Workflow Automation

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

262 explainers
News-aggregator: The Tiny FastAPI Proxy That Turns NewsAPI Into a Clean, Region-First Reader
Workflow Automation
News-aggregator: The Tiny FastAPI Proxy That Turns NewsAPI Into a Clean, Region-First Reader
A no-framework frontend, a hidden server-side API key, and a handful of small UX decisions make this repository a strong case study in doing more with less.
8 min read
EchoChat: The Real-Time Chat App Where the Database Comes First
Workflow Automation
EchoChat: The Real-Time Chat App Where the Database Comes First
A Flask and React messaging stack that authenticates sockets, tracks presence across sessions, and persists every message before it ever hits the room.
8 min read
Scheduler: The AI-to-API Pipeline Behind a Smarter Social Media Stack
Workflow Automation
Scheduler: The AI-to-API Pipeline Behind a Smarter Social Media Stack
How a small TypeScript app turns Gemini output, refresh-token rotation, and multi-platform publishing into one deterministic workflow.
7 min read
employee-attrition-predictor: Employee Attrition Predictor: The Last Mile from Notebook to HR Decision Tool
Workflow Automation
employee-attrition-predictor: Employee Attrition Predictor: The Last Mile from Notebook to HR Decision Tool
A compact Flask app that freezes a Random Forest, preserves preprocessing, and surfaces confidence so HR teams can act on risk instead of guessing.
8 min read
customer-churn-retention-analytics: The Churn Model That Refuses to Stay a Model
Workflow Automation
customer-churn-retention-analytics: The Churn Model That Refuses to Stay a Model
A Streamlit app that turns prediction, explainability, revenue risk, and retention advice into one executive-facing workflow.
8 min read
KRISHI-ASTRA-SETU: The Marketplace That Treats Trust Like Core Infrastructure
Workflow Automation
KRISHI-ASTRA-SETU: The Marketplace That Treats Trust Like Core Infrastructure
A deep look at the manual escrow flow, KYC gating, handover tokens, and evidence-driven rentals behind a rural equipment-sharing platform.
10 min read
Solar-Tracker-System: A Tiny Workflow Engine for Solar Installations
Workflow Automation
Solar-Tracker-System: A Tiny Workflow Engine for Solar Installations
A resident submits a request, an admin routes it, and an installer gets attached. Under the surface, this repo is a study in how to model service operations with Spring Boot and React.
8 min read
Eventora-MERN: The Booking App That Tames AI, Payments, and Seats
Workflow Automation
Eventora-MERN: The Booking App That Tames AI, Payments, and Seats
A close look at a full-stack event platform that uses context-injected Gemini prompts, HMAC-verified Razorpay payments, OTP-based access, and deterministic seat assignment to feel more like a product than a tutorial.
8 min read
EV-Connect: The Booking Engine That Treats a Charger Like a Shared Physical Resource
Workflow Automation
EV-Connect: The Booking Engine That Treats a Charger Like a Shared Physical Resource
A Spring Boot and vanilla JavaScript platform that blends map search, slot reservation, async OTP verification, and defensive fallback design into a surprisingly complete EV charging workflow.
7 min read
WanderLust: How One Express App Turns Listings, Maps, and Ownership Into a Real Marketplace
Workflow Automation
WanderLust: How One Express App Turns Listings, Maps, and Ownership Into a Real Marketplace
A full-stack Airbnb-style project that is more interesting than its clone status suggests: it uses MVC discipline, server-side validation, geocoding, Cloudinary images, and cascading deletes to keep the whole product coherent.
8 min read
RAILEASE: The Flutter App That Turns Railway Concession Bureaucracy into a Workflow
Workflow Automation
RAILEASE: The Flutter App That Turns Railway Concession Bureaucracy into a Workflow
From student registration to admin approval to generated PDF forms, this project shows how a narrow campus process can be automated end to end with Flutter and Firebase.
8 min read
EventEz: The Ticketing Repo That Treats Payment Failure, Seat Holds, and QR Fraud as First-Class Problems
Workflow Automation
EventEz: The Ticketing Repo That Treats Payment Failure, Seat Holds, and QR Fraud as First-Class Problems
A full-stack event platform with a surprisingly serious booking engine, single-use QR validation, and background workflows that keep inventory honest.
8 min read
flight-reservation-devops: The Repo That Turns Jenkins Into a GitOps Trigger
Workflow Automation
flight-reservation-devops: The Repo That Turns Jenkins Into a GitOps Trigger
A flight booking app is the excuse. The real lesson is how CI, Git, Kubernetes, and Argo CD split responsibility into a clean, auditable release pipeline.
9 min read
collage-bus-tracking-app: BusTracker: The Campus Fleet System That Runs on a Browser
Workflow Automation
collage-bus-tracking-app: BusTracker: The Campus Fleet System That Runs on a Browser
How a Flask app, SQLite, Leaflet, and zero-native-mobile assumptions combine into a surprisingly resilient transit tool for colleges.
9 min read
sql-data-warehouse-project: A Full Medallion Warehouse Built in Plain T-SQL
Workflow Automation
sql-data-warehouse-project: A Full Medallion Warehouse Built in Plain T-SQL
A SQL Server blueprint for raw ingestion, cleansing, versioned history, and star-schema presentation, with one smart rule that decides which system gets to be the source of truth.
8 min read
LevelUp---AI-Productivity-Web-App: LevelUp: The AI Productivity App That Treats Goals Like Code
Workflow Automation
LevelUp---AI-Productivity-Web-App: LevelUp: The AI Productivity App That Treats Goals Like Code
Inside a gamified system that refuses to coach, decomposes ambitions into quests, and uses RPG mechanics to keep people moving when motivation fails.
7 min read
extensio-ai: Extensio.ai: The AI Extension Factory That Refuses to Ship Unsafe Code
Workflow Automation
extensio-ai: Extensio.ai: The AI Extension Factory That Refuses to Ship Unsafe Code
From prompt to Manifest V3 ZIP, this repo turns browser-extension generation into a controlled pipeline, where sanitization, permission checks, and packaging are part of the product.
8 min read
Smart-Courier-Management-System: Smart Courier Management System: Where Orders Become Concurrent Deliveries
Workflow Automation
Smart-Courier-Management-System: Smart Courier Management System: Where Orders Become Concurrent Deliveries
A Spring Boot logistics backend that separates business order, physical parcel, and delivery assignment, then pushes bulk work through a threaded pipeline with strict role checks and defensive error handling.
10 min read
Auto-Schema-Pipeline: The Project That Turns Unknown CSVs Into a Safe, Self-Explaining Analytics Loop
Workflow Automation
Auto-Schema-Pipeline: The Project That Turns Unknown CSVs Into a Safe, Self-Explaining Analytics Loop
A zero-config Python pipeline that infers schema, asks Gemini to invent analysis questions, validates the SQL, and outputs charts and reports without manual boilerplate.
8 min read
Test: Team38 OMS: The Retail System That Knows the Shelf, Not Just the Store
Workflow Automation
Test: Team38 OMS: The Retail System That Knows the Shelf, Not Just the Store
A clean Go and React monorepo for inventory, transfers, and purchase orders, built around one smart idea: retail software should point a worker to the exact location of an item.
8 min read
digwijoy/LMS: Where AI Becomes the Search Router, Not the Product
Workflow Automation
digwijoy/LMS: Where AI Becomes the Search Router, Not the Product
A MERN learning platform that pairs standard course, payment, and enrollment plumbing with a disciplined Gemini fallback that turns vague intent into database-safe results.
7 min read
Solar_Axis1: SolarAxis: The Marketplace That Only Charges When the Expert Shows Up
Workflow Automation
Solar_Axis1: SolarAxis: The Marketplace That Only Charges When the Expert Shows Up
A PERN stack solar platform uses manual Stripe capture, private Daily.co rooms, and service-layer orchestration to turn a consultation into a trust contract.
8 min read
LearnMate-AI: LearnMate AI: The Two-Round Tutor That Decides What You Should Learn Next
Workflow Automation
LearnMate-AI: LearnMate AI: The Two-Round Tutor That Decides What You Should Learn Next
A FastAPI and React assessment engine that generates questions, grades answers, avoids repetition, and turns a score into a 30-day roadmap.
10 min read
k8s-ecr-cicd-pipeline: A One-Page App with a Five-Layer Delivery Stack
Workflow Automation
k8s-ecr-cicd-pipeline: A One-Page App with a Five-Layer Delivery Stack
A tiny Nginx site becomes a lesson in secretless AWS auth, image tagging discipline, and the uneasy middle ground between CI automation and manual Kubernetes rollout.
zwfm-babbel: Babbel: The Broadcast API That Turns News Selection, Voice Branding, and Loudness Into One Pipeline
Workflow Automation
zwfm-babbel: Babbel: The Broadcast API That Turns News Selection, Voice Branding, and Loudness Into One Pipeline
A Go service for radio stations that chooses stories fairly, mixes them with station-specific jingles, normalizes them to broadcast standards, and serves the result as cached audio for playout systems.
8 min read
RH26-Songlist: The README That Turns a Fan Catalog Into a Database
Workflow Automation
RH26-Songlist: The README That Turns a Fan Catalog Into a Database
A tiny Markdown repo quietly solves bilingual mapping, version tracking, and future event planning for JKT48 Request Hour 2026.
6 min read
GrowthOS: GrowthClaw: The Marketing OS That Refuses to Ship Without a Gate
Workflow Automation
GrowthOS: GrowthClaw: The Marketing OS That Refuses to Ship Without a Gate
A stateful workflow engine for growth work, where strategy becomes tasks, tasks require approval, and every run leaves a replayable trail in SQLite.
8 min read
`colyseus/vite`: The Multiplayer Starter That Collapses Frontend and Server Into One Dev Loop
Workflow Automation
`colyseus/vite`: The Multiplayer Starter That Collapses Frontend and Server Into One Dev Loop
A Vite Environment API experiment that lets Colyseus rooms, React UI, and type-safe HTTP routes share one process, one language, and one hot-reload pipeline.
8 min read
Excel2xspf: Turn a Spreadsheet Into a Video Edit List
Workflow Automation
Excel2xspf: Turn a Spreadsheet Into a Video Edit List
A tiny Python script that converts Excel rows into VLC playlists with start and stop times, so you can build non-destructive highlight reels without opening a video editor.
6 min read
atlascineesp: The Small Python Pipeline Building a Cinema Atlas
Workflow Automation
atlascineesp: The Small Python Pipeline Building a Cinema Atlas
How a two-stage TMDB harvester, a few CSVs, and Power BI turn film metadata into a research tool for comparing countries, crews, and trends over time.
6 min read
ProgramasElectorales: The Python Script That Tries to Hear What Spanish Party Programs Mean
Workflow Automation
ProgramasElectorales: The Python Script That Tries to Hear What Spanish Party Programs Mean
A compact civic-tech toolkit that extracts manifesto PDFs, normalizes political language, expands synonyms, and compares parties by both word choice and semantic overlap.
8 min read
premiosCine: The Scraper That Turns Awards Histories into a Joinable Dataset
Workflow Automation
premiosCine: The Scraper That Turns Awards Histories into a Joinable Dataset
From IMDb event pages to TMDB enrichment to Power BI, this repo shows how identity keys, category normalization, and a few practical hacks can turn messy film awards into something you can actually analyze.
8 min read
CCat_save: The Tiny Python Script That Turns Curious Cat Into a Personal Archive
Workflow Automation
CCat_save: The Tiny Python Script That Turns Curious Cat Into a Personal Archive
A stripped-down scraper that reaches into Curious Cat’s internal API, pulls Q&A history by date, and packages it for non-technical users as a Windows-friendly backup tool.
5 min read
CleverAINews Turns Jekyll Into an AI Newsroom
Workflow Automation
CleverAINews Turns Jekyll Into an AI Newsroom
A static site on the surface, an automated publishing pipeline underneath. The repo shows how Markdown posts, GitHub Actions, and hidden Python tooling combine into a version-controlled news engine.
7 min read
docs: Babysitter: The Repo That Makes AI Agents Prove They’re Done
Workflow Automation
docs: Babysitter: The Repo That Makes AI Agents Prove They’re Done
Versioned workflows, quality gates, and deterministic loops turn AI coding from a conversation into a controlled system.
8 min read
a5c-ai/kanban: The Kanban Board That Treats Git Like a Database
Workflow Automation
a5c-ai/kanban: The Kanban Board That Treats Git Like a Database
Each card action becomes an append-only operation file. The board is rebuilt from Git history, so humans, terminals, web UI, and agents all share one deterministic source of truth.
8 min read
sodofi/skincare-or-crypto: The Quiz That Won’t Reveal Anything Until Celo Confirms the Payment
Workflow Automation
sodofi/skincare-or-crypto: The Quiz That Won’t Reveal Anything Until Celo Confirms the Payment
A Farcaster mini app that turns a tiny onchain transfer into the unlock key, using wallet auto-connect and a four-stage state machine to make payment feel native instead of awkward.
12 min read
swipe-to-tip: Swipe, Save, Tip
Workflow Automation
swipe-to-tip: Swipe, Save, Tip
sodofi/swipe-to-tip turns Farcaster browsing into a funding gesture for Celo projects, and the real story is the disciplined stack behind that motion.
10 min read
DataUnion: The Marketplace That Turns Training Data Into a Consent Ledger
Workflow Automation
DataUnion: The Marketplace That Turns Training Data Into a Consent Ledger
A browser-first open-source stack for collecting, validating, licensing, and paying out on AI training data without pretending a dataset is just a file.
8 min read
celo-personality: The Quiz That Hides a Cross-Chain Identity Stack
Workflow Automation
celo-personality: The Quiz That Hides a Cross-Chain Identity Stack
A Farcaster Mini App that turns onboarding into a personality test, then verifies identity across Farcaster, Optimism, and Celo behind the scenes.
11 min read
GreyhawkCalendar: The DM Dashboard That Behaves Like a Planet
Workflow Automation
GreyhawkCalendar: The DM Dashboard That Behaves Like a Planet
A single-file Greyhawk tool tracks dates, moons, tides, latitude, and weather so a Dungeon Master can run a living world instead of a static calendar.
8 min read
replicate-langchain: langchain-replicate: The adapter that learns Replicate at runtime
Workflow Automation
replicate-langchain: langchain-replicate: The adapter that learns Replicate at runtime
A deep dive into the IBM Granite Community bridge that resolves models, versions, and deployments on the fly, then normalizes messy tool calls into LangChain’s clean abstractions.
9 min read
evinjohnn/campaign: GitHub as a promo control plane
Workflow Automation
evinjohnn/campaign: GitHub as a promo control plane
A tiny JSON-driven repo decides which campaign appears, who sees it, and when it disappears, without shipping new app code.
8 min read
EasyAPS: The Python Scheduler That Knows Radio’s Day Ends at 4 AM
Workflow Automation
EasyAPS: The Python Scheduler That Knows Radio’s Day Ends at 4 AM
A tiny broadcast automation tool turns CSV timetables, mpv, and JACK into a state machine for small stations that need live studio handoff and sane overnight scheduling.
8 min read
BetRelease: The Prediction Market for AI Futures That Uses Fake Coins and Real Market Logic
Workflow Automation
BetRelease: The Prediction Market for AI Futures That Uses Fake Coins and Real Market Logic
An open-source Convex app that turns speculative release dates into a self-contained economy, with pool-based pricing, daily coin claims, and creator-run resolution.
8 min read
The Serverless Actor Model: Inside orange-deploy
Workflow Automation
The Serverless Actor Model: Inside orange-deploy
How an experimental "straw man" CI/CD platform uses Durable Objects and Workflows to rethink the deployment pipeline without a traditional database.
6 min read
torchtrade.io: TorchTrade and the End of the Backtest Rewrite
Workflow Automation
torchtrade.io: TorchTrade and the End of the Backtest Rewrite
How a PyTorch framework uses strict tensor contracts and specialized LLM context files to bridge the gap between reinforcement learning research and live algorithmic trading.
7 min read
homebrew-gearbox: The Anti-Electron Automation Engine: Inside hgayan7/gearbox
Workflow Automation
homebrew-gearbox: The Anti-Electron Automation Engine: Inside hgayan7/gearbox
How a SwiftUI frontend and a Python daemon use a shared SQLite database to bring macOS background tasks out of the dark.
6 min read