CCapeStartincstechnologyblog.hashnode.dev·4d ago · 10 min readHow MCP Architecture Scales AI Systems: Sampling & Roots ExplainedEvolution of Model Context Protocol AI Architecture Most AI applications follow a familiar pattern: You call a model, it generates a response, and then the process repeats. This approach works well f11K
KNKartik N V J Kinkartiknvjk.hashnode.dev·6d ago · 9 min readHow I evaluate MCP servers for security before I trust them Here is the attack that changed how I think about MCP servers. A server I had never audited publishes a tool called support_lookup. The description reads normally for a paragraph, and then near the en13SCR
YNYlyas Nurmuhammedovinmcp-privilege-profiler.hashnode.dev·6d ago · 11 min readMCP Security: Building Least-Privilege Access for AI AgentsAI agents become much more useful when they can interact with the outside world. They can read files, query APIs, interact with databases, call security platforms, modify repositories, and execute ope00
SstotyManinmcp-radar.hashnode.dev·Aug 1 · 5 min readA Reproducible MCP Server Evaluation Log (with Template)An MCP server evaluation should produce more than a yes/no decision. It should leave a record that another developer can repeat: what was tested, which version was used, what access was granted, what 00
SMShams Mukhtarinshamsmukhtar.hashnode.dev·Jul 29 · 22 min readFrom Custom APIs to MCP: How AI Finally Found a Common Language for Tools, Data, and Enterprise SystemsFor decades, software architects have solved integration problems through APIs, messaging systems, middleware, service buses, SDKs, adapters, plugins, and increasingly sophisticated orchestration plat00
IPIpseeta Priyadarshiniinhashnode.com·Jul 28 · 9 min readMCP is going stateless, and the upgrade breaks in both directionstldr: MCP revision 2026-07-28 removes protocol-level sessions, the initialize handshake, the GET stream endpoint, and SSE resumability, and starts a twelve-month deprecation clock on Roots, Sampling, 00
NNileshincolrows.hashnode.dev·Jul 26 · 13 min readAPIs vs MCP vs A2A: What Enterprise AI Teams Need to KnowAPIs connect applications to systems. MCP connects agents to tools and data. A2A connects agents to other agents. All three are real, all three are maturing on separate timelines, and none of them is 00
DHDr Hernani Costainradar.firstaimovers.com·Jul 25 · 3 min readAgentic coding agents: July 2026 momentum and the MCP spec revisionTL;DR: July 2026 shipped a wave of agentic coding releases and the largest MCP spec revision since launch. What changed and why it matters. Two things happened in July 2026 that belong in the same co22KJ
MSManu Shuklainecorpit.hashnode.dev·Jul 17 · 21 min readMCP 2026-07-28 lands on 28 July: what breaks, what does not, and how to migrateMCP 2026-07-28 lands on 28 July: what breaks, what does not, and how to migrate Summary. The Model Context Protocol specification revision 2026-07-28 is published on 28 July 2026, and it is the larges00
AGAkshay Guptainakshaykgupta.hashnode.dev·Jul 15 · 5 min readHow to Build a Secure MCP Server: The Middle-Tier Gatekeeper PatternImagine this scenario: You’ve just deployed a brilliant enterprise AI assistant using the Model Context Protocol (MCP). It connects your Enterprise Copilot directly to your enterprise data warehouse (00