[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-10727":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":25,"hasPages":25,"topics":26,"createdAt":10,"pushedAt":10,"updatedAt":47,"readmeContent":48,"aiSummary":49,"trendingCount":16,"starSnapshotCount":16,"syncStatus":50,"lastSyncTime":51,"discoverSource":52},10727,"holmesgpt","HolmesGPT\u002Fholmesgpt","HolmesGPT","SRE Agent - CNCF Sandbox Project","https:\u002F\u002Fholmesgpt.dev\u002F",null,"Python",2612,374,26,85,0,8,50,211,35,29.72,"Apache License 2.0",false,"master",true,[27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46],"aiops","chatbot","chatops","devops","devops-tools","incident","incident-management","incident-response","jira","kubernetes","llm","llm-agent","llm-framework","llms","monitoring","observability","prometheus","site-reliability-engineering","slack","sre","2026-06-12 02:02:25","\u003Cdiv align=\"center\">\n  \u003Ch1 align=\"center\">HolmesGPT — The CNCF SRE Agent\u003C\u002Fh1>\n\n  \u003Cp align=\"center\">\n    \u003Ca href=\"#installation\">\u003Cstrong>Installation\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fholmesgpt.dev\u002F\">\u003Cstrong>Docs\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fdeepwiki.com\u002FHolmesGPT\u002Fholmesgpt\">\u003Cimg src=\"https:\u002F\u002Fdeepwiki.com\u002Fbadge.svg\" alt=\"Ask DeepWiki\">\u003C\u002Fa>\n  \u003C\u002Fp>\n\u003C\u002Fdiv>\n\nOpen-source AI agent for investigating production incidents and finding root causes. Works with any stack — Kubernetes, VMs, cloud providers, databases, and SaaS platforms. We are a [Cloud Native Computing Foundation](https:\u002F\u002Fwww.cncf.io\u002F) sandbox project. Originally created by [Robusta.Dev](http:\u002F\u002Frobusta.dev), with major contributions from [Microsoft](https:\u002F\u002Fmicrosoft.com\u002F).\n\n## New: Operator Mode — Find Problems 24\u002F7 in the Background\n\nMost AI agents are great at troubleshooting problems, but still need a human to notice something is wrong and trigger an investigation. [Operator mode](https:\u002F\u002Fholmesgpt.dev\u002Foperator\u002F) fixes that — HolmesGPT runs in the background 24\u002F7, spots problems before your customers notice, and messages you in Slack with the fix. Connect the [GitHub integration](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgithub-mcp\u002F) and it can even open PRs to fix what it finds.\n\nWhile the operator itself runs in Kubernetes, health checks can query any data source Holmes is connected to — VMs, cloud services, databases, SaaS platforms, and more.\n\n- **[Deployment verification](https:\u002F\u002Fholmesgpt.dev\u002Foperator\u002Fdeployment-verification\u002F)** — Deploy a health check alongside your app to verify the new version is healthy\n- **[Scheduled health checks](https:\u002F\u002Fholmesgpt.dev\u002Foperator\u002Fscheduled-health-checks\u002F)** — Continuously monitor services and catch regressions automatically\n\n## Features\n\n- **Petabyte-scale data**: Server-side filtering, JSON tree traversal, and tool output transformers keep large payloads out of context windows\n- **Memory-safe execution**: Per-tool memory limits, streaming large results to disk, and automatic output budgeting prevent OOM kills when querying large observability datasets\n- **[Deep integrations](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002F)**: Prometheus, Grafana, Datadog, Kubernetes, and [many more](#-data-sources)—plus any [REST API](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fapi-toolsets\u002F)\n- **Bidirectional alert integrations**: Fetch alerts from AlertManager, PagerDuty, OpsGenie, or Jira—and write findings back\n- **[Any LLM provider](https:\u002F\u002Fholmesgpt.dev\u002Fai-providers\u002F)**: OpenAI, Anthropic, Azure, Bedrock, Gemini, and more\n- **No Kubernetes required**: Works with any infrastructure — VMs, bare metal, cloud services, or containers\n\n## How it Works\n\nHolmesGPT uses an **agentic loop** to query live observability data from multiple sources and identify root causes.\n\n\u003Cimg width=\"3114\" alt=\"holmesgpt-architecture-diagram\" src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002Ff659707e-1958-4add-9238-8565a5e3713a\" \u002F>\n\n![HolmesGPT Investigation Demo](https:\u002F\u002Fholmesgpt.dev\u002Fassets\u002FHolmesInvestigation.gif)\n\n### 🔗 Data Sources\n\nHolmesGPT integrates with popular observability and cloud platforms. The following data sources (\"toolsets\") are built-in. [Add your own](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fcustom-toolsets\u002F).\n\n| Data Source | Notes |\n|-------------|-------|\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Faks-icon.png\" alt=\"AKS\" width=\"20\" style=\"vertical-align: middle;\"> **AKS**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Faks\u002F) | Azure Kubernetes Service cluster and node health diagnostics |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fargocd-icon.png\" alt=\"ArgoCD\" width=\"20\" style=\"vertical-align: middle;\"> **ArgoCD**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fargocd\u002F) | Get status, history and manifests and more of apps, projects and clusters |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Faws_logo.png\" alt=\"AWS\" width=\"20\" style=\"vertical-align: middle;\"> **AWS**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Faws\u002F) | RDS events, instances, slow query logs, and more (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fazure.png\" alt=\"Azure\" width=\"20\" style=\"vertical-align: middle;\"> **Azure**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fazure-mcp\u002F) | Azure resources and diagnostics (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fazure.png\" alt=\"Azure SQL\" width=\"20\" style=\"vertical-align: middle;\"> **Azure SQL**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fazure-sql\u002F) | Database health, performance, connections, and slow queries |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fconfluence_logo.png\" alt=\"Confluence\" width=\"20\" style=\"vertical-align: middle;\"> **Confluence**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fconfluence\u002F) | Private runbooks and documentation |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fconfluence_logo.png\" alt=\"Confluence MCP\" width=\"20\" style=\"vertical-align: middle;\"> **Confluence (MCP)**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fconfluence-mcp\u002F) | Private runbooks and documentation (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fcoralogix-icon.png\" alt=\"Coralogix\" width=\"20\" style=\"vertical-align: middle;\"> **Coralogix**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fcoralogix-logs\u002F) | Retrieve logs for any resource |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fcrossplane-icon.png\" alt=\"Crossplane\" width=\"20\" style=\"vertical-align: middle;\"> **Crossplane**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fcrossplane\u002F) | Troubleshoot Crossplane providers, compositions, claims, and managed resources |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fdatadog_logo.png\" alt=\"Datadog\" width=\"20\" style=\"vertical-align: middle;\"> **Datadog**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fdatadog\u002F) | Query logs, metrics, and traces |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fdocker_logo.png\" alt=\"Docker\" width=\"20\" style=\"vertical-align: middle;\"> **Docker**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fdocker\u002F) | Get images, logs, events, history and more |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fopensearchserverless-icon.png\" alt=\"Elasticsearch\" width=\"20\" style=\"vertical-align: middle;\"> **Elasticsearch \u002F OpenSearch**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Felasticsearch\u002F) | Query logs, cluster health, shard and index diagnostics |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fgcpmonitoring-icon.png\" alt=\"GCP\" width=\"20\" style=\"vertical-align: middle;\"> **GCP**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgcp\u002F) | Google Cloud Platform resources (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fgithub_logo.png\" alt=\"GitHub\" width=\"20\" style=\"vertical-align: middle;\"> **GitHub**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgithub-mcp\u002F) | Repositories, issues, and pull requests (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fjenkins-icon.png\" alt=\"Jenkins\" width=\"20\" style=\"vertical-align: middle;\"> **Jenkins (MCP)**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fjenkins-mcp\u002F) | Build status, pipeline logs, and job history (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fgrafana-icon.png\" alt=\"Grafana\" width=\"20\" style=\"vertical-align: middle;\"> **Grafana**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgrafanadashboards\u002F) | Query and analyze dashboard configurations and panels |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fhelm_logo.png\" alt=\"Helm\" width=\"20\" style=\"vertical-align: middle;\"> **Helm**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fhelm\u002F) | Release status, chart metadata, and values |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fhttp-icon.png\" alt=\"Internet\" width=\"20\" style=\"vertical-align: middle;\"> **Internet**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Finternet\u002F) | Public runbooks, community docs, etc. |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fkafka_logo.png\" alt=\"Kafka\" width=\"20\" style=\"vertical-align: middle;\"> **Kafka**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fkafka\u002F) | Fetch metadata, list consumers and topics or find lagging consumer groups |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fkubernetes-icon.png\" alt=\"Kubernetes\" width=\"20\" style=\"vertical-align: middle;\"> **Kubernetes**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fkubernetes\u002F) | Pod logs, K8s events, and resource status (kubectl describe) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fkubernetes-icon.png\" alt=\"Kubernetes Remediation\" width=\"20\" style=\"vertical-align: middle;\"> **Kubernetes Remediation (MCP)**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fkubernetes-remediation-mcp\u002F) | Apply fixes like scaling, rollbacks, and resource edits (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fgrafana_loki-icon.png\" alt=\"Loki\" width=\"20\" style=\"vertical-align: middle;\"> **Loki**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgrafanaloki\u002F) | Query logs for Kubernetes resources or any query |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fpostgres-icon.png\" alt=\"MariaDB\" width=\"20\" style=\"vertical-align: middle;\"> **MariaDB**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fmariadb-mcp\u002F) | MariaDB database queries and diagnostics (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fpostgres-icon.png\" alt=\"MongoDB\" width=\"20\" style=\"vertical-align: middle;\"> **MongoDB**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fmongodb\u002F) | Query data, diagnose performance, inspect schemas, find slow operations |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fpostgres-icon.png\" alt=\"MongoDB Atlas\" width=\"20\" style=\"vertical-align: middle;\"> **MongoDB Atlas**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fmongodb-atlas\u002F) | Cluster health, slow queries, and performance diagnostics |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fnewrelic_logo.png\" alt=\"NewRelic\" width=\"20\" style=\"vertical-align: middle;\"> **NewRelic**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fnewrelic\u002F) | Investigate alerts, query tracing data |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fopenshift-icon.png\" alt=\"OpenShift\" width=\"20\" style=\"vertical-align: middle;\"> **OpenShift**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fopenshift\u002F) | Projects, routes, builds, security context constraints, and deployment configs |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fprefect-icon.png\" alt=\"Prefect\" width=\"20\" style=\"vertical-align: middle;\"> **Prefect (MCP)**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fprefect-mcp\u002F) | Workflow orchestration monitoring, flow runs, and worker health (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fprometheus-icon.png\" alt=\"Prometheus\" width=\"20\" style=\"vertical-align: middle;\"> **Prometheus**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fprometheus\u002F) | Investigate alerts, query metrics and generate PromQL queries |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Frabbit_mq_logo.png\" alt=\"RabbitMQ\" width=\"20\" style=\"vertical-align: middle;\"> **RabbitMQ**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Frabbitmq\u002F) | Partitions, memory\u002Fdisk alerts, troubleshoot split-brain scenarios and more |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Frobusta_logo.png\" alt=\"Robusta\" width=\"20\" style=\"vertical-align: middle;\"> **Robusta**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Frobusta\u002F) | Multi-cluster monitoring, historical change data, runbooks, PromQL graphs and more |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fservicenow-icon.png\" alt=\"ServiceNow\" width=\"20\" style=\"vertical-align: middle;\"> **ServiceNow**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fservicenow\u002F) | Query tables and incident records |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fsentry-icon.png\" alt=\"Sentry\" width=\"20\" style=\"vertical-align: middle;\"> **Sentry**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fsentry-mcp\u002F) | Error tracking, issues, and performance monitoring (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fslab_logo.png\" alt=\"Slab\" width=\"20\" style=\"vertical-align: middle;\"> **Slab**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fslab\u002F) | Team knowledge base and runbooks on demand |\n| **Splunk** | Log search and analysis (MCP) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fpostgres-icon.png\" alt=\"SQL Databases\" width=\"20\" style=\"vertical-align: middle;\"> **SQL Databases**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fdatabase-postgresql\u002F) | PostgreSQL, MySQL, ClickHouse, MariaDB, SQL Server, SQLite |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Ftempo_logo.png\" alt=\"Tempo\" width=\"20\" style=\"vertical-align: middle;\"> **Tempo**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fgrafanatempo\u002F) | Fetch trace info, debug issues like high latency in application |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fvictorialogs-icon.png\" alt=\"VictoriaLogs\" width=\"20\" style=\"vertical-align: middle;\"> **VictoriaLogs**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fvictorialogs\u002F) | Query logs from VictoriaLogs using LogsQL |\n| **VictoriaMetrics** | Query metrics from a Prometheus-compatible TSDB (`vmsingle` \u002F `vmcluster`) |\n| [\u003Cimg src=\"images\u002Fintegration_logos\u002Fzabbix-icon.png\" alt=\"Zabbix\" width=\"20\" style=\"vertical-align: middle;\"> **Zabbix**](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002Fzabbix\u002F) | Monitor hosts, problems, events, triggers, and historical metrics |\n\nSee the [full list of built-in toolsets](https:\u002F\u002Fholmesgpt.dev\u002Fdata-sources\u002Fbuiltin-toolsets\u002F) for additional integrations including Cilium, KubeVela, Notion, and more.\n\n### 🚀 End-to-End Automation\n\nHolmesGPT can fetch alerts\u002Ftickets to investigate from external systems, then write the analysis back to the source or Slack.\n\n| Integration             | Status    | Notes |\n|-------------------------|-----------|-------|\n| Slack                   | ✅        | [Demo.](https:\u002F\u002Fwww.loom.com\u002Fshare\u002Fafcd81444b1a4adfaa0bbe01c37a4847) Available via [Robusta](https:\u002F\u002Fhome.robusta.dev\u002F) |\n| Microsoft Teams         | ✅        | Available via [Robusta](https:\u002F\u002Fhome.robusta.dev\u002F) |\n| Prometheus\u002FAlertManager | ✅        | Robusta or HolmesGPT CLI |\n| PagerDuty               | ✅        | HolmesGPT CLI only |\n| OpsGenie                | ✅        | HolmesGPT CLI only |\n| Jira                    | ✅        | HolmesGPT CLI only |\n| GitHub                  | ✅        | HolmesGPT CLI only |\n\n## Installation\n\n\u003Ca href=\"https:\u002F\u002Fholmesgpt.dev\u002Finstallation\u002Fcli-installation\u002F\">\n  \u003Cimg src=\"images\u002Fintegration_logos\u002Fall-installation-methods.png\" alt=\"All Installation Methods\" style=\"max-width:100%; height:auto;\">\n\u003C\u002Fa>\n\nRead the [installation documentation](https:\u002F\u002Fholmesgpt.dev\u002Finstallation\u002Fcli-installation\u002F) to learn how to install HolmesGPT.\n\n## Supported LLM Providers\n\n\u003Ca href=\"https:\u002F\u002Fholmesgpt.dev\u002Fai-providers\u002F\">\n  \u003Cimg src=\"images\u002Fintegration_logos\u002Fall-integration-providers.png\" alt=\"All Integration Providers\" style=\"max-width:100%; height:auto;\">\n\u003C\u002Fa>\n\nRead the [LLM Providers documentation](https:\u002F\u002Fholmesgpt.dev\u002Fai-providers\u002F) to learn how to set up your LLM API key.\n\n## Using HolmesGPT\n\nSee the [walkthrough documentation](https:\u002F\u002Fholmesgpt.dev\u002Fwalkthrough\u002F) for usage guides, including:\n\n- [Interactive mode](https:\u002F\u002Fholmesgpt.dev\u002Fwalkthrough\u002Finteractive-mode\u002F) for asking questions and follow-ups\n- [Investigating Prometheus alerts](https:\u002F\u002Fholmesgpt.dev\u002Fwalkthrough\u002Finvestigating-prometheus-alerts\u002F)\n- [CI\u002FCD troubleshooting](https:\u002F\u002Fholmesgpt.dev\u002Fwalkthrough\u002Fcicd-troubleshooting\u002F)\n\n## 🔐 Data Privacy\n\nBy design, HolmesGPT has **read-only access** and respects RBAC permissions. It is safe to run in production environments.\n\n## License\nDistributed under the Apache 2.0 License. See [LICENSE](https:\u002F\u002Fgithub.com\u002FHolmesGPT\u002Fholmesgpt\u002Fblob\u002Fmaster\u002FLICENSE) for more information.\n\u003C!-- Change License -->\n\n## Community\n\nJoin our community to discuss the HolmesGPT roadmap and share feedback:\n\n- [Community Meetups](https:\u002F\u002Fdocs.google.com\u002Fdocument\u002Fd\u002F1q3L2iUd8tNu-NmZ6QIVOJcCLHrile9CC5QguOGTn_tg\u002Fedit?tab=t.0#heading=h.ihdnrt5bstrv)\n\n## Support\n\nIf you have any questions, feel free to message us on [HolmesGPT Slack Channel](https:\u002F\u002Fcloud-native.slack.com\u002Farchives\u002FC0A1SPQM5PZ)\n\n## How to Contribute\n\nPlease read our [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines and instructions.\n\nFor help, contact us on [Slack](https:\u002F\u002Fcloud-native.slack.com\u002Farchives\u002FC0A1SPQM5PZ) or ask [DeepWiki AI](https:\u002F\u002Fdeepwiki.com\u002FHolmesGPT\u002Fholmesgpt) your questions.\n\nPlease make sure to follow the CNCF code of conduct - [details here](https:\u002F\u002Fgithub.com\u002FHolmesGPT\u002Fholmesgpt\u002Fblob\u002Fmaster\u002FCODE_OF_CONDUCT.md).\n[![Ask DeepWiki](https:\u002F\u002Fdeepwiki.com\u002Fbadge.svg)](https:\u002F\u002Fdeepwiki.com\u002FHolmesGPT\u002Fholmesgpt)\n\n[![OpenSSF Best Practices](https:\u002F\u002Fwww.bestpractices.dev\u002Fprojects\u002F11586\u002Fbadge)](https:\u002F\u002Fwww.bestpractices.dev\u002Fprojects\u002F11586)\n[![OpenSSF Scorecard](https:\u002F\u002Fapi.scorecard.dev\u002Fprojects\u002Fgithub.com\u002FHolmesGPT\u002Fholmesgpt\u002Fbadge)](https:\u002F\u002Fscorecard.dev\u002Fviewer\u002F?uri=github.com\u002FHolmesGPT\u002Fholmesgpt)\n","HolmesGPT 是一个开源的AI代理，用于调查生产环境中的事故并找到根本原因。它支持多种技术栈，包括Kubernetes、虚拟机、云服务提供商、数据库和SaaS平台。项目的核心功能包括持续24\u002F7运行的Operator模式，能够在问题影响到客户之前主动发现并通知运维团队；支持大规模数据处理与内存安全执行，确保在查询大型观测数据集时不会出现内存溢出；并且深度整合了Prometheus、Grafana等监控工具以及多种告警系统如AlertManager、PagerDuty等。此外，HolmesGPT兼容多种LLM（大语言模型）供应商，并且不要求必须使用Kubernetes，适用于任何基础设施。该工具非常适合需要提高系统可靠性和减少MTTR（平均修复时间）的企业级应用场景。",2,"2026-06-11 03:29:53","top_topic"]