K8sGPT
DevOps
3.9
/5
Toolio reviewer
K8sGPT automates Kubernetes management with AI.
Browse by the job,
not the category
Most people arrive knowing what they need done, not which category it lives in. 65 jobs grouped into 12 kinds of work. Pick the kind on the left, or search.
Tick Compare on any two to four cards to put them side by side.
K8sStudio
DevOps
4.2
/5
Toolio reviewer
Kubernetes GUI for managing multiple clusters.
UbiOps
DevOps
3.9
/5
Toolio reviewer
Runs AI workloads locally but lacks built-in Kubernetes management.
Applitools
DevOps
3.9
/5
Toolio reviewer
Applitools is great for automated visual testing but not ideal for simple smoke tests.
JoyCode Chrome Extension
AI Code Assistant
3.9
/5
Toolio reviewer
Adds AI code generation, review and Jira ticket drafting across the DevOps cycle.
Metaflow
DevOps
3.9
/5
Toolio reviewer
An open-source Python framework for building and deploying real-world ML workflows at scale.
Fluidstack
DevOps
3.9
/5
Toolio reviewer
Join us to help ensure AI wins for democracy. Challenges we face are redesigning compute infrastructure and deploying gigawatts of solar.
Modal
DevOps
4.0
/5
Toolio reviewer
Deploy AI models at sub-second cold starts, run them on any GPU. Perfect for rapid inference and training.
Runpod
DevOps
3.8
/5
Toolio reviewer
Experiment, train, deploy with one platform. Go from idea to production without replatforming.
Lyzr AI
DevOps
3.9
/5
Toolio reviewer
Scales AI agents but can be complex to set up and manage. It deploys governed AI agents at scale.
LPU™ Inference Engine
DevOps
3.9
/5
Toolio reviewer
Delivers unparalleled inference capability.
Chhaya AI
AI Voice Assistants
3.9
/5
Toolio reviewer
Chhaya AI offers a free demo to help understand AWS Cloud Practitioner concepts.
Devaten
DevOps
3.8
/5
Toolio reviewer
Best for secure on-premises AI deployment, not cloud-based solutions.
Averroes AI
DevOps
3.8
/5
Toolio reviewer
Achieve near zero false positives with over 99% defect detection accuracy, deploy in just a few days.
Spectate
DevOps
4.0
/5
Toolio reviewer
Monitor uptime, performance, and incidents.
GpuX AI
DevOps
4.0
/5
Toolio reviewer
GPUX AI launches V2 with sub-1-second cold start times, perfect for serverless inference and GPU runs.
Inductor
DevOps
3.9
/5
Toolio reviewer
Boost merchandising teams 10x faster.
NextStarter AI
DevOps
3.8
/5
Toolio reviewer
Improves Tet by identifying poor data usage.
Helicone
DevOps
4.0
/5
Toolio reviewer
Helicone suits teams building AI apps and APIs, not those just starting.
Synexa
AI Developer Tools
3.9
/5
Toolio reviewer
Run AI in one line of code. Simple, fast, and stable.
NgBot Chrome Extension
API Development
3.7
/5
Toolio reviewer
TechBot enhances doc search with natural language queries but works only on specific tech stacks.
Onetab AI
DevOps
3.8
/5
Toolio reviewer
Centralize all your AI agents in one channel, but it lacks complex integrations.
Anyscale
DevOps
4.0
/5
Toolio reviewer
Distribute AI workloads across clouds and GPUs.
PhariaAI
DevOps
3.7
/5
Toolio reviewer
Specialized language models for real-world business decisions. All data stays in Europe.
Apex.AI
DevOps
3.7
/5
Toolio reviewer
Enables AI and autonomy in various industries.
Vast.ai
DevOps
3.9
/5
Toolio reviewer
Rent GPUs for AI and ML at real-time, transparent prices.
Charm
DevOps
4.0
/5
Toolio reviewer
Charm turns your terminal into a glamorous coding space.
Prompteams
DevOps
3.9
/5
Toolio reviewer
Manage AI prompts with version control and testing.
Salad
DevOps
4.1
/5
Toolio reviewer
Orchestrates AI workloads across global GPU pools.
Convex
DevOps
4.0
/5
Toolio reviewer
Reactive backend for apps and agents.
DeepSeek Harness
AI Developer Tools
4.0
/5
Toolio reviewer
DSH is a plugin framework that allows teams to build their own agent runtime, but lacks API stability and can't handle production deployments.
XState
DevOps
4.0
/5
Toolio reviewer
Build state machines with Stately, but lacks deep code integration.
Replicate
API Development
4.0
/5
Toolio reviewer
Run AI with an API. Deploy custom models.
Kypso
DevOps
3.7
/5
Toolio reviewer
Suits engineering leaders; not for those looking to manage projects.
wAnywhere
Network Security
3.9
/5
Toolio reviewer
wAnywhere monitors and enhances productivity with AI-powered tools for attendance, time tracking, and security. It helps streamline processes but may not be ideal for small teams or those preferring a simpler solution.
All Quiet
DevOps
3.8
/5
Toolio reviewer
All Quiet streamlines on-call management and incident response for engineering teams.
Autobot AI
DevOps
4.2
/5
Toolio reviewer
Too rigid for manual workflows.
Aptori
Online Courses
3.9
/5
Toolio reviewer
AI-driven security for applications and APIs.
AITECH
DevOps
3.9
/5
Toolio reviewer
A token-powered marketplace connecting AI developers with GPU compute, backed by its own data centre.
IllumiFi
Analytics
3.9
/5
Toolio reviewer
Illumii offers dedicated AWS infrastructure for Unifi Controllers with full SSL and monitoring.
Berri AI
DevOps
3.9
/5
Toolio reviewer
Open-source AI gateway, tracks and caps LLM spend.
PromptPoint
DevOps
4.0
/5
Toolio reviewer
Non-technical team members should use PromptPoint, not software engineers.
StackRef
Team Collaboration
3.7
/5
Toolio reviewer
StackRef is great for those needing direct, experienced help with cloud environments; not ideal for complex managed services.
Free
5.0
/5
Toolio reviewer
Adds one-click buttons that post pipeline-trigger comments on GitHub pull requests.
3.3
/5
Toolio reviewer
Generates test ideas from a webpage's elements, then turns them into ready-to-run automation scripts.
Kody
DevOps
4.0
/5
Toolio reviewer
Automates code reviews with AI, saving time and improving quality.
Theta Edge Extension Chrome Extension
AI Code Assistant
3.9
/5
Toolio reviewer
Helps deploy smart contracts and write code tied into the Theta network's cloud tools.
Lightning AI
AI Code Assistant
3.9
/5
Toolio reviewer
Lets teams code, prototype, and deploy AI models together, entirely from the browser.
DevOps engineer
Infrastructure, deployment and monitoring.
All software and it 7
Software developer 405
Web developer 95
Data scientist and ML engineer 110
DevOps engineer 79
API and integrations developer 111
Cybersecurity analyst 182
IT and support technician 8
DevOps engineers run infrastructure, automate deployments, watch systems and respond when something breaks. AI tools fit different parts of that loop: Kubernetes help (K8sGPT, K8sStudio), hosting and deployment platforms (Vercel, Runpod), test automation (testRigor, Applitools) and LLM traffic monitoring (Helicone). Check how much access a tool needs to your cluster or logs, and what it can change without approval.
Questions people ask
Can AI diagnose Kubernetes problems?
It can scan cluster state, explain error messages and suggest likely causes, which K8sGPT is built for. Treat suggestions as hypotheses. Read the proposed fix, check it against your configuration, and avoid giving a tool write access to production resources.
What should I watch for when AI tools touch production infrastructure?
Limit permissions to read-only wherever possible, log every action, and require human approval for changes. Check where logs and configuration are sent, since they may contain secrets, tokens or customer data that should not leave your environment.
What is the difference between LLM observability and normal monitoring?
Normal monitoring tracks servers, uptime and errors. LLM observability, as offered by tools like Helicone, records prompts, responses, latency and token usage for model calls. If your product calls an AI API, you probably need both to debug slow or incorrect responses.