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MeshWatch AI

Explain incidents with evidence. Approve every action.

Developer Tools
Artificial Intelligence
Visit WebsiteSee on Product Hunt

Hunted byMeshWatchMeshWatch

Self-hosted monitoring with an AI Assistant that explains incidents, links every claim to an alert, marks unverifiable references, and only proposes actions a person can approve. Use Ollama or your own API key. Read-only MCP included.

Top comment

Hi Product Hunt — we built MeshWatch AI because alert collection is only half of incident work. The difficult part is reconstructing what probably happened without losing sight of the evidence.

Press Explain on an incident and the Assistant builds a likely sequence from the one-line summaries already held by the console. Every claim links back to its source alert. If a cited reference cannot be found, it is marked unverified. If you ask the Assistant to acknowledge alerts, it creates a proposal; an operator or administrator must approve it, and the audit log records that person's action.

It is self-hosted and off by default. You can run Ollama on the same server, point it at a model elsewhere on your network, or use your own API key. External requests are masked and shown before they are sent. The MCP server is read-only and uses standard input rather than opening a network port.

The US$1,990/year licence also includes keys for all seven MeshWatch monitoring products. The 30-day trial includes the Assistant and needs no card or account.

Walk through nine real screens: https://meshwatch.app/demo/meshw...

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About MeshWatch AI on Product Hunt

“Explain incidents with evidence. Approve every action.”

MeshWatch AI was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #229 on the daily leaderboard. Self-hosted monitoring with an AI Assistant that explains incidents, links every claim to an alert, marks unverifiable references, and only proposes actions a person can approve. Use Ollama or your own API key. Read-only MCP included.

MeshWatch AI was featured in Developer Tools (521.9k followers) and Artificial Intelligence (482.1k followers) on Product Hunt. Together, these topics include over 222.3k products, making this a competitive space to launch in.

Who hunted MeshWatch AI?

MeshWatch AI was hunted by MeshWatch. 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.

Want to see how MeshWatch AI stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.