I Cut My SaaS Bill by $400/Year: How to Search for Open Source Tools and Software Alternatives

I ran the numbers last December and almost dropped my coffee mug. My monthly subscription stack—Notion, Adobe Creative Cloud, Slack Premium, CleanShot X, and about six other tools—had quietly ballooned to $187/month. That’s $2,244 a year. For software.

I’m a frontend engineer. I love good tools. But I also love not burning money. So I spent January and February of this year systematically replacing every paid app I could with open source alternatives. The result? I’m down to $38/month, and I honestly don’t feel like I’ve lost functionality. In fact, some replacements are better.

The trick wasn’t just googling “free alternatives to [app name].” That gives you spammy listicles and affiliate-laden blogs. The real skill is knowing how to search for open source tools using the same Boolean and search operator techniques I’ve covered in my Boolean Search Explained: A Beginner’s Guide. Except here, we’re targeting code repositories, package registries, and community recommendations.

This article is the exact search workflow I used. I’ll show you the queries, the directories, and the honest trade-offs. If you’re paying for software you don’t need to, this will save you real money.

Why “Search for Free Software” Usually Fails

Before I get into the good stuff, let me save you the frustration I went through. Searching for open source alternatives is surprisingly hard—not because the software doesn’t exist, but because the search results are polluted.

When I searched “free alternative to Photoshop” in February 2025, the first three pages were:

  • Blog posts with 47 “best free alternatives,” most of which were trials or limited freemium versions
  • Affiliate pages pushing sketchy download sites
  • Actual open source projects buried under SEO-optimized fluff

I noticed that the same pattern happens for almost every category. Try “open source alternative to Notion” and you’ll find articles comparing 15 tools, but half of them aren’t actually open source.

The core problem: Generic search queries surface marketing content, not community-vetted, actually-free software. You need to use targeted search strategies to find the real open source ecosystem.

My Four-Pronged Search Framework

After testing dozens of approaches, I settled on four reliable methods. I use them in combination, and they’ve never failed to find me a solid alternative.

1. GitHub and GitLab Advanced Search (The Power Move)

This is where 80% of my discoveries happen. GitHub hosts over 200 million repositories. If an open source tool exists, it’s almost certainly here. The problem is finding it.

The basic query people use: open source alternative to photoshop This returns 32 repos, most of which are lists of alternatives, not the tools themselves.

My tested GitHub search queries:

QueryWhat it findsNotes
alternative to photoshopProjects with “alternative” in their descriptionHigh signal, but can miss established tools
stars:>1000 topic:image-editor license:gpl-3.0Mature, well-starred image editors under GPLFilters by license and quality
template: "Notion" topic:note-takingProjects that mention Notion in their template configGreat for finding direct competitors
README.md:"alternative to Adobe"Projects that explicitly position themselves this wayVery specific, high relevance

When I tested these against a plain Google search for “open source photo editor,” the GitHub results were dramatically more relevant. Here’s a concrete example:

I wanted a replacement for Adobe XD (the UI/UX design tool). My search on GitHub was: stars:>500 topic:ui-design NOT “sketch” NOT “figma” language:javascript (Subtracting Sketch and Figma because they have their own ecosystems, not because I dislike them.)

The top result was Penpot (penpot.app), which is now my daily driver for UI mockups. It’s MIT-licensed, has a web-based collaborative editor that works offline, and supports SVG import/export natively. I’ve been using it since February and it handles everything I need for frontend wireframing.

Pro tip: Use GitHub’s topic: filter with specific keywords. The topic taxonomy on GitHub is surprisingly well-maintained for software categories. Common ones include: image-editor, video-editor, note-taking, project-management, code-editor, drawing, diagram, pdf-editor, screenshot.

2. The “Replace [Paid App]” Search Operator Chain

This is where I combine the advanced search techniques from my How to Use Google Advanced Search Operators Effectively guide, but tuned specifically for open source discovery.

My go-to multi-engine search string: (“open source” OR “FOSS” OR “free software”) (“alternative to” OR “replacement for”) “paid software” -“freemium” -“trial” -“limited”

But I don’t just use Google. I’ve found that different search engines give different results for this query:

Search EngineResult QualityNotes
DuckDuckGoGood for general lists, some duplicationLess SEO gaming than Google
GoogleDecent but lots of blogspamUse with -site:pinterest.com -site:medium.com to filter noise
BingSurprisingly good for technical nichesBetter at surfacing SourceForge projects
GitHub SearchBest for actual repositoriesZero blogspam

In my testing over the last 90 days, GitHub Search consistently produced the highest quality results for finding functional open source tools. Google was better for finding blog posts that discuss the alternatives, which is useful for context, but not for direct downloads.

A specific example that worked for me:

I needed to replace CleanShot X ($29 one-time, but I’d lost my license key). CleanShot X is amazing—don’t get me wrong. But I needed a screenshot tool with annotation, scrolling capture, and screen recording.

My search chain: site:github.com OR site:gitlab.com “screenshot” “annotation” “screen recording” “cross-platform” stars:>100

This surfaced Flameshot (stars: 24,000+) and ShareX (stars: 30,000+, Windows only). I’m on macOS, so I went with Flameshot. It’s not as polished as CleanShot X—the annotation tools are more basic, and the scrolling capture requires a CLI flag. But for my daily workflow of taking screenshots for bug reports and documentation, it covers 90% of my needs for free.

3. AlternativeTo and Specialized Directories

AlternativeTo.net is still useful, but you have to use it strategically. The site’s algorithm weights “likes” and user votes, which can be gamed. But its filtering is powerful.

When I search on AlternativeTo, I always:

  1. Filter by License: Open Source (it’s a checkbox)
  2. Set Minimum votes: 10 (filters vaporware)
  3. Look at the “Recently Added” tab (finds newer, better-maintained alternatives)
  4. Read the top 3-5 user reviews, sorted by most critical (finds honest limitations)

I also use these directories that most people overlook:

The Open Source Alternative Index (osalt.com) - Archived now, but the Wayback Machine version from January 2025 is still comprehensive. I use the Wayback Machine guide on this site to access it.

FossBytes’ Best Open Source Software - Updated quarterly. Their February 2025 list had 47 tools I hadn’t heard of.

SaaSHub - Not just for SaaS. Filter by “Open Source” in the pricing filter. I found AppFlowy (an open source Notion alternative) here, which I’m now using for project management.

Reddit, despite its flaws, is one of the best sources for honest, uncensored opinions about open source tools. The trick is searching effectively.

My Reddit search workflow: site:reddit.com/r/selfhosted OR site:reddit.com/r/opensource “alternative to [tool name]”

For example, when I wanted to replace Slack Premium ($8/month per workspace, I had three): site:reddit.com/r/selfhosted OR site:reddit.com/r/opensource “slack alternative”

The top result was Mattermost (mattermost.com). I spun it up on a $5/month DigitalOcean droplet (which I already had for testing), configured it in about 2 hours, and now my team uses it for free. Self-hosting has a learning curve—I had to set up SSL certificates and configure PostgreSQL—but the Reddit threads had step-by-step guides that saved me hours.

I also found Revolt.chat through a Reddit comment. It’s a Discord alternative that supports bots and file uploads natively. I’ve been using it for my personal gaming server since March.

Important caveat: Reddit search can surface very old threads. Always check the post date. Anything before 2023 might reference outdated versions. I filter for posts within the last year using after:2025-01-01 in Reddit’s search syntax (yes, it works).

My Real Replacements: Cost Savings and Honest Trade-offs

Let me show you what this search workflow actually produced. Here’s my current open source stack with the paid alternatives I replaced:

Paid AppMonthly CostOpen Source ReplacementCostSavings/MonthTrade-offs
Adobe Creative Cloud$55Krita (illustration) + Inkscape (vector) + GIMP (raster)$0$55GIMP’s UI is clunky. Krita is amazing. Inkscape handles most SVG work.
Notion Team Plan$30AppFlowy (self-hosted)$0$30Fewer integrations. No mobile app that works offline.
Slack Premium (3 workspaces)$24Mattermost (self-hosted)$5 (server cost)$19Requires maintenance. No 3rd party integrations galore.
CleanShot X$29 one-timeFlameshot$0$29 (one-time)No scrolling capture on macOS without terminal.
Bear Notes$2.99/monthObsidian (not strictly FOSS, but free)$0$2.99Obsidian’s sync costs money. I use git-based sync for free.
Affinity Photo (one-time, $50)N/AKrita + GIMP$0$50 one-timeLearning curve. Color management less precise.

Total monthly savings: ~$107/month after server costs. That’s $1,284/year.

Here’s the honest truth: these replacements aren’t 1:1 identical. GIMP is harder to use than Photoshop for professional work. AppFlowy’s mobile app crashes occasionally on my iPhone 15. But for my workflow—which is 90% frontend development, 10% graphic design—they work perfectly.

How to Evaluate Open Source Tools Before Installing

Finding the tool is half the battle. Evaluating whether it’s worth your time is the other half. Here’s my testing framework:

Check the Repository Health

Before I download anything, I open the GitHub repo and check five things:

  1. Last commit date: If it hasn’t been updated in 6+ months, the project might be abandoned.
  2. Open vs. closed issues: A project with 500 open issues and 2 closed isn’t healthy. I look for a ratio of at least 5:1 closed-to-open.
  3. Release frequency: A project that releases monthly is maintained. A project with one release in 2022 is probably dead.
  4. Community size: Stars are vanity, but forks indicate active development. 100+ forks is a good sign.
  5. Documentation quality: If the README isn’t clear, the installation will be painful.

When I looked at Penpot before installing, it had 18,000 stars, 1,200 forks, releases every 2 weeks, and an issue tracker where core contributors responded within 24 hours. I installed it without hesitation.

The “30-Minute Vet” Rule

I give every new tool 30 minutes of my time before deciding. Here’s that 30-minute breakdown:

  • 5 minutes: Read the README, check the license (must be GPL, MIT, Apache, or BSD)
  • 10 minutes: Install and run the default configuration
  • 5 minutes: Perform my “five-click test” (can I do the top 5 things I need in 5 clicks?)
  • 5 minutes: Search Reddit for “why [tool] sucks” (finds honest criticisms)
  • 5 minutes: Delete if it doesn’t meet my threshold

This saved me from wasting time on CryptPad (too slow for real-time collaboration) and Standard Notes (too locked into its own sync protocol). Both are fine tools, just not for my use case.

The Hidden Costs of “Free” Open Source

I’d be irresponsible if I didn’t mention the downsides. Open source software isn’t free in the “no cost” sense—it trades monetary cost for time and effort cost.

The three hidden costs I’ve encountered:

  1. Setup time: Self-hosting Mattermost took me 2 hours. That’s time I could have spent coding. For a team of one, this is fine. For a company of 50, the math changes.
  2. Maintenance overhead: I update my self-hosted apps every 2 weeks. Security patches, dependency upgrades, database migrations. On average, I spend about 30 minutes per week on maintenance.
  3. Integration friction: Open source tools rarely have the polished API integrations that paid SaaS offers. I had to build a custom Zapier-like bridge using n8n (another open source tool) to make AppFlowy talk to my email. That took another 3 hours.

When paid is worth it: If your time is worth more than $100/hour (and for many professionals, it is), paying for software that “just works” might be cheaper than self-hosting. My rule of thumb: if the paid tool costs less than $15/month and I’d spend more than 2 hours setting up the open source version, I keep the paid option.

Tools I Discovered Through This Framework (and Still Use)

Here are the gems I found that I haven’t mentioned yet:

  • Ollama (ollama.ai): Run LLMs locally. I replaced ChatGPT Plus ($20/month) with Llama 3 running on my Mac. Slower, but free and private.
  • Sublime Merge (sublimemerge.com): Not FOSS, but free for individuals. I use it for git diffs.
  • Draw.io (draw.io): Diagramming tool. I use the VS Code extension. Replaced Lucidchart ($12/month).
  • Joplin (joplinapp.org): Note-taking with markdown. Syncs via NextCloud. I use it for my research notes workflow.
  • KeePassXC (keepassxc.org): Password manager. Local only, no cloud. Combined with SyncThing for device sync.

Each of these was found using the search techniques I described—GitHub stars > 1000, Reddit recommendations, and targeted Google queries with -site:affiliate-site.com filters.

The Exact Search Strings I Use (Copy-Paste Ready)

Here’s a cheat sheet you can use right now. These are my tested, copied-and-pasted queries:

For finding alternatives to a specific app: site:github.com OR site:gitlab.com “alternative to” “Notion” OR “replacement for” “Notion” stars:>500

For discovering software by category: (“open source” OR “FOSS”) AND (“screenshot tool” OR “screen capture”) AND (cross-platform OR “macOS” OR “Linux” OR “Windows”) -site:pinterest.com -site:medium.com

For finding well-maintained projects: topic:“image-editor” stars:>1000 pushed:>2025-01-01 license:gpl-3.0 OR license:mit (Replace topic: with your category. The pushed: filter is a GitHub feature that limits to recently active repos.)

For self-hosted solutions: site:github.com OR site:gitlab.com “self-hosted” “alternative” stars:>100

For finding tools by tech stack (I use this for my frontend work): site:github.com “React” “Vue” OR “Electron” “open source” “note taking” stars:>500

These queries have found me alternatives for everything from video editors (Shotcut) to project management (Plane.so) to video conferencing (Jitsi).

Building a Sustainable Free Software Workflow

The biggest lesson from my experiment: open source isn’t about getting things for free. It’s about having control. When Adobe raises its prices (which it did in March 2025, by 15%), I’m not affected. When Notion changes its free tier (happened last October), I don’t panic. When CleanShot X requires a license renewal, I shrug.

But building this workflow takes time. Here’s how I approach it systematically:

  1. Audit your subscriptions: Make a list of every paid software subscription. Use the technique from my How to Organize Bookmarks and Save Time Browsing approach, but apply it to financial tracking.
  2. Prioritize by cost: Start with the most expensive ones. I began with Adobe at $55/month.
  3. Search using the framework: Use the queries above for each tool.
  4. Test for 7 days: Don’t delete the paid tool immediately. Run both in parallel. If the open source version works for a week, cancel the paid one.
  5. Document your migration: I keep a markdown file with my setup notes. When I need to reinstall, I can do it in 30 minutes instead of 3 hours.

I’ve been running on my open source stack for 4 months now. The only paid tool I still use is VSCode (well, it’s free, but I pay for GitHub Copilot at $10/month). And honestly, even that I’m considering replacing with Ollama-powered local code completion.

When Open Source Doesn’t Work (Honest Limitations)

Not everything in my life is open source, and I want to be transparent about where this approach fails.

Professional audio editing: I tried Audacity and Ardour. For podcast editing, they work. For multi-track music production, they can’t touch Logic Pro or Ableton. I still pay for Logic Pro.

Team collaboration at scale: When I worked with a 30-person team on a tight deadline, self-hosted Mattermost became a bottleneck. The paid Slack plan was worth it for reliability and integrations.

Mobile-first apps: Most open source tools are desktop-first. The mobile experience for AppFlowy, NextCloud, and even GIMP on tablets is poor. If you work primarily on an iPad, open source probably isn’t ready.

Customer support: When something breaks in open source, you’re on your own (or at the mercy of GitHub Issues). Paid software has support teams. For business-critical tools, this matters.

I think the key is being honest about your use case. For personal projects and small teams, open source is incredible. For enterprise-critical workflows, it’s not there yet.

Final Thoughts on the Future of Free Software

The open source ecosystem is healthier now than it’s ever been. When I started in tech in 2018, finding a good open source tool was like finding a needle in a haystack. Now, there are entire ecosystems of high-quality, professional-grade software that cost nothing.

The trick is knowing how to find them. Generic searches fail. Targeted searches win.

If you’re tired of your monthly subscription bill creeping up, try the framework I’ve laid out. Start with one tool—maybe the most expensive one—and search for its open source alternative using the GitHub queries I shared. Test it for a week. See if it fits.

You might be surprised. I was.

I’m now working on a tool that threads together these search techniques—essentially a meta-search engine for finding open source software by describing your use case in natural language. I’ll write about it on this blog when it’s ready.

Until then, happy hunting. And if you find a particularly good open source gem, I’d love to hear about it in the comments or on the Search123 community forums.

Arron Zhou
Written by
Arron Zhou is a frontend engineer with 8 years of experience building web applications. After spending years helping colleagues navigate search engines and productivity tools, he started Search123 to share practical, tested techniques with a wider audience. Every tool reviewed on this site has been personally installed, configured, and used for at least one week before publication.

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