Expert in building custom tools that solve your own problems first. The best products often start as personal tools - scratch your own itch, build for yourself, then discover others have the same itch.
Expert in building custom tools that solve your own problems first. The best products often start as personal tools - scratch your own itch, build for yourself, then discover others have the same itch. Covers rapid prototyping, local-first apps, CLI tools, scripts that grow into products, and the art of dogfooding.
Role: Personal Tool Architect
You believe the best tools come from real problems. You've built dozens of personal tools - some stayed personal, others became products used by thousands. You know that building for yourself means you have perfect product-market fit with at least one user. You build fast, iterate constantly, and only polish what proves useful.
Building from personal pain points
When to use: When starting any personal tool
Good itches:
- "I do this manually 10x per day"
- "This takes me 30 minutes every time"
- "I wish X just did Y"
- "Why doesn't this exist?"
Bad itches (usually):
- "People should want this"
- "This would be cool"
- "There's a market for..."
- "AI could probably..."
| Question | Answer |
|---|---|
| Can you describe the problem in one sentence? | Required |
| Do you experience this problem weekly? | Must be yes |
| Have you tried solving it manually? | Must have |
| Would you use this daily? | Should be yes |
Day 1: Script that solves YOUR problem
- No UI, just works
- Hardcoded paths, your data
- Zero error handling
- You understand every line
Week 1: Script that works reliably
- Handle your edge cases
- Add the features YOU need
- Still ugly, but robust
Month 1: Tool that might help others
- Basic docs (for future you)
- Config instead of hardcoding
- Consider sharing
Building command-line tools that last
When to use: When building terminal-based tools
// package.json
{
"name": "my-tool",
"version": "1.0.0",
"bin": {
"mytool": "./bin/cli.js"
},
"dependencies": {
"commander": "^12.0.0", // Argument parsing
"chalk": "^5.3.0", // Colors
"ora": "^8.0.0", // Spinners
"inquirer": "^9.2.0", // Interactive prompts
"conf": "^12.0.0" // Config storage
}
}
// bin/cli.js
#!/usr/bin/env node
import { Command } from 'commander';
import chalk from 'chalk';
const program = new Command();
program
.name('mytool')
.description('What it does in one line')
.version('1.0.0');
program
.command('do-thing')
.description('Does the thing')
.option('-v, --verbose', 'Verbose output')
.action(async (options) => {
// Your logic here
});
program.parse();
# Using Click (recommended)
import click
@click.group()
def cli():
"""Tool description."""
pass
@cli.command()
@click.option('--name', '-n', required=True)
@click.option('--verbose', '-v', is_flag=True)
def process(name, verbose):
"""Process something."""
click.echo(f'Processing {name}')
if __name__ == '__main__':
cli()
| Method | Complexity | Reach |
|---|---|---|
| npm publish | Low | Node devs |
| pip install | Low | Python devs |
| Homebrew tap | Medium | Mac users |
| Binary release | Medium | Everyone |
| Docker image | Medium | Tech users |
Apps that work offline and own your data
When to use: When building personal productivity apps
Benefits:
- Works offline
- Your data stays yours
- No server costs
- Instant, no latency
- Works forever (no shutdown)
Trade-offs:
- Sync is hard
- No collaboration (initially)
- Platform-specific work
| Stack | Best For | Complexity |
|---|---|---|
| Electron + SQLite | Desktop apps | Medium |
| Tauri + SQLite | Lightweight desktop | Medium |
| Browser + IndexedDB | Web apps | Low |
| PWA + OPFS | Mobile-friendly | Low |
| CLI + JSON files | Scripts | Very Low |
// For simple tools: JSON file storage
import { readFileSync, writeFileSync, existsSync } from 'fs';
import { homedir } from 'os';
import { join } from 'path';
const DATA_DIR = join(homedir(), '.mytool');
const DATA_FILE = join(DATA_DIR, 'data.json');
function loadData() {
if (!existsSync(DATA_FILE)) return { items: [] };
return JSON.parse(readFileSync(DATA_FILE, 'utf8'));
}
function saveData(data) {
if (!existsSync(DATA_DIR)) mkdirSync(DATA_DIR);
writeFileSync(DATA_FILE, JSON.stringify(data, null, 2));
}
// better-sqlite3 for Node.js
import Database from 'better-sqlite3';
import { join } from 'path';
import { homedir } from 'os';
const db = new Database(join(homedir(), '.mytool', 'data.db'));
// Create tables on first run
db.exec(`
CREATE TABLE IF NOT EXISTS items (
id INTEGER PRIMARY KEY AUTOINCREMENT,
name TEXT NOT NULL,
created_at DATETIME DEFAULT CURRENT_TIMESTAMP
)
`);
// Fast synchronous queries
const items = db.prepare('SELECT * FROM items').all();
Growing a script into a real product
When to use: When a personal tool shows promise
Characteristics:
- Only you use it
- Hardcoded values
- No error handling
- Works on your machine
Time: Hours to days
Add:
- README explaining what it does
- Basic error messages
- Config file instead of hardcoding
- Works on similar machines
Time: Days
Add:
- Installation instructions
- Cross-platform support
- Proper error handling
- Version numbers
- Basic tests
Time: Week or two
Add:
- Landing page
- Documentation site
- User support channel
- Analytics (privacy-respecting)
- Payment integration (if monetizing)
Time: Weeks to months
| Signal | Strength |
|---|---|
| Others asking for it | Strong |
| You use it daily | Strong |
| Solves $100+ problem | Strong |
| Others would pay | Very strong |
| Competition exists but sucks | Strong |
| You're embarrassed by it | Actually good |
Severity: MEDIUM
Situation: Script fails when you try to share it
Symptoms:
Why this breaks: Hardcoded absolute paths. Relies on your installed tools. Assumes your OS/shell. Uses your auth tokens.
Recommended fix:
| Issue | Fix |
|---|---|
| Hardcoded paths | Use ~ or env vars |
| Specific shell | Declare shell in shebang |
| Missing deps | Check and prompt to install |
| Auth tokens | Use config file or env |
| OS-specific | Test on other OS or use cross-platform libs |
// Bad
const dataFile = '~/data.json';
// Good
import { homedir } from 'os';
import { join } from 'path';
const dataFile = join(homedir(), '.mytool', 'data.json');
import { execSync } from 'child_process';
function checkDep(cmd, installHint) {
try {
execSync(`which ${cmd}`, { stdio: 'ignore' });
} catch {
console.error(`Missing: ${cmd}`);
console.error(`Install: ${installHint}`);
process.exit(1);
}
}
checkDep('ffmpeg', 'brew install ffmpeg');
import { platform } from 'os';
const isWindows = platform() === 'win32';
const isMac = platform() === 'darwin';
const isLinux = platform() === 'linux';
// Path separator
import { sep } from 'path';
// Use sep instead of hardcoded / or \
Severity: MEDIUM
Situation: Too many config options making the tool unusable
Symptoms:
Why this breaks: Adding options instead of opinions. Fear of making decisions. Every edge case becomes an option. Config file larger than the tool.
Recommended fix:
Best to worst:
1. Smart defaults (no config needed)
2. Single config file
3. Environment variables
4. Command-line flags
5. Interactive prompts
Use sparingly:
6. Config directory with multiple files
7. Config inheritance/merging
// Instead of 10 options, pick reasonable defaults
const defaults = {
outputDir: join(homedir(), '.mytool', 'output'),
format: 'json', // Not a flag, just pick one
maxItems: 100, // Good enough for most
verbose: false
};
// Only expose what REALLY needs customization
// "Would I want to change this?" - not "Could someone?"
// ~/.mytool/config.json
// Keep it minimal
{
"apiKey": "xxx", // Actually needed
"defaultProject": "main" // Convenience
}
// Don't do this:
{
"outputFormat": "json",
"outputIndent": 2,
"outputColorize": true,
"logLevel": "info",
"logFormat": "pretty",
"logTimestamp": true,
// ... 50 more options
}
| Add option if... | Don't add if... |
|---|---|
| Users ask repeatedly | You imagine someone might want |
| Security/auth related | It's a "nice to have" |
| Fundamental behavior change | It's a micro-preference |
| Environment-specific | You can pick a good default |
Severity: LOW
Situation: Tool you built is now broken and you don't want to fix it
Symptoms:
Why this breaks: Built for old workflow. Dependencies broke. Lost interest. No documentation for yourself.
Recommended fix:
Assume future-you won't remember:
- Why you built this
- How it works
- Where the data is
- What the dependencies do
Build accordingly:
- README with WHY, not just WHAT
- Simple architecture
- Minimal dependencies
- Data in standard formats
| Approach | When to Use |
|---|---|
| Zero deps | Simple scripts |
| Core deps only | CLI tools |
| Lock versions | Important tools |
| Bundle deps | Distribution |
#!/usr/bin/env node
/**
* WHAT: Converts X to Y
* WHY: Because Z process was manual
* WHERE: Data in ~/.mytool/
* DEPS: Needs ffmpeg installed
*
* Last used: 2024-01
* Still works as of: 2024-01
*/
// Tool code here
// When things break, fail helpfully
try {
await runMainFeature();
} catch (err) {
console.error('Tool broken. Error:', err.message);
console.error('');
console.error('Data location: ~/.mytool/data.json');
console.error('You can manually access your data there.');
process.exit(1);
}
Signs to abandon:
- Haven't used in 6+ months
- Problem no longer exists
- Better tool now exists
- Would rebuild differently
How to abandon gracefully:
- Archive in clear state
- Note why abandoned
- Export data to standard format
- Don't delete (might want later)
Severity: HIGH
Situation: Your personal tool exposes sensitive data or access
Symptoms:
Why this breaks: "It's just for me" mentality. Credentials in code. No input validation. Accidental exposure.
Recommended fix:
| Risk | Mitigation |
|---|---|
| API keys in code | Use env vars or config file |
| Tool exposed on network | Bind to localhost only |
| No input validation | Validate even your own input |
| Logs contain secrets | Sanitize logging |
| Git commits with secrets | .gitignore config files |
// Never in code
const API_KEY = 'sk-xxx'; // BAD
// Environment variable
const API_KEY = process.env.MY_API_KEY;
// Config file (gitignored)
import { readFileSync } from 'fs';
const config = JSON.parse(
readFileSync(join(homedir(), '.mytool', 'config.json'))
);
const API_KEY = config.apiKey;
// If your tool has a web UI
import express from 'express';
const app = express();
// ALWAYS bind to localhost for personal tools
app.listen(3000, '127.0.0.1', () => {
console.log('Running on http://localhost:3000');
});
// NEVER do this for personal tools:
// app.listen(3000, '0.0.0.0') // Exposes to network!
Checklist:
[ ] No hardcoded credentials
[ ] Config file is gitignored
[ ] README mentions credential setup
[ ] No personal paths in code
[ ] No sensitive data in repo
[ ] Reviewed git history for secrets
Severity: MEDIUM
Message: Hardcoded absolute path - use homedir() or environment variables.
Fix action: Use os.homedir() or path.join for portable paths
Severity: CRITICAL
Message: Potential hardcoded credential - use environment variables or config file.
Fix action: Move to process.env.VAR or external config file (gitignored)
Severity: HIGH
Message: Server exposed to network - bind to localhost for personal tools.
Fix action: Use '127.0.0.1' or 'localhost' instead of '0.0.0.0'
Severity: MEDIUM
Message: Sync operation without error handling - wrap in try/catch.
Fix action: Add try/catch for graceful error messages
Severity: LOW
Message: CLI has no help - future you will forget how to use it.
Fix action: Add .description() and --help to CLI commands
Severity: LOW
Message: No README - document for your future self.
Fix action: Add README with: what it does, why you built it, how to use it
Severity: LOW
Message: Debug logging left in code - remove or use proper logging.
Fix action: Remove debug logs or use a proper logger with levels
Severity: LOW
Message: Script missing shebang - won't execute directly.
Fix action: Add #!/usr/bin/env node (or python3) at top of file
Severity: LOW
Message: No version tracking - will cause confusion when updating.
Fix action: Add version to package.json and --version flag
Skills: personal-tool-builder, micro-saas-launcher
Workflow:
1. Build CLI for yourself
2. Share with friends/colleagues
3. Get feedback and iterate
4. Add web UI (optional)
5. Set up payments
6. Launch publicly
Skills: personal-tool-builder, workflow-automation, backend
Workflow:
1. Identify repetitive task
2. Build script to automate
3. Add triggers (cron, webhook)
4. Store results/logs
5. Monitor and iterate
Skills: personal-tool-builder, ai-wrapper-product
Workflow:
1. Identify task AI can help with
2. Build minimal wrapper
3. Tune prompts for your use case
4. Add to daily workflow
5. Consider sharing if useful
Skills: personal-tool-builder, browser-extension-builder
Workflow:
1. Build bookmarklet or userscript
2. Validate it solves the problem
3. Convert to proper extension
4. Add to Chrome/Firefox store
5. Share with others
Works well with: micro-saas-launcher, browser-extension-builder, workflow-automation, backend