Gen-AI Developer Classroom notes 10/Nov/2025

Scenario

One: Try looking into last 5 defects raised in jira for some project and if they are not assigned to any one, fetch module owners and assign to them
Solution Approach:
- Build a graph
- Define state
- perform action in jira
  - get defects:
    - Build your own tool with proper docstrings
    - Search for langchain community tools(toolkits)
  - update defects
    - Build your own tool with proper docstrings
    - Search for langchain community tools(toolkits)
Two: For all the commits done in github, if the build has started look into commit message and change the state of the task in jira to submitted, if the build is success and tests are passed change status to merged…..
- Tools:
  - Github
  - JIRA
Problem: Most of agentic ai applications need to speak with external tools like databases, notification, jira, email ………….
- Creating tools is part of agentic ai development
Claude from anthropic proposed MCP (Model Context Protocol) Refer Here
MCP Conceptually has two components
- MCP Client:
  - This is the client which can be
    - Chatgpt
    - Claude ai
    - vscode
- MCP Server:
  - This is functionality
Most of the popular tools have mcp servers built by the same org
Activities:
- Integrating mcp servers into your agents
- Building MCP Servers.

Our organization is using Microsoft Teams for scheduling meetings
Project Management is done in Jira
we have 10 scrum teams and 10 scrum masters
We want agent
- to summarize the work progress to scrum master before standup meeting
- to schedule all meetings
- a channel to which scrum member can ask some question to which agent responds or forwards to scrum master.
External Tools:
- JIRA
- Microsoft Teams
  - meeting scheduler
- Send email