo-db-integration-in-vs-code-using-mongo-db-mcp-a-step-by-step-tutorial https://uncloud.glama.ai/blog/2025-07-10-mongo-db-integration-in-vs-code-using-mongo-db-mcp-a-step-by-step-tutorial Thu, 10 Jul 2025 18:43:42 GMT Om-Shree-0709 Dive into the lesser-known primitives of MCP—prompts, resources, sampling, and roots—and learn how they shape the structure and behavior of context in AI systems. https://uncloud.glama.ai/blog/2025-07-10-exploring-mcps-hidden-primitives-prompts-resources-sampling-and-roots https://uncloud.glama.ai/blog/2025-07-10-exploring-mcps-hidden-primitives-prompts-resources-sampling-and-roots Thu, 10 Jul 2025 07:17:17 GMT Om-Shree-0709 Learn how to integrate OAuth with MCP for secure authentication. This guide walks developers through implementing trusted identity flows in AI applications. https://uncloud.glama.ai/blog/2025-07-10-oauth-for-mcp-a-developers-guide https://uncloud.glama.ai/blog/2025-07-10-oauth-for-mcp-a-developers-guide Wed, 09 Jul 2025 19:07:15 GMT Om-Shree-0709 Learn how to securely integrate GitHub with Visual Studio Code using Docker’s MCP server. This step-by-step guide covers token setup, container configuration, and using GitHub features in VS Code—all within a portable, containerized workflow. https://uncloud.glama.ai/blog/2025-07-09-git-hub-integration-in-vs-code-using-docker-mcp-a-step-by-step-tutorial https://uncloud.glama.ai/blog/2025-07-09-git-hub-integration-in-vs-code-using-docker-mcp-a-step-by-step-tutorial Wed, 09 Jul 2025 13:46:30 GMT Om-Shree-0709 A step-by-step guide to using agents. https://uncloud.glama.ai/blog/2025-07-08-how-to-use-agents https://uncloud.glama.ai/blog/2025-07-08-how-to-use-agents Tue, 08 Jul 2025 20:04:07 GMT punkpeye A step-by-step guide to installing and using MCP servers. https://uncloud.glama.ai/blog/2025-07-08-how-to-install-and-use-mcp-servers https://uncloud.glama.ai/blog/2025-07-08-how-to-install-and-use-mcp-servers Tue, 08 Jul 2025 20:01:02 GMT punkpeye Compare MCP, A2A, and ACP—three major protocols powering AI agent communication. Understand their core differences, use cases, and how they handle context and control. https://uncloud.glama.ai/blog/2025-07-08-mcp-vs-a2a-vs-acp-comparing-agent-protocols https://uncloud.glama.ai/blog/2025-07-08-mcp-vs-a2a-vs-acp-comparing-agent-protocols Tue, 08 Jul 2025 16:10:00 GMT Om-Shree-0709 A walkthrough of how to use glama.json to claim ownership of an MCP server listing in Glama directory. https://uncloud.glama.ai/blog/2025-07-08-what-is-glamajson https://uncloud.glama.ai/blog/2025-07-08-what-is-glamajson Tue, 08 Jul 2025 12:34:51 GMT punkpeye Discover how to secure the Model Context Protocol in an agent-driven AI ecosystem. Learn key strategies to protect shared context and build safer AI systems. https://uncloud.glama.ai/blog/2025-07-08-securing-mcp-in-an-agentic-world https://uncloud.glama.ai/blog/2025-07-08-securing-mcp-in-an-agentic-world Tue, 08 Jul 2025 02:45:39 GMT Om-Shree-0709 Learn how to use Cloudflare's persistent memory to build faster, stateful MCP servers. This guide shows how to store and manage context reliably using durable objects. https://uncloud.glama.ai/blog/2025-07-07-how-persistent-memory-supercharges-your-mcp-server-with-cloudflare https://uncloud.glama.ai/blog/2025-07-07-how-persistent-memory-supercharges-your-mcp-server-with-cloudflare Mon, 07 Jul 2025 14:20:33 GMT Om-Shree-0709 Explore how to build smarter, modular MCP workflows using middleware. This guide offers practical ideas and code to enhance context handling in your AI applications. https://uncloud.glama.ai/blog/2025-07-07-designing-smarter-mcp-workflows-with-middleware-practical-ideas-and-code https://uncloud.glama.ai/blog/2025-07-07-designing-smarter-mcp-workflows-with-middleware-practical-ideas-and-code Mon, 07 Jul 2025 03:14:19 GMT Om-Shree-0709 Learn how to deploy a lightweight MCP server on AWS Lambda using a fast, serverless approach. Ideal for developers building scalable and cost-effective AI infrastructure. https://uncloud.glama.ai/blog/2025-07-06-deploy-a-minimal-mcp-server-on-aws-lambda-fast-and-serverless https://uncloud.glama.ai/blog/2025-07-06-deploy-a-minimal-mcp-server-on-aws-lambda-fast-and-serverless Sun, 06 Jul 2025 15:04:41 GMT Om-Shree-0709 Learn how to integrate React Router v7 with Fastify for a seamless server setup, including custom request handling, Vite development, and static asset management. https://uncloud.glama.ai/blog/2024-12-05-remix-with-fastify https://uncloud.glama.ai/blog/2024-12-05-remix-with-fastify Sat, 05 Jul 2025 23:51:53 GMT punkpeye Learn about NLWeb, a protocol for building conversational interfaces to websites using MCP and Schema.org. https://uncloud.glama.ai/blog/2025-06-01-what-is-nlweb https://uncloud.glama.ai/blog/2025-06-01-what-is-nlweb Sat, 05 Jul 2025 23:39:47 GMT punkpeye MCP is a wire protocol that standardizes how AI agents interact with external services, enforcing single JSON schemas and deterministic execution, while traditional APIs are documentation formats describing the chaos of HTTP endpoints where data can live in paths, headers, query params, or bodies. https://uncloud.glama.ai/blog/2025-06-06-mcp-vs-api https://uncloud.glama.ai/blog/2025-06-06-mcp-vs-api Sat, 05 Jul 2025 23:39:25 GMT punkpeye A simple, universal protocol for connecting AI tools—Model Context Protocol (MCP) acts like the USB-C of AI, enabling seamless context sharing and integration. https://uncloud.glama.ai/blog/2025-07-05-the-model-context-protocol-mcp-a-usb-c-port-for-ai-applications https://uncloud.glama.ai/blog/2025-07-05-the-model-context-protocol-mcp-a-usb-c-port-for-ai-applications Sat, 05 Jul 2025 14:38:32 GMT Om-Shree-0709 Learn how to instrument and trace React Router v7 loader and action functions using OpenTelemetry and Sentry. This guide helps you measure and monitor server-side performance in your React apps, revealing slow routes and improving diagnostics. https://uncloud.glama.ai/blog/2025-05-06-react-router-observability https://uncloud.glama.ai/blog/2025-05-06-react-router-observability Tue, 06 May 2025 22:34:25 GMT punkpeye A framework for evaluating and improving AI-powered tools using structured testing methodologies to ensure reliability, accuracy, and performance. https://uncloud.glama.ai/blog/2025-05-01-mcp-evals https://uncloud.glama.ai/blog/2025-05-01-mcp-evals Thu, 01 May 2025 22:33:20 GMT punkpeye We now provide an API for searching and browsing MCP servers. https://uncloud.glama.ai/blog/2025-03-24-mcp-discord https://uncloud.glama.ai/blog/2025-03-24-mcp-discord Mon, 24 Mar 2025 22:32:11 GMT punkpeye Join the Model Context Protocol Discord server to get the latest news and updates. https://uncloud.glama.ai/blog/2025-02-28-mcp-api https://uncloud.glama.ai/blog/2025-02-28-mcp-api Fri, 28 Feb 2025 22:30:57 GMT punkpeye A step-by-step guide to configuring React Router v7 with Vite and Rollup to prevent server code from being bundled in your builds. https://uncloud.glama.ai/blog/2025-02-07-react-router-without-server-bundles https://uncloud.glama.ai/blog/2025-02-07-react-router-without-server-bundles Fri, 07 Feb 2025 22:30:21 GMT punkpeye Learn how AI and automation streamlined debugging for open-source MCP servers by using LLMs and Docker to test, validate, and turn errors into actionable GitHub issues. https://uncloud.glama.ai/blog/2025-01-04-automating-issue-detection https://uncloud.glama.ai/blog/2025-01-04-automating-issue-detection Sat, 04 Jan 2025 22:29:04 GMT punkpeye Model Context Protocol (MCP) is an open-source standard released by Anthropic in November 2024 that enables AI models to interact with external data sources through a unified interface. https://uncloud.glama.ai/blog/2024-11-25-model-context-protocol-quickstart https://uncloud.glama.ai/blog/2024-11-25-model-context-protocol-quickstart Mon, 25 Nov 2024 22:38:29 GMT punkpeye Explore a step-by-step guide to splitting and indexing markdown documents for generalized RAG. Optimize document chunks to improve question answering accuracy. https://uncloud.glama.ai/blog/2024-11-17-splitting-markdown-documents-for-rag https://uncloud.glama.ai/blog/2024-11-17-splitting-markdown-documents-for-rag Sun, 17 Nov 2024 22:42:44 GMT punkpeye Write JavaScript functions that LLMs can invoke, all from your browser. Seamlessly integrate with GPT-4, Claude, and other AI models. No backend required. https://uncloud.glama.ai/blog/2024-10-27-giving-llms-access-to-calling-user-defined-functions https://uncloud.glama.ai/blog/2024-10-27-giving-llms-access-to-calling-user-defined-functions Sun, 27 Oct 2024 22:45:24 GMT punkpeye Learn how to customize Windows scrollbars to match macOS style using CSS, including smooth fade transitions and hover effects. Complete guide with CSS examples and explanations https://uncloud.glama.ai/blog/2024-10-25-customizing-scrollbar-using-css https://uncloud.glama.ai/blog/2024-10-25-customizing-scrollbar-using-css Fri, 25 Oct 2024 22:48:16 GMT punkpeye Learn how to automate macOS operations using Claude's Computer Use API and Python. Discover open-source projects that extend Claude''s screen viewing and control capabilities beyond browsers to system-wide automation. https://uncloud.glama.ai/blog/2024-10-23-automating-macos-using-claude https://uncloud.glama.ai/blog/2024-10-23-automating-macos-using-claude Wed, 23 Oct 2024 22:50:35 GMT punkpeye Learn how to set up Anthropic's Computer Use API in just 5 minutes. This step-by-step guide walks you through Docker setup, configuration, and first steps with Claude''s computer automation capabilities. https://uncloud.glama.ai/blog/2024-10-22-automate-computer-using-claude https://uncloud.glama.ai/blog/2024-10-22-automate-computer-using-claude Tue, 22 Oct 2024 22:52:11 GMT punkpeye Explore how to render Markdown in React using Rehype and Remark, and learn to implement a custom React hook for seamless Markdown-to-React conversion without relying on dangerouslySetInnerHTML. https://uncloud.glama.ai/blog/2024-10-21-rendering-markdown-in-react https://uncloud.glama.ai/blog/2024-10-21-rendering-markdown-in-react Mon, 21 Oct 2024 22:53:18 GMT punkpeye Explore the evolution of API key design, drawing insights from industry leaders. Learn how structured formats can enhance security, usability, and troubleshooting, and discover a new approach tailored for Glama. https://uncloud.glama.ai/blog/2024-10-18-what-makes-a-good-api-key https://uncloud.glama.ai/blog/2024-10-18-what-makes-a-good-api-key Fri, 18 Oct 2024 14:03:03 GMT punkpeye Explore the inner workings of AI assistant tools through a hands-on implementation of custom routing logic. This article delves into the concepts behind OpenAI's assistant tools, providing a step-by-step guide to building a similar system from scratch. Learn how to describe tools, manage conversation history, and create intelligent routing for AI interactions. Perfect for developers looking to enhance their AI applications with advanced tool integration capabilities. https://uncloud.glama.ai/blog/2024-10-17-implementing-tool-functionality-in-conversational-ai https://uncloud.glama.ai/blog/2024-10-17-implementing-tool-functionality-in-conversational-ai Thu, 17 Oct 2024 14:01:33 GMT punkpeye Dissecting the often-overlooked details of text input design that can make or break a chat application. From indentation quirks to clipboard magic, we will explore how subtle choices lead to delightful (or frustrating) user experiences. https://uncloud.glama.ai/blog/2024-10-14-craft-is-in-the-small-details https://uncloud.glama.ai/blog/2024-10-14-craft-is-in-the-small-details Mon, 14 Oct 2024 13:59:49 GMT punkpeye Discover how switching to local LLMs for code completion can boost your productivity and free you from internet dependency. A step-by-step guide to setting up Ollama and Continue.dev as powerful alternatives to GitHub Copilot https://uncloud.glama.ai/blog/2024-10-11-replacing-github-copilot-with-local-llms https://uncloud.glama.ai/blog/2024-10-11-replacing-github-copilot-with-local-llms Fri, 11 Oct 2024 13:55:50 GMT punkpeye Discover why relying on a single Large Language Model can be misleading, and how a multi-model approach leads to better, more trustworthy results. https://uncloud.glama.ai/blog/2024-10-10-no-single-llm-can-be-trusted-in-isolation https://uncloud.glama.ai/blog/2024-10-10-no-single-llm-can-be-trusted-in-isolation Thu, 10 Oct 2024 22:55:34 GMT punkpeye We are excited to announce a free API for calculating the cost of different AI models. https://uncloud.glama.ai/blog/2024-09-25-chat-cost-calculator-api https://uncloud.glama.ai/blog/2024-09-25-chat-cost-calculator-api Wed, 25 Sep 2024 13:46:06 GMT punkpeye Learn how to leverage Large Language Models (LLMs) to enhance your sign-up UX. Two practical examples: using LLMs to derive consistent display names and normalize referral sources for insightful analytics. https://uncloud.glama.ai/blog/2024-09-19-using-llms-to-reduce-sign-up-onboarding-friction https://uncloud.glama.ai/blog/2024-09-19-using-llms-to-reduce-sign-up-onboarding-friction Thu, 19 Sep 2024 13:16:55 GMT punkpeye We now allow users to quickly change the model in ChatGPT using the command bar. https://uncloud.glama.ai/blog/2024-09-11-using-command-bar-to-change-model https://uncloud.glama.ai/blog/2024-09-11-using-command-bar-to-change-model Wed, 11 Sep 2024 13:54:11 GMT punkpeye I was curious about how a component was implemented in a minified JavaScript file and used ChatGPT to reverse engineer the component. https://uncloud.glama.ai/blog/2024-08-29-reverse-engineering-minified-code-using-openai https://uncloud.glama.ai/blog/2024-08-29-reverse-engineering-minified-code-using-openai Thu, 29 Aug 2024 22:57:51 GMT punkpeye