#mcp

ChatGPT plugins can now add extensions such as side panels and file viewers, and support proposed MCP Events. What changed for developers building plugins.

From October 22, unconfigured GA Copilot features, including MCP servers and code review, turn on for Business and Enterprise unless an admin decides first.

A Stanford method published in Nature turns a paper and its code into tested tools an AI agent can call. The reported results, and the pattern for business.

A census of 15 rows across 14 agent frameworks, scored against five SSRF controls from primary sources. Two default fetch paths re-validate every redirect hop.

Higgsfield's video engine now runs inside Grok Bot's tool loop, billed per call. The approval framework does not name metered generation as a gated action.

We checked 19 widely deployed MCP servers for documented instruction surfaces beyond tool descriptions. Only one discloses one. Undocumented is the finding.

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.

CrewAI 1.15.17 pins SSRF checks to every redirect hop and the resolved peer IP. The same pattern can sit in any agent tool that fetches a model-supplied URL.

CVE-2026-75130 scores 9.0 under CVSS 3.1 and 6.4 under CVSS 4.0. Context7 2.1.2 and earlier are affected; no public fix documented as of Aug 22, 2026.

GitHub's August 12 changelog puts Agent Plugins 1.0 support at general availability. What ported across harnesses, and what a plugin still cannot carry.

GitHub's enterprise managed settings now allowlist MCP servers, and the Copilot impact dashboard adds an ROI section GitHub itself calls directional only.

Agent Plugins 1.0 packages skills and MCP servers in one directory format. The spec is still marked Working Draft, and vendor-specific formats keep shipping.

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.

DeepSeek aliases retired, MCP capabilities deprecated, Sora's API sunsetting — three unrelated clocks in one month. How to build a deprecation calendar.

GitHub made Copilot code review's agent skills and MCP connections generally available on July 29, one day after the MCP spec shipped. A rollout checklist.

Treat every agent hop as a producer-consumer boundary. Strict tool use, MCP output schemas and dbt-style contracts, mapped into one field guide.

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.

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

Meta enters the paid model-API market with Muse Spark 1.1 — a $1.25/$4.25, 1M-context agent model that tops tool-use benchmarks but trails on pure coding.

Build a competitor-monitoring agent with MCP tools, open-source change detection and hash-gated noise control — the hard part is signal, not connectivity.

Wire Google's official GA4 MCP server and a community Search Console server into Claude Code: service-account auth, read-only scopes and least-privilege grants.

Microsoft's Dataverse coding-agent plugin now runs in Claude, Cursor and GitHub Copilot, with one router enforcing existing RBAC across 15 auditable MCP tools.

Ten one-shot audit and upgrade jobs for Claude Fable 5, each drawn from Anthropic's own prompting guide, with the cheaper model that should execute the plan.

WooCommerce 10.9 ships seven canonical abilities via the WordPress MCP Adapter — WordPress stores are now natively AI-agent-addressable. Setup guide inside.

Anthropic's Claude Code Artifacts turn a coding session into a private, live, shareable HTML page. What they are, the 16 MiB CSP limits, and team uses.

OpenAI's confidential S-1 lands as Anthropic heads public too. The first time buyers have two public AI vendors, and why you should design for portability now.

VS Code now pushes agents, skills, and MCP configs to every dev via one policy file, and air-gapped BYOK drops the GitHub sign-in requirement. The rollout plan.

Meta, Google, and TikTok now ship official ads MCP servers. The capability differences, the paused-by-default guardrail, and a staged rollout playbook.

Dashboards show data; agents write the narrative clients actually need. Manual reporting costs 5-10 hours per client monthly. The MCP-to-narrative pipeline.

Amazon Q Developer free tier closes May 15, 2026. Step-by-step migration playbook to Kiro with spec-driven development, hooks, and steering rules.

Engineering playbook for agentic AI — coding, code review, ops augmentation. Functions, roles, tools (Claude Code, Cursor, MCP), 90-day rollout.

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

200 agentic AI terms — agents, MCP, memory, planning, evaluation, governance. Examples, source links, cross-references. The reference glossary.

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

GEO, AEO, RAG, CRAG, MoE, MCP, ICL, CoT, ReAct, RLHF, DPO, ORPO — 250+ AI marketing acronyms decoded with examples and source citations. Definitive reference.

Five-way comparison — Claude Code, Cursor, Codex Desktop, Replit Agent 3, Devin. Pricing, agent autonomy, MCP, eval scores, and reference workloads.

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.

Multi-agent frameworks compared on graph control, observability, durable execution, MCP support, and agency fit. With 4 reference architectures.

MCP tool-call success across 12 task types — search, file ops, data, calendar, email. Pass-rate, retry-rate, and cost-to-completion for 5 frontier AI models.

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

Microsoft Agent Framework 1.0 GA (April 3, 2026) unifies Semantic Kernel and AutoGen into one .NET + Python SDK with MCP and A2A. Full setup guide.

Three AI agent protocols competing for enterprise adoption: MCP, A2A, and ACP. Non-technical decision matrix for business leaders choosing agent infrastructure.

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

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

Master multi-agent AI with LangGraph, CrewAI, AutoGen comparisons. Learn Cursor parallel agents, Warp 2.0, and MCP agent interoperability patterns.

Guide to Adobe's ChatGPT integration for Photoshop, Express, and Acrobat. Learn creative AI workflows, setup, and marketing automation with free tools.

Master Google Cloud managed MCP servers for AI agents. Connect BigQuery, Maps, Kubernetes. Production-ready guide with IAM & Model Armor security.

Master the Agentic AI Foundation with MCP, goose, AGENTS.md. Linux Foundation backing from OpenAI, Anthropic, Block. Complete guide.

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

Optimize Claude with Advanced Tool Use. 85% token reduction, Tool Search Tool. Complete MCP pattern guide with 98.7% efficiency.

Master Claude Skills with MCP servers for marketing automation. Connect HubSpot, ActiveCampaign, Klaviyo. Complete guide with 257 server options.

Master Gemini Code Assist Agent Mode: 180K free completions (90x more than Copilot), Gemini 2.5 Flash & Pro models, October 2025 MCP migration guide.

Integrate ChatGPT with CRM systems using MCP, HubSpot Remote MCP, Zoho CRM servers, OAuth/PKCE, and production security controls.

Learn to build AI agents with OpenAI AgentKit. Step-by-step tutorial with drag-and-drop builder, ChatKit, MCP connectors, and deployment guide.