The Ops tools directory

AIOps & Incident Management 12

• AWS DevOps Agent 2
• Azure SRE Agent 2
• BigPanda 1
• Gemini Cloud Assist 1
• HolmesGPT 2
• K8sGPT 2
• Keep 1
• PagerDuty 4
• PyOD 1
• Rundeck 1
• ServiceNow 1
• StatsForecast 1

CI/CD & Release 8

• Argo Rollouts 5
• Argo Workflows 1
• Flagger 1
• GitHub Actions 8
• GitLab CI/CD 5
• Jenkins 1
• OpenFeature 2
• Renovate 1

Cloud Platforms & Governance 10

• AWS 7
• AWS Config 1
• AWS Control Tower 1
• AWS IAM Identity Center 1
• AWS Organizations 1
• Azure Arc 1
• Azure Policy 1
• Google Cloud 6
• Microsoft Azure 6
• Microsoft Entra ID 1

Containers & Kubernetes 13

• Capsule 1
• Cluster API 2
• Docker 9
• Harbor 1
• Helm 4
• Karpenter 2
• KEDA 1
• Knative 1
• Kubernetes 10
• Kueue 1
• Kustomize 3
• Podman 3
• vCluster 1

Data Engineering 30

• Airbyte 1
• Apache Airflow 3
• Apache Iceberg 1
• Apache Kafka 2
• Apache Ossie 1
• Apache Polaris 1
• Apache Spark 2
• Dagster 1
• Data Contract CLI 1
• Databricks 3
• DataHub 1
• dbt 1
• Debezium 1
• Delta Lake 1
• dlt 1
• DuckDB 2
• Elementary 1
• Great Expectations 2
• lakeFS 2
• Marquez 1
• OpenLineage 1
• OpenMetadata 1
• Polars 1
• PostgreSQL 2
• Power BI 1
• Prefect 1
• Redis 1
• Snowflake 2
• Soda 1
• Unity Catalog 1

FinOps & Sustainability 4

• Infracost 1
• Kepler 1
• Kubecost 1
• OpenCost 4

Foundations & Languages 14

• Bash 6
• FastAPI 1
• Git 9
• GitHub 5
• GitLab 3
• Go 2
• Jinja 1
• Linux 8
• Postman 1
• PowerShell 1
• Pydantic 1
• pytest 1
• Python 10
• SQLFluff 1

GitOps 5

• Argo CD 5
• Flux 3
• Flux Operator 1
• Kargo 1
• Tofu Controller 1

Infrastructure as Code & Automation 11

• Ansible 4
• AWS CloudFormation 1
• AWS Systems Manager 1
• Azure Automation 1
• Azure Update Manager 1
• Bicep 1
• Crossplane 2
• OpenTofu 8
• Packer 1
• Pulumi 1
• Terraform 10

LLMs, Agents & GenAI 35

• A2A Protocol 1
• Agent Router 1
• Amazon Bedrock 1
• Arize Phoenix 1
• Axolotl 1
• DeepEval 1
• Docling 1
• DSPy 1
• garak 2
• Guardrails AI 1
• Hugging Face 3
• LangChain 1
• Langfuse 1
• LangGraph 2
• LiteLLM 1
• llama.cpp 1
• LlamaIndex 1
• LLM Compressor 1
• llm-d 1
• Microsoft Foundry 1
• Milvus 1
• Model Context Protocol 5
• NeMo Guardrails 1
• NVIDIA Dynamo 1
• Ollama 1
• pgvector 2
• promptfoo 2
• PyRIT 1
• Qdrant 1
• Ragas 1
• SGLang 1
• TensorRT-LLM 1
• Unsloth 1
• vLLM 2
• Weaviate 1

Machine Learning & MLOps 22

• Amazon SageMaker AI 1
• Azure Machine Learning 1
• BentoML 1
• DVC 1
• Evidently 1
• Fairlearn 1
• Feast 1
• Gemini Enterprise Agent Platform 1
• KServe 2
• Kubeflow 1
• Metaflow 1
• MLflow 3
• NVIDIA Dynamo-Triton 1
• NVIDIA GPU Operator 1
• ONNX 1
• ONNX Runtime 1
• Optuna 1
• PyTorch 1
• Ray 1
• scikit-learn 2
• SHAP 1
• ZenML 1

Networking & Network Automation 21

• Arista AVD 1
• Batfish 1
• Cilium 1
• Cisco Modeling Labs 1
• Containerlab 1
• gNMIc 1
• Infrahub 1
• Istio 3
• NAPALM 1
• Nautobot 1
• ncclient 1
• NetBox 1
• netlab 1
• Netmiko 1
• Nornir 1
• pyang 1
• pyATS 1
• Scrapli 1
• SONiC 1
• TextFSM 1
• Wireshark 1

Observability 16

• Amazon CloudWatch 1
• Azure Monitor 1
• Datadog 1
• Dynatrace 1
• Elastic Stack 3
• Google Cloud Observability 1
• Grafana 9
• Jaeger 3
• Loki 3
• New Relic 1
• NVIDIA DCGM 1
• OpenTelemetry 9
• Prometheus 9
• Splunk 2
• Telegraf 1
• Tempo 3

Platform Engineering 5

• Backstage 3
• Kratix 1
• kro 1
• Port 1
• Score 1

Policy as Code & Secrets 8

• Cloud Custodian 1
• External Secrets Operator 3
• Kyverno 4
• OPA 6
• OpenBao 1
• Sealed Secrets 1
• SOPS 1
• Vault 4

Reliability & Resilience 11

• AWS Backup 1
• AWS Fault Injection Service 1
• Azure Backup 1
• Azure Chaos Studio 1
• Azure Site Recovery 1
• Chaos Mesh 2
• k6 1
• LitmusChaos 2
• Pyrra 1
• Sloth 1
• Velero 1

Security & Supply Chain 26

• AWS Security Hub 1
• Checkov 1
• CodeQL 1
• Falco 1
• Gitleaks 1
• kube-bench 1
• Kubescape 1
• Microsoft Defender for Cloud 1
• Nuclei 1
• OpenSSF Scorecard 1
• OSV-Scanner 1
• OWASP Dependency-Track 1
• OWASP Threat Dragon 1
• Prowler 1
• Security Command Center 1
• Semgrep 1
• Sigstore 5
• Snyk 2
• SonarQube 2
• SPIFFE/SPIRE 1
• Syft 1
• Tetragon 1
• Trivy 3
• TruffleHog 1
• ZAP 1
• zizmor 1