Agentikas Labs
WebMCP: The Protocol That's Changing the Game
An open protocol by Google and Microsoft that lets AI agents interact with any website. Here's how it works.
Building the agentic web. Open source.
From the blog of Agentikas Labs
Day 4 — When Anthropic blocks you: why every A2A agent needs a local MODE
Day 4 was meant to test the 5-agent pipeline against real Claude. It ended with 4 hours fighting Anthropic billing, a clear architectural lesson, and an Ollama + Qwen 2.5 Coder 32B integration that's worth more than the original plan.
Day 3 — A2A + MCP together: exposing a repo as a Model Context Protocol server
Day 2 left the agents deciding architecture without real repo context. Day 3 introduces MCP (Model Context Protocol) as a complement to A2A: a Codebase MCP server that exposes the code, and a Project Mapper agent that consumes it via the Anthropic SDK's native MCP integration.
Day 2 — From Auditor to Tech Lead: why your agent names drive the prompts
The initial plan called the second agent "Auditor". Within hours we changed the name to "Project Explorer" / Tech Lead. It's not cosmetic — it's the difference between a system that finds problems and one that designs solutions. This is the lesson of Day 2.
Day 1 — From zero to first A2A ping: a multi-agent walking skeleton
We built the functional skeleton of an agent network communicating via A2A from scratch. Three services, a conversational Orchestrator, a Notifier, and an Investigator with a real LLM. Real bugs included.
Agentikas MVP — 7 agents to codify your senior engineer experience
An agentic software development architecture where human experience gets codified into skills, schemas, and names. It works — but without a senior behind it, it's the perfect recipe for technical debt at AI speed. The MVP, the 5 agents already running, the 2 yet to come, and why the tool doesn't replace judgment.
From Saiyan to Super Saiyan 3: my journey building Agentikas with Claude
I started with a terminal and a model. I ended up leading a platform. This is the honest story of six months that were at once the most productive and the strangest of my career.
