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UIGraph
The knowledge layer for engineers and AI agents.
UIGraph maps your engineering knowledge into one navigable view of your system. Bring your services, APIs, schemas, architecture diagrams, and test packs together, then sync them using the UIGraph CLI. Built for engineers and AI agents, UIGraph includes an MCP server so agents can query your system directly instead of reconstructing it from source code. Self-hostable on your own infrastructure, with no cloud dependency or vendor lock in.
Hi PH, Manasa here from the UIGraph team 👋
Every engineering team has knowledge spread across different tools: architecture diagrams, API specs, DB schemas, docs, test suites, and more. As the system evolves, it all drifts out of sync. After a while, nobody really knows what to trust. Not engineers. Not AI agents.
That's why we built UIGraph.
Connect your repos and bring your own artifacts, or let UIGraph generate API specs, schemas, diagrams, and test packs for you. Sync everything to UIGraph using the CLI. It all comes together in a living map of how your systems connect, built as a queryable graph. You can see how everything fits together instead of piecing it together from memory.
Ask the UIGraph MCP server or Slack bot anything about your system. Trace the answer through the connected system.
UIGraph is self-hostable, no cloud dependency, no vendor lock-in. Claude Code and other AI agents plug into the same MCP tools to work with real system context, instead of guessing from source code.
Takes a few minutes to connect a repo and see your first map.
Happy to answer any questions.
About UIGraph on Product Hunt
“The knowledge layer for engineers and AI agents.”
UIGraph was submitted on Product Hunt and earned 11 upvotes and 3 comments, placing #32 on the daily leaderboard. UIGraph maps your engineering knowledge into one navigable view of your system. Bring your services, APIs, schemas, architecture diagrams, and test packs together, then sync them using the UIGraph CLI. Built for engineers and AI agents, UIGraph includes an MCP server so agents can query your system directly instead of reconstructing it from source code. Self-hostable on your own infrastructure, with no cloud dependency or vendor lock in.
On the analytics side, UIGraph competes within SaaS, Developer Tools and Artificial Intelligence — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how UIGraph performed against the three products that launched closest to it on the same day.
Who hunted UIGraph?
UIGraph was hunted by Manasa Nandini. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of UIGraph including community comment highlights and product details, visit the product overview.
Manasa Nandini