#model-context-protocol

Stopping an AI agent should stop new work and account for active jobs. Learn how to verify cancellation, preserve completed results and report unknown outcomes.

A dated ledger of 27 MCP security entries — 25 incidents plus 2 protocol revisions — April 2025 to August 2026: component, defect class, route, patch status.

MCP promoted its Rust SDK to Tier 1 on August 21 with 67/67 server and 50/50 client conformance. No new protocol version shipped alongside it.

The 2026-07-28 spec drops the handshake and session ID, reworks auth around CIMD, and ships new Tier 1 SDK releases. Here is what your MCP server has to change.

An MCP spec is scheduled to finalize July 28 with a stateless core that drops sticky sessions. What the announced change breaks and where hosting gets cheaper.

Sprinklr's Summer '26 release adds an MCP beta that lets Copilot, ChatGPT and Claude query customer data, joining HubSpot and Salesloft in the martech wave.

Build a DIY GEO visibility agent with MCP: query answer engines, score citations, and report weekly. Only Perplexity has a citation-native public API.

MCP hit 110M monthly SDK downloads in 16 months. The 2026 Dev Summit and July 28 stateless spec mark its shift to enterprise infrastructure.

ZoomInfo's GTM.AI is a headless, MCP-native layer injecting verified data into any agent. Why grounding is now a distinct purchasable tier in the agent stack.

Gemini CLI stops serving Pro, Ultra, and free users on June 18, 2026. The 45-minute migration to Antigravity CLI, the silent failures, and the quota regression.

Issue #1 of the MCP server tracker — 56 production-ready servers cataloged across 10 categories with auth model, transport, maintainer, and status.

Build a working MCP server in TypeScript: tool registration, JSON-RPC handlers, Claude Desktop integration, and a publishable npm package end-to-end.

Where MCP adoption lands by Q3 2026 — server count, enterprise deployment, vendor pivots, standards-war scenarios. Forecast + three confidence bands.

120 MCP terms — server, transport, primitive, sampling, prompt, tool, resource, agent loop, governance. The plain-language MCP reference guide.

Twenty-five marketing MCP servers reviewed — search, CRM, analytics, ads, social, content. Capability, install ease, auth model, agent compatibility.

Pass rate, error class, latency, and tool-call success across 100 production MCP servers. The first comprehensive reliability study of the MCP ecosystem.

MCP adoption statistics for 2026: verified server counts, GitHub ecosystem signals, enterprise production data, and source-backed integration coverage.

Set up Google's official read-only Google Ads MCP server with Claude Desktop, Gemini CLI, and Cursor. Includes 12-prompt GAQL library + OAuth guide.

Guide to building AI agents with TypeScript using Model Context Protocol server patterns. MCP architecture, tool definition, and agent orchestration covered.

Model Context Protocol reaches 97 million monthly SDK downloads with 5,800+ servers. How MCP became the standard for AI agent tool integration.

Google Workspace CLI (gws) unifies 50+ APIs into one command with built-in MCP server for AI agents. Setup, personas, recipes, and automation workflows.

HubSpot launched a public beta MCP server enabling Claude and AI agents to read, search, and manage CRM data natively. Setup, use cases, and integration guide.

Anthropic launches MCP Apps rendering charts, forms, and dashboards inside Claude. Integration guide for Amplitude, Asana, Figma, Slack, and more.

MCP (Linux Foundation standard), LangChain, and CrewAI compared for AI agents. Architecture, integration patterns, and production readiness guide.

Master the MCP ecosystem with 10,000+ servers. One-year anniversary spec 2025-11-25. Complete integration guide with best practices.