Workflow Automation

n8n/Dify-style builders, pipeline automation, no-code orchestration, and agent workflows

262 explainers
Loan-Predictor: How a Notebook Model Becomes a Real Loan Decision Product
Workflow Automation
Loan-Predictor: How a Notebook Model Becomes a Real Loan Decision Product
From CatBoost training to FastAPI validation and a Streamlit front end, this repo shows the full path from ML experiment to a user-facing decision workflow.
8 min read
team-expense-management-system: TEMS: The Expense App That Behaves Like a Money Pipeline
Workflow Automation
team-expense-management-system: TEMS: The Expense App That Behaves Like a Money Pipeline
How a Spring Boot backend turns reimbursement into a controlled sequence of states, approvals, and Stripe-backed payouts.
8 min read
stockhub: EquiNex: The MERN Stock App That Tries to Be a Trading Desk, a Chat Room, and a Data Proxy
Workflow Automation
stockhub: EquiNex: The MERN Stock App That Tries to Be a Trading Desk, a Chat Room, and a Data Proxy
Inside a backend that blends sessions, JWTs, Socket.io signaling, and API aggregation into one collaborative finance stack.
7 min read
Neighbour-c: The Community App That Treats Asking and Offering as the Same Workflow
Workflow Automation
Neighbour-c: The Community App That Treats Asking and Offering as the Same Workflow
A Django and React deep dive into a local exchange platform built around trust, reciprocity, and unusually specific resource models.
8 min read
resume-screening-portal: How Recruvo Turns PDFs Into Structured Hiring Data Without Trusting the Model Too Much
Workflow Automation
resume-screening-portal: How Recruvo Turns PDFs Into Structured Hiring Data Without Trusting the Model Too Much
A FastAPI, React, and Supabase ATS that uses LLM extraction, JSON-only prompts, HttpOnly cookies, and fallback parsing to stay useful when the AI layer misbehaves.
8 min read
Career-OS: The Job Tracker That Treats Your Inbox Like an API
Workflow Automation
Career-OS: The Job Tracker That Treats Your Inbox Like an API
A full-stack personal command center that turns messy career signals into structured data, wraps them in stateless auth, and hides the ugly parts of the stack behind a surprisingly polished UX.
8 min read
trade_bot: The Trading System That Tries to Disprove Itself First
Workflow Automation
trade_bot: The Trading System That Tries to Disprove Itself First
A PowerShell-driven multi-strategy framework that allocates capital by risk, stress-tests edges with PSR and DSR, and keeps itself alive with crash-only automation.
9 min read
QuickShow: The Movie Booking App That Treats Every Seat Like a Transaction
Workflow Automation
QuickShow: The Movie Booking App That Treats Every Seat Like a Transaction
A look at how this MERN-style project uses Clerk, Stripe, and Inngest to make booking feel reliable instead of fragile.
8 min read
notebook-to-api: The Compiler That Tries to Turn Jupyter Chaos Into a Governed Service
Workflow Automation
notebook-to-api: The Compiler That Tries to Turn Jupyter Chaos Into a Governed Service
It does not just wrap notebook code in FastAPI. It statically infers dependencies, classifies cells, injects security, and generates the scaffolding for a production-facing API.
8 min read
specforge-ai: SpecForge AI Is an AI Compiler for Product Requirements
Workflow Automation
specforge-ai: SpecForge AI Is an AI Compiler for Product Requirements
It does not just summarize requests. It turns vague client intent into structured requirements, tasks, and sprint-ready work through a type-safe planning pipeline.
8 min read
ClinicFlow: The Open-Source Clinic Manager That Treats Time Like a Hard Constraint
Workflow Automation
ClinicFlow: The Open-Source Clinic Manager That Treats Time Like a Hard Constraint
FastAPI, React, and MongoDB are the surface. The real story is how ClinicFlow keeps identity, scheduling, and patient reminders from drifting out of sync.
8 min read
AI-For-Bharat: ContentIQ: The AI Content Dashboard That Refuses to Trust One Model
Workflow Automation
AI-For-Bharat: ContentIQ: The AI Content Dashboard That Refuses to Trust One Model
A deep look at how AI-For-Bharat combines search, fallback generation, niche trend detection, and async video orchestration into one unusually pragmatic content engine.
8 min read
application-Tracker: The Job Search App That Treats Every Application Like a Live Data Pipeline
Workflow Automation
application-Tracker: The Job Search App That Treats Every Application Like a Live Data Pipeline
A FastAPI and React stack that turns a personal job hunt into a secure, analytics-driven workflow with async data access, cached queries, and database-side stats.
8 min read
Mind-Quest: The Quiz Builder That Makes AI Behave Like a Backend Feature
Workflow Automation
Mind-Quest: The Quiz Builder That Makes AI Behave Like a Backend Feature
Inside a teacher-first LMS workflow that turns raw model output into structured questions, auto-grades them, and feeds student mistakes back into analytics.
8 min read
UPI_Without_Internet: How a Mesh Network Becomes a Payment Rail
Workflow Automation
UPI_Without_Internet: How a Mesh Network Becomes a Payment Rail
A Spring Boot proof of concept that treats offline payments as encrypted, store-and-forward instructions, then uses idempotent ingestion to prevent duplicate settlement.
8 min read
Game-Feature---Prioritization-Engine: GFPE: Turning Steam Reviews Into a Feature Roadmap
Workflow Automation
Game-Feature---Prioritization-Engine: GFPE: Turning Steam Reviews Into a Feature Roadmap
A hybrid NLP pipeline that classifies player complaints, weighs community consensus, and surfaces the features a game team should fix first.
8 min read
RightsQuest-APP-Code: The Flutter App That Turns Human Rights Into a Live Curriculum
Workflow Automation
RightsQuest-APP-Code: The Flutter App That Turns Human Rights Into a Live Curriculum
A small prototype hides a big idea: let users add any right, generate a scenario around it, and grade the answer on shades of moral judgment instead of right or wrong.
6 min read
Rakshaniti-major: Rakshaniti: The Repo That Turns a Gram Panchayat Into Software
Workflow Automation
Rakshaniti-major: Rakshaniti: The Repo That Turns a Gram Panchayat Into Software
A rural-first governance platform that treats identity, documents, grievances, and staff routing as one connected system, not separate forms.
8 min read
ContextQR: The QR Code That Becomes a Different App for Every Stadium Moment
Workflow Automation
ContextQR: The QR Code That Becomes a Different App for Every Stadium Moment
A deterministic Next.js system routes fans to the right guidance by zone, time, and accessibility needs, without guessing, hallucinating, or making people download a giant stadium app.
8 min read
SkillLink: The Interview Prep App That Turns an LLM Into a Structured Career Engine
Workflow Automation
SkillLink: The Interview Prep App That Turns an LLM Into a Structured Career Engine
It reads a resume, a self-description, and a job post, then turns them into questions, skill gaps, and a study plan the backend can actually trust.
8 min read
Mentor_Connect-Project: MentorConnect: Where AI Drafts the Roadmap and Mentors Shape the Work
Workflow Automation
Mentor_Connect-Project: MentorConnect: Where AI Drafts the Roadmap and Mentors Shape the Work
A full-stack EdTech platform that turns mentorship into a shared workspace, combining generative planning, real-time collaboration, and installable web app delivery.
9 min read
Smart-Internship-Placement-Management-System.: Inside SIPMS: The Django Placement Portal That Treats Matching Like a Systems Problem
Workflow Automation
Smart-Internship-Placement-Management-System.: Inside SIPMS: The Django Placement Portal That Treats Matching Like a Systems Problem
A clean service layer, role-based access, and profile scoring turn a student internship portal into a surprisingly disciplined hiring workflow.
8 min read
Book_Store-App: When a Bookstore Becomes a Workflow Engine
Workflow Automation
Book_Store-App: When a Bookstore Becomes a Workflow Engine
A Spring Boot and React project that turns checkout, returns, payments, and history into a tightly controlled system of state changes, not just a pile of endpoints.
8 min read
Rushi98500/full-stack-assignment: The Async Pipeline That Turns Document Processing Into a Live Story
Workflow Automation
Rushi98500/full-stack-assignment: The Async Pipeline That Turns Document Processing Into a Live Story
Upload once. Then watch Celery, Redis, and SSE carry the document through staged extraction, progress updates, and human review without freezing the UI.
8 min read
ItinGen: The Travel Planner That Turns Gemini Into a Structured API
Workflow Automation
ItinGen: The Travel Planner That Turns Gemini Into a Structured API
A small React and Express app shows the real challenge of AI products: not generating text, but forcing it into a schema a frontend can trust.
7 min read
PredMaint_System: PredMaint System: The Predictive Maintenance Repo That Closes the Loop
Workflow Automation
PredMaint_System: PredMaint System: The Predictive Maintenance Repo That Closes the Loop
A digital twin, a hybrid anomaly engine, and a work-order schema turn machine telemetry into maintenance operations, not just prettier dashboards.
9 min read
Kafka, Redis, and a Dashboard That Stays Honest: Inside `angelroma/kafka-redis-microservices`
Workflow Automation
Kafka, Redis, and a Dashboard That Stays Honest: Inside `angelroma/kafka-redis-microservices`
A full-stack Node.js reference architecture that turns one order into a durable event, a processed state change, and a real-time UI without losing the plot.
9 min read
RouteRiders: The Bus Booking App That Treats Seats Like Real Inventory
Workflow Automation
RouteRiders: The Bus Booking App That Treats Seats Like Real Inventory
A Flask and vanilla JS travel system with atomic seat allocation, relational booking logic, and a ticket-counter UI that makes digital reservations feel physical.
8 min read
Channel360: The Spring Boot Monolith That Turns Approvals Into Data
Workflow Automation
Channel360: The Spring Boot Monolith That Turns Approvals Into Data
A deep dive into a versioned workflow engine, AOP permission checks, and a database-driven admin stack built for complex enterprise operations.
8 min read
Job-Application-Tracker: The Kanban Board That Builds Itself
Workflow Automation
Job-Application-Tracker: The Kanban Board That Builds Itself
A Next.js job hunt app where authentication creates the first board, drag-and-drop stays optimistic, and MongoDB order stays stable even as cards move between columns.
8 min read
Patient-Management: A Microservice Stack That Chooses the Right Protocol for the Job
Workflow Automation
Patient-Management: A Microservice Stack That Chooses the Right Protocol for the Job
A Java 21 healthcare backend that routes auth through the gateway, hardens billing with gRPC, and pushes analytics through Kafka.
8 min read
task-queue-system: The Queue That Remembers
Workflow Automation
task-queue-system: The Queue That Remembers
A Node.js background worker that pairs BullMQ and Redis with PostgreSQL shadow state, retries with jitter, and a replayable dead-letter queue.
8 min read
CareQueue: The Hospital Queue That Treats Intake Like a Gate, Not a Line
Workflow Automation
CareQueue: The Hospital Queue That Treats Intake Like a Gate, Not a Line
A Spring Boot and React system that lets patients register from home, forces receptionist approval before queue entry, and sketches out a multi-hospital SaaS model.
8 min read
SkillPath-AI: Turning a Resume Into a Roadmap
Workflow Automation
SkillPath-AI: Turning a Resume Into a Roadmap
A look at the gap-analysis engine that converts scattered skills into a specific learning plan, target roles, and a job-fit score.
8 min read
Inside `financial-transactions-analysis-`: How Excel Becomes a 100,000-Row Financial Engine
Workflow Automation
Inside `financial-transactions-analysis-`: How Excel Becomes a 100,000-Row Financial Engine
A CSV, a workbook, and a handful of formulas turn a spreadsheet into a disciplined ETL and BI system. The interesting part is not the dashboard. It is the data model hiding behind it.
8 min read
`tax-engine`: The Tax Calculator That Chooses a Regime for You
Workflow Automation
`tax-engine`: The Tax Calculator That Chooses a Regime for You
A small Flask app turns Indian tax slabs, deductions, and rebates into a decision engine that compares both regimes, explains the difference, and nudges you toward the better outcome.
8 min read
Crop_recommendation_system: AgroSmart: The Crop Recommender That Treats Machine Learning Like a Sidecar Service
Workflow Automation
Crop_recommendation_system: AgroSmart: The Crop Recommender That Treats Machine Learning Like a Sidecar Service
A Spring Boot front end to trust, a Flask model server to swap, and a history trail that makes every prediction feel like a product, not a notebook.
8 min read
Recruitment-Tracker: The ATS That Thinks Like a Dashboard
Workflow Automation
Recruitment-Tracker: The ATS That Thinks Like a Dashboard
A small SQL and Power BI project that turns recruitment into a measurable pipeline, with requirements, submissions, and recruiter activity all tied together in one lean data model.
7 min read
SmartCart_AI: The E-Commerce Stack That Recommends Products and Filters Out Fake Reviews
Workflow Automation
SmartCart_AI: The E-Commerce Stack That Recommends Products and Filters Out Fake Reviews
A Django and React marketplace with two AI jobs at once: personalized discovery and trust enforcement. The real story is the hybrid recommender and the BERT-based review classifier working together.
8 min read
The Index Predictor: How `ai-fitness-planner` Turns a Decision Tree Into a Personalized Workout Engine
Workflow Automation
The Index Predictor: How `ai-fitness-planner` Turns a Decision Tree Into a Personalized Workout Engine
A small Flask and React stack uses row indexes, CSV mappings, and a simple UI parser to turn structured user inputs into a ready-made fitness plan.
8 min read
CP-Coach: CP Coach: The Graph That Turns Competitive Programming Into a Prerequisite Map
Workflow Automation
CP-Coach: CP Coach: The Graph That Turns Competitive Programming Into a Prerequisite Map
An open-source coach that blends knowledge tracing, topic dependencies, and fallback rules to recommend the next problem a programmer is actually ready to solve.
10 min read
Bloodify-Healthcare-Dashboard: Bloodify: The Java Dashboard That Turns a Fingerprint Into a Donor Decision
Workflow Automation
Bloodify-Healthcare-Dashboard: Bloodify: The Java Dashboard That Turns a Fingerprint Into a Donor Decision
A Spring Boot healthcare app that links biometric input, compatibility rules, emergency override logic, and QR-verifiable PDF reports into one end-to-end blood bank workflow.
8 min read
FocusLoop: The Pomodoro App Built Like an Event-Driven Platform
Workflow Automation
FocusLoop: The Pomodoro App Built Like an Event-Driven Platform
A solo developer used AI to build a macOS focus timer with ambience, and the result looks less like a productivity toy and more like a product system with real architectural intent.
10 min read
MarketHive: The E-commerce Backend That Treats Checkout Like a Concurrency Problem
Workflow Automation
MarketHive: The E-commerce Backend That Treats Checkout Like a Concurrency Problem
A Node.js commerce API with Redis token blacklisting, transactional order logic, and stock locks that keep the cart honest when real users hit it at once.
10 min read
last-minute-life-saver: Last Minute Life Saver: The Smallest Possible Mock API That Still Gets You Unblocked
Workflow Automation
last-minute-life-saver: Last Minute Life Saver: The Smallest Possible Mock API That Still Gets You Unblocked
A tiny developer tool that turns JSON into a working HTTP API with almost no setup, and shows why simplicity can beat feature-rich mock platforms when the clock is loud.
5 min read
E-Commerce-Data-Analysis-DSGroup: The Repo That Turns Discounts Into a Profit Audit
Workflow Automation
E-Commerce-Data-Analysis-DSGroup: The Repo That Turns Discounts Into a Profit Audit
A phased Python and Power BI workflow that starts with raw orders, finds the discount threshold where margin collapses, and ends with a recovery plan the business can act on.
8 min read
VGOT23/Job_Application_Tracking Turns a Job Tracker Into a Resume Reader
Workflow Automation
VGOT23/Job_Application_Tracking Turns a Job Tracker Into a Resume Reader
A MERN stack app that tracks applications, parses uploaded PDFs, and turns basic keyword frequency into a useful ATS lens.
8 min read
Incident-Governance-Platform: The Alerting System That Decides Whether You Should Panic
Workflow Automation
Incident-Governance-Platform: The Alerting System That Decides Whether You Should Panic
A Django-backed incident engine that turns raw telemetry into governed severity, explainable escalation, and context-aware triage.
8 min read