AI & Automation

AI Agentic Developer Tooling Suite

Built a suite of production AI agents for day-to-day developer workflows — including a Git Commit Agent, Daily Standup Agent, Code Review Agent, Monday.com Task Generator, and Resume Builder — using Python, OpenAI API, Google Gemini, and MCP-style integrations.

Client Personal Project
Delivered Feb 2026
Type AI & Automation
Technologies 10 tools
AI Agentic Developer Tooling Suite

Project Overview

As AI tooling became central to modern development workflows, I built a suite of production AI agents designed specifically to automate and enhance the repetitive cognitive overhead of day-to-day developer work. Each agent is purpose-built with multi-step reasoning pipelines, tool orchestration, and MCP-style API integrations — going well beyond simple prompt wrappers.

Agents Built

Git Commit Agent

  • Analyses current staged code changes using a diff-aware context pipeline and generates well-structured, conventional commit headlines and detailed messages.
  • Understands code semantics — distinguishing between a refactor, a bug fix, a feature addition, and a performance improvement — producing commit messages that are informative rather than generic.
  • Reduces time spent on commit descriptions from minutes to seconds while improving message quality and team communication.

Daily Status / Standup Agent

  • Generates concise, accurate daily standup reports from the developer's committed code changes and chat history.
  • Summarises what was completed, what is in progress, and any blockers — formatted for direct use in team standups or Monday.com status updates.

Code Review Agent

  • Reviews code locally before push, flagging security vulnerabilities, code smells, logic errors, and performance anti-patterns — effectively acting as a pre-PR code reviewer.
  • Structured to catch the same class of issues that GitHub Copilot code review would surface, but running locally on demand before the PR is even opened.

Monday.com Task Generator Agent

  • Reads a user story or ticket description alongside the current codebase context, then generates granular micro dev tasks via the Monday.com API — including file paths, functions to modify, and acceptance criteria.
  • Bridges the gap between product-level user stories and developer-level implementation tasks, reducing planning overhead significantly.

Resume Builder Agent

  • AI-powered resume optimisation agent that analyses job descriptions, extracts ATS keywords, and suggests targeted improvements to resume content and structure.
  • Generates tailored resume variants aligned to specific job roles without losing factual accuracy.

Technical Architecture

  • Multi-Step Reasoning Pipelines: Each agent uses structured agentic workflows with multi-step reasoning — not single-shot prompts — enabling complex analysis and contextual decisions.
  • Tool Orchestration: Agents call external tools (Git CLI, Monday.com API, file system) as part of their reasoning loop, following MCP-style integration patterns.
  • Model Flexibility: Built to support both OpenAI (GPT-4) and Google Gemini models, with a switching layer to use the most cost-effective model per task type.

Technology Stack

Python OpenAI API (GPT-4) Google Gemini API MCP Integrations Monday.com API Agentic Workflows Tool Orchestration Multi-Step Reasoning Git CLI Automation

Project Info

  • Client Personal Project
  • Delivered February 2026
  • Type AI & Automation

Stack

Python OpenAI API (GPT-4) Google Gemini API MCP Integrations Monday.com API Agentic Workflows Tool Orchestration Multi-Step Reasoning Git CLI Automation

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