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.
UbiOps
DevOps
3.9
/5
Toolio reviewer
Runs AI workloads locally but lacks built-in Kubernetes management.
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.
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.
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.
OpenLIT
DevOps
4.0
/5
Toolio reviewer
Free to self-host, but lacks hosted option.
Anyscale
DevOps
4.0
/5
Toolio reviewer
Distribute AI workloads across clouds and GPUs.
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.
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.
Replicate
API Development
4.0
/5
Toolio reviewer
Run AI with an API. Deploy custom models.
AITECH
DevOps
3.9
/5
Toolio reviewer
A token-powered marketplace connecting AI developers with GPU compute, backed by its own data centre.
Berri AI
DevOps
3.9
/5
Toolio reviewer
Open-source AI gateway, tracks and caps LLM spend.
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.
Digma
DevOps
3.9
/5
Toolio reviewer
Java developers in large enterprises should use it, others might find better fits.
Listen Robo
API Development
3.9
/5
Toolio reviewer
This tool warns of resource exhaustion and unresponsive servers.
Uxsniff
DevOps
4.0
/5
Toolio reviewer
UXsniff detects UX changes automatically.
TechLink - 达灵 Extension
DevOps
5.0
/5
Toolio reviewer
Puts a sidebar of R&D tools, GPT-4 and Midjourney access into one internal browser panel.
Webo.AI
Predictive Analytics
3.9
/5
Toolio reviewer
Smarter Testing, Faster Deployments
EZ-AD
Business Planning
3.9
/5
Toolio reviewer
Runs a white-labeled AI system on a private company server, built on Google's Vertex AI.
Free
3.9
/5
Toolio reviewer
Builds test cases from your own clicks and flags when app changes break existing tests.
Saga AI
Project Management
3.9
/5
Toolio reviewer
It warns about unauthorized access but lacks detailed analysis.
Free
3.9
/5
Toolio reviewer
Turns a GitLab issue title into a branch name, using your own OpenAI key.
testRigor
DevOps
4.0
/5
Toolio reviewer
Great for quick test automation but lacks detailed code maintenance tools.
McAnswers
AI Code Assistant
4.0
/5
Toolio reviewer
Build AI assistants from knowledge documents, deploy them in multiple ways. Start for free
Free
3.9
/5
Toolio reviewer
Turns a recorded browser session into Cypress test scripts using OpenAI.
Openlayer
DevOps
4.0
/5
Toolio reviewer
Suits regulated enterprises, does not fit small startups.
DevOps engineer
Infrastructure, deployment and monitoring.
All software and it 7
Software developer 434
Web developer 97
Data scientist and ML engineer 119
DevOps engineer 84
API and integrations developer 116
Cybersecurity analyst 186
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.