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20 Essential GitHub Repositories for AI Agents, MCP, A2A, and Agent Security in 2026

TL;DR The essential AI agent repository list in 2026 is no longer just a collection of frameworks and tutorials. A credible engineering stack now includes protocol specifications, official SDKs, server discovery, agent-to-agent interoperability, durable orchestration, evaluation, OpenTelemetry-compatible tracing, red teaming, and operational security guidance. This refresh identifies 20 repositories that help architects and engineers build […]

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MCP vs A2A in 2026: Which Protocol Does Your AI Architecture Actually Need?

TL;DR MCP and A2A solve different integration problems. Use Model Context Protocol when an AI application needs a standard way to discover and use tools, resources, prompts, APIs, or enterprise data. Use Agent2Agent when one independently operated agent needs to discover another agent, delegate work, exchange messages, track a task, receive progress updates, and consume

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VCF 5.2.x to 9.1 Upgrade Runbook: Exact Sequence, Dependencies, Downtime, and Validation

TL;DR A VCF 5.2.x to 9.1 upgrade is not a single SDDC Manager update followed by routine infrastructure patching. It is a dependency-controlled platform transition that begins with the Operations layer, introduces mandatory VCF Management Services, and then moves through NSX, vCenter, ESX, and NSX Edge finalization. The first gate is source-release eligibility. Current Broadcom

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VCF 9.1 VPC Networking: Distributed vs. Centralized Transit Gateway Designs

TL;DR VCF 9.1 supports two distinct approaches for connecting Virtual Private Clouds to the physical data center network. A Distributed Transit Gateway removes NSX Edge nodes, the Tier-0 gateway, and BGP from the north-south forwarding path. Traffic can leave directly from the ESXi host through a VLAN shared by every participating host. The design reduces

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MCP Registry in 2026: How to Discover, Verify, and Safely Connect MCP Servers

TL;DR The MCP Registry makes server discovery more consistent, but it does not turn a listed server into a trusted server. In 2026, the official registry provides namespace verification, standardized metadata, package references, remote endpoint definitions, version records, and an API that downstream registries can consume. It does not certify that the code is secure,

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Enterprise MCP Authorization: IdP, RBAC, Workload Identity, and Zero-Touch OAuth

TL;DR Enterprise MCP authorization is not solved by adding a login page to every MCP server. The scalable pattern is to make the enterprise identity provider the policy authority for human access, map groups and application roles to narrow MCP scopes, use separate workload identities for agents and automation, and preserve downstream resource authorization at

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VCF 9.1 API with Postman: Generate a Collection from OpenAPI and Automate Your First Workflow

TL;DR VMware Cloud Foundation 9.1 provides an OpenAPI definition for SDDC Manager that can be imported into Postman to generate a structured collection of API requests. The generated collection is not immediately ready for use. The specification defines a localhost server value, so the requests must be updated to use a variable that points to

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HCX 9.1 Migration Runbook: Network Profiles, Compute Profiles, Service Mesh, and First VM Move

TL;DR An HCX 9.1 migration should not begin with the Migrate Virtual Machines button. It should begin with a dependency-ordered runbook that proves routing, firewall policy, IP pools, site pairing, Network Profiles, Compute Profiles, Service Mesh health, and Network Extension behavior before a production workload is touched. The practical sequence is: Confirm supported versions, backups,

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