LLM Ops Toolkit started as an internal dashboard our AI team used to monitor API uptime and cost drift across models. We open‑sourced it because every AI engineer ends up building something like this eventually.
It combines monitoring, cost analysis, routing simulation, and a maturity audit - all running locally in a static page.
Would love your thoughts on what metrics or integrations you’d want next!
🟢 Provider Status Monitor — Aggregate uptime across 18+ AI API providers with 90-day history and live response-time sparklines 💰 Cost Calculator — True cost analysis including hidden engineering overhead and routing savings 🔀 Routing Simulator — Visualise intelligent request distribution across models with cost/quality trade-offs 📊 Diversity Audit — 10-question maturity assessment with radar chart and personalised recommendations 🌙 Dark/Light mode, auto-refresh, browser notifications for outages, and a dynamic favicon that mirrors overall provider health
LLMs don't 404 - they drift. are you tracking output quality degradation, or just API availability?
About LLM Ops Toolkit by Lamatic.ai on Product Hunt
“Aggregate uptime monitoring across OpenAI, Claude, and more”
LLM Ops Toolkit by Lamatic.ai launched on Product Hunt on April 11th, 2026 and earned 86 upvotes and 6 comments, placing #15 on the daily leaderboard. Interactive tools for managing 20+ LLM APIs in production. Cost calculator, diversity audit, and routing simulator.
LLM Ops Toolkit by Lamatic.ai was featured in API (98k followers), Open Source (68.3k followers) and Developer Tools (511k followers) on Product Hunt. Together, these topics include over 86k products, making this a competitive space to launch in.
Who hunted LLM Ops Toolkit by Lamatic.ai?
LLM Ops Toolkit by Lamatic.ai was hunted by fmerian. 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.
Reviews
LLM Ops Toolkit by Lamatic.ai has received 5 reviews on Product Hunt with an average rating of 5.00/5. Read all reviews on Product Hunt.
Want to see how LLM Ops Toolkit by Lamatic.ai stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
fmerian
Hello Producthunt Community,
Thanks for checking out our launch!
LLM Ops Toolkit started as an internal dashboard our AI team used to monitor API uptime and cost drift across models. We open‑sourced it because every AI engineer ends up building something like this eventually.
It combines monitoring, cost analysis, routing simulation, and a maturity audit - all running locally in a static page.
Would love your thoughts on what metrics or integrations you’d want next!
🟢 Provider Status Monitor — Aggregate uptime across 18+ AI API providers with 90-day history and live response-time sparklines
💰 Cost Calculator — True cost analysis including hidden engineering overhead and routing savings
🔀 Routing Simulator — Visualise intelligent request distribution across models with cost/quality trade-offs
📊 Diversity Audit — 10-question maturity assessment with radar chart and personalised recommendations
🌙 Dark/Light mode, auto-refresh, browser notifications for outages, and a dynamic favicon that mirrors overall provider health