"Agent 协议栈三层分化：MCP 管工具、A2A 管协作、Agent Plugins 管分发"
"2026年8月，AI Agent 协议战尘埃落定。MCP、A2A、Agent Plugins 三层分化已成定局。本文拆解三层架构的边界、意义，以及开发者下一步真正的机会在哪里。"
#MCP
3110 articles tagged with MCP
Local vs remote MCP servers: which one you actually want
There are two kinds of MCP server, they solve different problems, and almost nothing tells you which...
Knack MCP Server
The HIPAA-compliant backend for AI builders Discussion | Link
MCP x-mcp-header Validation: Keep Bad Tool Schemas Out of tools/list
MCP x-mcp-header validation is easy to miss because the annotation looks like ordinary JSON Schema...
Tripsy Now Has a CLI (and an MCP)
Tripsy released an official CLI and MCP server in May 2026. The CLI is the better tool. Everything I documented for the SQLite approach is now unnecessary.
Learn how #vmanomaly, its #MCP server, purpose-built skills, and an #LLM-powered UI copilot help engineers explore #tele...
Learn how #vmanomaly, its #MCP server, purpose-built skills, and an #LLM-powered UI copilot help engineers explore #telemetry, investigate anomalies, build #MetricsQL queries, sele...
MCP + Plugins: Stop Connecting Tools. Start Building Developer Workflows.
Your AI coding assistant does not become powerful because you connected more tools. It becomes...
Building an AI-Powered Security TUI with Rust and MCP
Picking up where I left off In my midterm update, I introduced the two main parts I was...
A Connected MCP Server Is Not the Same as a Correct Tool Call
If you've wired up an MCP server in the last few months, you've probably noticed the icon turns...
MCP vs. API: Why Traditional APIs Aren't Enough for AI Agents
APIs are not broken. They have powered the internet, mobile applications, SaaS platforms, and...
Perk Leads the Race in Travel and Spend MCP as the First Platform to Launch Travel Booking, Expense Submission, and Event Creation Capabilities via AI Assistant
Perk (formerly TravelPerk), the intelligent AI-native platform for travel and spend management, today enables over 12,000 global customers to book and manage travel, submit expense...
Making a knowledge base queryable by any agent over MCP
A stateless remote MCP server on Cloudflare Workers that lets Claude, Cursor, or any MCP client ask "has this failure happened before?" mid-investigation.
MCP Control Planes Bring Governance to LLM Tool Calls in Production Automation
MCP servers give large language models a route to query data sources, call software tools, and...
ElevenLabs MCP now available in Claude for agent management
ElevenLabs MCP is now accessible within Claude, enabling teams to manage voice and chat agents directly in their existing workflow. Users can review performance, configure agents, ...
Grounding an LLM in real tax data with a public MCP server
We all know the failure mode: ask an LLM for a tax rate and it'll hand you a confident number with...
I built a static + runtime security scanner for MCP servers (Rust)
I built a static + runtime security scanner for MCP servers (Rust) TL;DR: MCP (Model Context...
Cut microservice latency in half 🚀 NVIDIA NOOA for .NET unifies MCP, slashing calls & boosting performance. Build agenti...
Cut microservice latency in half 🚀 NVIDIA NOOA for .NET unifies MCP, slashing calls & boosting performance. Build agentic AI at scale—see how in our latest guide! 👇 #AI #DotNet #NV...
Marble MCP
Manage your CMS content from Claude, Cursor, and Codex Discussion | Link
RAG - Async Pipelines, MCP
What is Synchronous? Everything goes sequentially. Example: P1, P2, and P3 are...
I measured what 14 MCP servers cost a context window. Claude counts them 64% higher than tiktoken
Last month I ran 72 trials to settle what an MCP tool should return, because a maintainer would not...
Top 5 MCP Servers Every Developer Should Have in VS Code
Supercharge your AI coding workflow in VS Code with these 5 must-have Model Context Protocol (MCP) servers: MarkItDown, Playwright, GitHub, Atlassian Rovo, and Mermaid.
How I Built My First MCP Server for Claude Code: 5 Lessons Learned
TL;DR I spent a weekend building my first MCP server so Claude Code could query our...
I found a duplicate-charge bug in an MCP tool via static analysis — here's the finding and the fix (NEXUM-004)
A duplicate-charge bug in an MCP tool, found by static analysis before it shipped A few...
squall01337/mixamo-llm-mocap: Turn any video into a Mixamo-rig animation - GVHMR estimator, spec-driven retarget, FK apply in Blender via MCP. Works with any Mixamo character; built to be operated end-to-end by an AI agent.
Turn any video into a Mixamo-rig animation - GVHMR estimator, spec-driven retarget, FK apply in Blender via MCP. Works with any Mixamo character; built to be operated end-to-end by...