bugs
Preventative maintenance for code. LogicStar monitors your app to find, investigate, and resolve bugs that matter, before they become incidents


Preventative maintenance for code. LogicStar monitors your app to find, investigate, and resolve bugs that matter, before they become incidents


































Your Logs, Observability, and Customer Support tools already contain all the data. LogicStar connects the dots to surface the code defects and vulnerabilities worth fixing.
A customer reports being charged twice. Sentry shows a spike in payment retries that nobody noticed. LogicStar traces both to a race condition in your checkout flow: when a request times out, the retry logic doesn't check whether the first charge succeeded.
A P1 in dead code doesn't matter. A P3 in your highest-revenue checkout flow does. LogicStar connects each defect to the customers it affects, the features they depend on, and the revenue at stake, so your team fixes what matters to the business.
LogicStar monitors your code for defects and traces every error to its root cause, documenting the full path from symptom to source and mapping which services and customers are affected.
Connect your existing source control, observability, and work tracking tools. LogicStar does the rest. You get fully investigated bugs with root cause, evidence, proposed fix, and owner, right in your Slack.
Over 90% of incidents had early warning signals; alerts and warnings that were dismissed because nobody connected them to what was actually breaking. LogicStar does.
LogicStar continuously monitors your code and builds a living map of defects and their dependencies. You get code improvements right where it matters the most and avoid complex incidents and post-mortems.
LogicStar matches alerts against known code defects and filters out noise that other tools can't. Get full context and a proposed fix, before your customers notice.
Bugs don't start as incidents. They start as warnings nobody had time to investigate. LogicStar cuts through the noise and proposes a validated fix.
LogicStar proposes minimal fixes validated by tests that reproduce the bug and confirm its resolution so your team can review and merge them in minutes.
Plugging more tools into an LLM agent fills its context. LogicStar's static and dynamic analysis gives it real understanding: architecture, data flows, and what pains your customers hit. That's why our agents lead on real-world benchmarks, not just demos.
We publish the leading benchmarks for AI coding agents. That same expertise drives our internal evaluations, so LogicStar keeps getting better where it counts.
validating tests generated
LogicStar reproduces every bug with a failing test that proves it's real and validates fixes actually resolve them. State-of-the-art performance on SWT-Bench Verified.
overestimation of success rate in SWE-Bench Verified
Many AI coding agents overfit to a single benchmark. We automatically create new benchmarks for every use-case and show popular code agents lose up to 60% of performance on an application focused benchmark of 366 diverse codebases.
of working AI-generated code is exploitable
Even frontier models produce exploitable backends. Across 392 tasks, one in three working solutions contains SQL injection, path traversal, or code injection vulnerabilities.
cost increase, zero performance gain
Over 60,000 repos include AGENTS.md files to guide AI agents. Our evaluation shows these files reduce success rates by up to 3% while adding 20% to inference costs.
of AI refactoring attempts break code
AI agents solve only 22% of multi-file refactoring tasks and introduce breakage in 63% of attempts. CodeTaste measures whether AI restructures code the way a senior engineer would.





Our team consists of leading researchers and entrepeneurs from ETH, MIT, and INSAIT, including the people behind Snyk Code and DeepCode.ai, trusted by 3M developers.





Try LogicStar for free. Connect your tools, and start getting
fully investigated bugs with fix proposals.
No workflow changes, no risky AI guesses. Just the bugs that matter, ready to fix.

