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Loopgraph
Open-source loop engineering for autonomous companies
Loopgraph turns recurring company work into governed, visual AI loops. Interview a department, generate versioned LoopSpecs, let Hermes route events to the right loop, then validate, simulate, approve, trace, and review every outcome. Unlike prompt chains and direct webhooks, Loopgraph separates reasoning from authority: Hermes proposes; deterministic policy decides what may run. Open source, local-first, and model-agnostic.
Hey Product Hunt — we’re the makers of Loopgraph.
We kept seeing the same failure mode in AI automation: we connect an agent directly to a trigger, give it tools, and hope the prompt contains enough policy to make the right decision.
That can automate a task. It does not give a company an operating model.
Real company work crosses departments, systems, owners, approval boundaries, and definitions of “done.” Ten alerts may describe one unresolved problem. One event may contain several problems. The right response may be to act, wait, request context, ask for approval, or deliberately abstain.
We built Loopgraph to make that structure explicit.
Loopgraph turns recurring company work into versioned, visual loops. Hermes Agent receives business events and proposes where each problem belongs. Loopgraph checks the registered LoopSpecs, routing contracts, readiness, policy, deduplication, approvals, and exact prepared action before anything is allowed to run.
The short version is:
Hermes proposes. Loopgraph commits.
Today, the supported local flow lets you:
• interview a department and propose its recurring loops
• materialize accepted loops as versioned specs
• visualize Hermes → Department → Multiple Loops
• rehearse event routing with fixtures
• simulate runs and inspect reproducible traces
• keep risky actions behind explicit approval boundaries
Loopgraph is MIT-licensed, local-first, and in active early development. Live execution is still experimental; the safest path today is to design, rehearse, simulate, and review locally.
We’re launching now because we want the operating model to be challenged in public before the graph becomes larger.
The question we would genuinely love your answer to:
What recurring company process would you trust an agent to recommend—but not execute yet?
We’ll be here throughout the launch to answer questions, help people run the local setup, and hear where this model breaks.
About Loopgraph on Product Hunt
“Open-source loop engineering for autonomous companies”
Loopgraph was submitted on Product Hunt and earned 9 upvotes and 1 comments, placing #37 on the daily leaderboard. Loopgraph turns recurring company work into governed, visual AI loops. Interview a department, generate versioned LoopSpecs, let Hermes route events to the right loop, then validate, simulate, approve, trace, and review every outcome. Unlike prompt chains and direct webhooks, Loopgraph separates reasoning from authority: Hermes proposes; deterministic policy decides what may run. Open source, local-first, and model-agnostic.
On the analytics side, Loopgraph competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Loopgraph performed against the three products that launched closest to it on the same day.
Who hunted Loopgraph?
Loopgraph was hunted by Dan Krieger. 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 Loopgraph including community comment highlights and product details, visit the product overview.
Dan Krieger