AI · alternatives · 2026
24 alternatives to CLI Using Chaos Engine on K8s to Validate Autonomous Monitoring Tool
GKE cluster using Litmus Chaos Engine to validate Zebrium's unsupervised Machine Learning incident detection platform - zebrium/zebrium-kubernetes-demo
A command-line tool that leverages a chaos engine to test Kubernetes clusters and validate autonomous monitoring tools. Designed for developers and DevOps engineers who need to verify how their monitoring systems… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. CLI Using Chaos Engine on K8s to Validate Autonomous Monitoring Tool launched in 2020; newer entries below may have overtaken it.
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Skylar Advisor combines real-time observability data, rich operational context, and customer-owned knowledge to deliver explainable AI guidance for IT operations.
2020 · zebrium.com · its alternatives →
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OpenTelemetry-native observability for agents and LLMs
Aug 2026 · openobserve.ai · its alternatives →
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Tools for observing Kubernetes resources in real time, powered by Pulumi. - pulumi/kubespy
2018 · github.com · its alternatives →
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Kerno▲132Hey HN! Anibal, Sean, Vlad, Maxi and Karim here we're the co-founders of Kerno (https://www.kerno.io/). We're building a zero-hassle tool to help developers monitor and troubleshoot their services in a way that makes sense. No complex rollouts, no custom infra, no tons of instrumentation, no sidecars… none of that! Just a minimum effort, out-of-the box, highly contextualized and interactive experience so you and your team can focus on shipping! We basically scan your cluster resources, build usable abstractions on top of all the kubernetes craziness, identify monitor your…
Dec 2025 · kerno.io · its alternatives →
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Hello Everyone, I'm excited to introduce a new open-source observability platform and would love to hear your feedback. We are aware that there are lots of open-source/commercial tools out there. However, we believe that monitoring the clusters and extracting actionable insights requires deep know-how about the tools/domain. We mainly focused on this problem. - Alaz is an eBPF agent installed on your K8s cluster as DaemonSet. Thanks to eBPF, Alaz collects traces directly from Linux kernels. This means there's no need for sidecars, instrumentations, or service restarts. - The UI not…
2023 · github.com · its alternatives →
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Hi everyone, I run a generative AI infra company, unified API for 600+ models. Our team started deploying AI agents for our marketing and lead gen ops: content, engagement, analytics across multiple X accounts. OpenClaw worked fine for single agents. But at ~14 agents across 6 accounts, the problem shifted from "how do I build agents" to "how do I manage them." Deployment, monitoring, team isolation, figuring out which agent broke what at 3am. Classic orchestration problem. So I built klaw, modeled on Kubernetes: Clusters — isolated environments per org/project Namespaces — team-level…
Feb 2026 · github.com · its alternatives →
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I've built this to make it easy to host your own infra for lightweight VMs at large scale. Intended for exec of AI-generated code, for CICD runners, or for off-chain AI DApps. Mainly to avoid Docker-in-Docker dangers and mess. Super easy to use with CLI / Python SDK, friendly to AI engs who usually don't like to mess with VM orchestration and networking too much. Defense-in-depth philosophy. Would love to get feedback (and contributors: clear & exciting roadmap!), thx
2025 · github.com · its alternatives →
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This is an evolving toolkit of capabilities helpful for analysing and reverse engineering legacy Cobol code. Currently, the following capabilities are available: - Program / Section-level flowchart generation based on AST (SVG or PNG) - Parse Tree generation (with export to JSON) - Control Flow Tree generation (with export to JSON) - Allows embedding code comments as comment nodes in the graph - The SMOJOL Interpreter (WIP) - Injecting AST and Control Flow into Neo4J - Injecting Cobol data layouts from Data Division into Neo4J (with dependencies like MOVE, COMPUTE, etc.) + export to…
2024 · github.com · its alternatives →
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kwatch▲76Monitor & detect crashes in Kubernetes cluster instantly
2022 · kwatch.dev · its alternatives →
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Gremlin▲81Run chaos engineering experiments safely and securely
2019 · gremlin.com · its alternatives →
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Hassle-free inline clojure.spec with semi-automatic generative testing and side effect detection - gnl/ghostwheel
2018 · github.com · its alternatives →
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Dynamically instrument Live applications from your IDE
2023 · lightrun.com · its alternatives →
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The Prometheus monitoring system and time series database. - zebrium/prometheus
2020 · github.com · its alternatives →
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We built HALO (Hierarchal Agent Loop Optimizer), an open-source tool for debugging and optimizing AI agents using their execution traces. It’s a loop. Run your agent, feed the traces to HALO, get the report, apply the fixes, then re-run your agent. HALO takes in OTEL compliant traces from AI agents using tracing frameworks such as Langfuse, Arize/OpenInference, or even just plain JSONL. It uses an RLM (Recursive Language Model) to more efficiently break trace analysis into smaller subproblems in order to find recurring patterns across large amounts of data and fix systemic issues that…
Jun 2026 · github.com · its alternatives →
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AI control plane to schedule, run, debug, observe, and automate AI/ML workloads, agents, and sandboxes on your infra.
2018 · polyaxon.com · its alternatives →
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Hi HN, I'm Robel. I built LogClaw because I was tired of paying for Datadog and still waking up to pages that said "something is wrong" with no context. LogClaw is an open-source log intelligence platform that runs on Kubernetes. It ingests logs via OpenTelemetry and detects anomalies using signal-based composite scoring — not simple threshold alerting. The system extracts 8 failure-type signals (OOM, crashes, resource exhaustion, dependency failures, DB deadlocks, timeouts, connection errors, auth failures), combines them with statistical z-score analysis, blast radius, error velocity, and…
Mar 2026 · logclaw.ai · its alternatives →
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A powerful testing tool for Kubernetes clusters. Contribute to powerfulseal/powerfulseal development by creating an account on GitHub.
2017 · github.com · its alternatives →
- 20JR
Jibril is a runtime security monitoring and enforcement tool. It introduces a new architecture designed to overcome limitations of previous-generation runtime security tooling and EDRs, which were primarily built for traditional endpoints and long-running containerized workloads. Jibril introduces an event-less architecture leveraging eBPF to maintain lightweight state maps directly within the kernel. Instead of buffering events, it queries kernel state directly, enabling real-time detection and enforcement with minimal overhead. This approach is especially effective for protecting ephemeral…
2025 · garnet.ai · its alternatives →
- 21NT
nightwatch is a local-first, read-only layer on top of your monitoring. it groups alert storm into incidents, flags noisy checks and has an agent that can investigate for you live systems. You can e.g. jump from the incident into the agent directly. the reason for this weekend project is that we had a kubernetes upgrade that went wrong, and at some point a rollback wasn't possible anymore, so it had to be fixed live during the night while several problems came together. We run a lot of different systems, on-prem and several Kubernetes clusters, and in a situation like that you spend most of…
Jun 2026 · its alternatives →
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Hi HN, we're Kiran and Vijay! Over the past two years, we have built a columnar storage engine for observability: logs, metrics, and traces. Today, it's exciting for us to show what we've built on top of that foundation: LLM Agent Observability. Given how non-deterministic agents are, storing all traces without sampling was critical for us. But these traces tend to be in the MBs, sometimes GBs - we needed to store them inexpensively. We also needed the queries and analyses to be fast. To meet both these goals, we store them in S3 in our own parquet-like file format, and query them using AWS…
Jul 2026 · oodle.ai · its alternatives →
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Hi Everyone, Prashant here from Devtron. With the community’s help and feedback, we built Hyperion - An Opensource tool to observe, deploy, manage & debug Helm Application on Multiple Clusters. We developed Hyperion as a module that comes with Devtron preinstalled or it can be separately installed. While there are pre-existing tools like Kubernetes dashboard, Lens, Octant; Hyperion is focused on helm charts. Some of the features which sets it apart are: - Deploy, manage, observe and Debug Helm charts across multiple clusters. A. Install, Manage Helm charts, Applications across multiple…
2022 · github.com · its alternatives →
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An empirical validation of physics-inspired runtime monitoring for multi-turn LLM agents across 3,175 total runs spanning four benchmarks (τ³-bench, SWE-bench, MINT, custom local-model battery). A 5-condition ablation study with multi-trial validation (333 SWE-bench runs) demonstrates that Lyapunov
Jun 2026 · github.com · its alternatives →
Also compare
- Zebrium – ML that catches software incidents and shows you root cause alternatives
- AI Observability by OpenObserve alternatives
- Kubespy, a CLI tool for observing Kubernetes resources in real time alternatives
- Kerno alternatives
- Alaz: Open-Source, Self-Hosted, eBPF-Based K8s Monitoring alternatives
- Klaw.sh – Kubernetes for AI agents alternatives
Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →