... engineering department. It s you. That s roughly how yggy happened. We wanted to build graph-based products, but kept spending our time preparing and maintaining the knowledge underneath them. Obsidian gives you a way to connect your notes. Graphify maps your codebase for coding assistants. With yggy, we re tackling the knowledge spread across your documents, research, project notes and connected systems, and making it usable inside whatever you re building. Bring your data. yggy proposes its underlying ontology ...

... entered Synapse MCP into the OpenAI Product Hunt Astra Challenge and started talking to developers. One question kept coming up: "Isn't this just Graphify?" Honestly? It sent me down a rabbit hole. If there's already a YC-backed code graph tool with 119k stars and a full engineering team, does the world need another one? Are we just building something that already exists with a smaller budget and fewer people? Instead of guessing, I installed both tools ... ... same machine and ran them head-to-head against the same codebases including the full Linux kernel (74,619 code files across 96,000 paths) . Here is what the physical data showed. 1. They are fundamentally different tools Graphify

... pieces things together blind. It works, but it's slow and sometimes misses the bigger picture. I know the space is crowded. There are plenty of tools tackling this now and I've tested most of them. Graphify, Gortex, code-review-graph, tokensave, Repomix, Drift, codebase-memory-mcp... My daily driver before this was GrepAI . They all do useful things. But I kept wanting one tool that covered the full picture without needing API keys, a Python runtime ... ... tests? Similar to codebase-memory-mcp or Gortex, but with embedded semantic search. Search. Find code by meaning, not strings. "Payment error handling" finds the right files even if those words don't appear in the source. Think what Graphify

... widget or pop-up inside the app. But where and when is the best moment to ask? Feedback Tools: There are so many. Which ones are actually worth it? I heard some use Google forms. Is this a good alternative to the ones above? For those of you running SaaS or digital products, what worked for you? Would love to hear what s worked for you! Comment from Ajay Sahoo(@ajay27324): Yes, to the ones we are performing well ... ... Voice Interviewer in five minutes to engage warmly with real humans and ask great questions. After that, you are just one click away from user insights. Check it out and see whether it helps. Best of luck with Graphify

... scale. If you ve grown your product without paid acquisition, what worked best for you? Any underrated strategies that made a big difference? Comment from Tania Bell(@taniabell): @hussein_r  sounds like you're having fun with Graphify. all the best with it Comment from Rohan Chaubey(@rohanrecommends): There's a phrase in Silicon Valley: "Eat your own dog food if you can." It means using your own product to prove its value. Back when I built my first ... ... feature I always felt was missing in Notion. Of course, there's a chance Notion could introduce something similar, but people have been asking for it for years and nothing's happened yet, so who knows? If Graphify

... which service company created it and what branding the MVP company had). They care only about the product they use and the value it delivers. Comment from Nika(@busmark_w_nika): @dineshan_sithamparanathan  So what is more? AI vs. MVP service? Comment from Nika(@busmark_w_nika): @whatshivamdo  I am quite curious to see some AI company to offer this service. Maybe it would multiple their income. Comment from Nika(@busmark_w_nika): Uh, this is a really ... ... That s true, especially for simple MVP services that don t offer much beyond a basic solution. That s why constant development and improvement are crucial. I think about this a lot with my own app, right now, Graphify

... deserve. Connect with me on LinkedIn today. Can't wait to hear from you! Comment from Hussein(@hussein_r): Great question! I think both strategies can work, but it really depends on the type of product and audience. For Graphify, I decided to launch first and build the audience along the way. The reason? My main goal was to get real user feedback as early as possible, rather than spending months growing an audience without knowing if the product truly ... ... engaged community probably gives you a more structured way to gather feedback, since users are already invested in the product. For me, it was more about validating the core idea first seeing if people even cared enough to use Graphify

... easy to fall into the trap of "I have an idea, now let s find users for it", instead of starting with "What problem is painful enough that people are actively looking for solutions?" When I started working on Graphify, I wasn t thinking, "Let s build a Notion graph tool" . Instead, I kept seeing people struggle with navigating large Notion workspaces and wishing for something like Obsidian s graph view. That s when it clicked. The hardest part ...