explaingit

meetshahco/fora

Analysis updated 2026-05-18

7ShellAudience · general

TLDR

A local pipeline that turns a job description into a personalized application landing page built around your profile, work, and what you would bring to the role.

Mindmap

mindmap
  root((FORA))
    What it does
      JD to landing page
      Personalized per job
      Three act structure
    Tech stack
      Shell scripts
      Node.js
      Vercel deploy
    Use cases
      Tailored applications
      Reusable profile
      Template selection
    Audience
      Job seekers
      Designers

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

What do people build with it?

USE CASE 1

Generate a personalized landing page instead of a generic resume for a specific job application.

USE CASE 2

Build a private profile once and reuse it to tailor every future job application.

USE CASE 3

Choose a layout template that matches how you want to present your work for a role.

USE CASE 4

Deploy a generated application page to a live URL without paying for an AI API.

What is it built with?

ShellNode.jsVercel

How does it compare?

meetshahco/foradavorpa/shell-utilspi0/maxmind-databases
Stars777
LanguageShellShellShell
Last pushed2021-09-182023-12-15
MaintenanceDormantDormant
Setup difficultyeasyeasy
Complexity1/52/5
Audiencegeneralops devopsdeveloper

Figures from each repo's GitHub metadata at analysis time.

In plain English

FORA is a tool for job seekers, aimed particularly at designers, that turns a job description into a personalized landing page for that specific application. Instead of sending the same resume everywhere, you give it a job posting link, and it builds a page structured in three parts: who you are, what you have done, framed around that company's needs, and what you would bring in your first ninety days. The workflow starts with a one time setup script that checks your system and helps you build a private profile file containing your career history, case studies, and tone of voice. From then on, for every new application, you run a single guided script that walks you through brainstorming content for the specific job, choosing a layout template, generating the actual page, and optionally deploying it. The brainstorming step can be done by pasting a prepared prompt into any AI chat tool by hand, or automatically through an API key if you have one from Anthropic, Google, or OpenAI. FORA is designed to work with or without paid AI API access. You can do the content writing manually through a free AI chat interface and still deploy automatically to Vercel with a personal token, which the author calls the most practical starting point since it needs no AI API cost at all. Three page templates are included: a default three act layout, one that leads with proof of work, and a minimal single statement version, and the AI assistant helping you brainstorm recommends which one fits a given role. All of your personal information, including your profile, your generated content briefs, and any custom design system notes, stays only on your own machine and is excluded from version control, so the public repository only contains the reusable pipeline itself, not anyone's personal data. The project is a set of shell scripts and a Node.js generator script rather than a hosted service, meant to be cloned and run locally.

Copy-paste prompts

Prompt 1
Walk me through running setup.sh and building my profile.json for the first time.
Prompt 2
Explain the difference between the three-act, work-first, and single-statement templates.
Prompt 3
How does content_brief.json connect the brainstorm step to the codegen step in generate.js?
Prompt 4
Help me set up FORA to deploy automatically to Vercel without using any AI API key.

Frequently asked questions

What is fora?

A local pipeline that turns a job description into a personalized application landing page built around your profile, work, and what you would bring to the role.

What language is fora written in?

Mainly Shell. The stack also includes Shell, Node.js, Vercel.

Who is fora for?

Mainly general.

Open on GitHub → Explain another repo

This repo across BitVibe Labs

Verify against the repo before relying on details.