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Open AgentOps

Ship safer AI agents with CI/CD evals

Open AgentOps is an open-source CI/CD gate for AI agents. It scans existing agent repos, creates reviewable scenario YAML, runs agents safely with simulators and mutation policies, captures traces, compares baselines, and fails CI when behavior is unsafe or regresses.Open AgentOps is an open-source CI/CD gate for AI agents. Test existing agents before they mutate production.

Top comment

Hey Product Hunt, I built Open AgentOps because normal evals are not enough once AI agents can call tools. If an agent can post messages, issue refunds, update tickets, email customers, or touch customer data, the question is no longer just: “Did the model answer correctly?” The real questions are: - did it call the right tools? - did it avoid forbidden tools? - did it require approval before destructive actions? - did CI simulate, block, or sandbox risky mutations? - did the final answer falsely claim success? - did behavior regress from the last safe baseline? Open AgentOps is an open-source CI/CD eval gate for agents that already exist. It is not an agent builder. You keep your framework, add scenario YAML, and run the gate locally or in CI. We dogfooded it with real GitHub PRs where safe agent changes pass and unsafe mutations fail. Website and docs: https://reddywritescode.github.i... Examples and proof: https://github.com/reddywritesco... GitHub: https://github.com/reddywritesco... Release: https://github.com/reddywritesco... I’d love feedback from people building agents in production: What unsafe agent behavior should this catch next?

About Open AgentOps on Product Hunt

Ship safer AI agents with CI/CD evals

Open AgentOps was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #6 on the daily leaderboard. Open AgentOps is an open-source CI/CD gate for AI agents. It scans existing agent repos, creates reviewable scenario YAML, runs agents safely with simulators and mutation policies, captures traces, compares baselines, and fails CI when behavior is unsafe or regresses.Open AgentOps is an open-source CI/CD gate for AI agents. Test existing agents before they mutate production.

On the analytics side, Open AgentOps competes within Open Source, Developer Tools, GitHub and SDK — topics that collectively have 626.1k followers on Product Hunt. The dashboard above tracks how Open AgentOps performed against the three products that launched closest to it on the same day.

Who hunted Open AgentOps?

Open AgentOps was hunted by Reddy K. 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 Open AgentOps including community comment highlights and product details, visit the product overview.