AI Agent for infrastructure ops troubleshooting and fixing from Slack or Telegram.
By Tanmay Verma, Founder · Last verified 03 Jul 2026
In short
Ongrid — AI Agent for infrastructure ops troubleshooting and fixing from Slack or Telegram. Best for DevOps engineers managing heterogeneous observability stacks (Prometheus, Loki, Tempo), SRE teams wanting to reduce MTTR by querying live infrastructure from chat, Platform engineering teams building internal developer platforms with custom runbooks. Contact Sales pricing.
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Ongrid impresses with deep observability integration and chat-first incident response, ideal for teams wanting to reduce MTTR without leaving Slack. However, self-hosting and dependency on your own LLM API keys may raise the barrier for smaller shops. Worth a trial if you run Prometheus/Loki/Grafana.
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Last verified: July 2026
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
9 mentions across 3 sources (Hacker News, GitHub, Lemmy).
How likely is Ongrid to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
Last calculated: July 2026
How we score →Ongrid is an ops AI Agent that integrates with your cloud infrastructure to detect issues, find root causes, and apply fixes directly from chat platforms like Slack, Telegram, Larksuite, DingTalk, and WeCom. It connects to observability stacks (Prometheus, Grafana, Loki, Tempo, OpenTelemetry) and cloud providers, building a real-time understanding of your environment through metrics, logs, traces, topology, source code, and knowledge bases. Designed for DevOps, SREs, and platform engineering teams, Ongrid reduces mean time to resolution (MTTR) by allowing natural-language queries and automated remediation without context switching. The agent uses your choice of LLMs (Anthropic, OpenAI, GLM, DeepSeek, Gemini, Kimi, or any OpenAI-compatible relay) and operates through self-hostable Docker deployment with outbound-only connectivity, ensuring security. Ongrid differentiates itself with its infrastructure-aware root cause analysis (RCA) pipeline, which grounds answers in evidence from live telemetry and topology, rather than relying on static runbooks. It supports read-only host probing and over 26 audited skills, with full audit trails.
Ongrid targets a specific pain: infrastructure troubleshooting that requires context switching across monitoring, logging, and cloud consoles. Its approach—running root cause analysis inside Slack or Telegram using live telemetry—is genuinely useful for on-call engineers. We like the outbound-only architecture: no inbound ports, so no firewall headaches. The self-hosted deployment (Docker Compose with Prometheus, Loki, Tempo, Grafana, Qdrant) gives you full control over data residency, which matters for regulated industries. Integration breadth is solid: Prometheus, Grafana, Loki, Tempo, OpenTelemetry, Qdrant, plus chat platforms like WeCom and DingTalk, which many Western tools ignore. The agent supports multiple LLM providers, including Chinese models like GLM and Kimi—good for global or cost-conscious teams. However, there's no SaaS cloud version; you must self-host. This means you're responsible for uptime, scaling, and security of the entire stack. Setup can be nontrivial if you don't already run those observability components. Also, pricing is not publicly disclosed—you need to contact sales, which may frustrate budget-conscious buyers. Compared to alternatives like FireHydrant or PagerDuty Operations Cloud, Ongrid is less about alert management and more about deep, chat-driven RCA. We'd pick it when we want a highly customizable, self-hosted ops agent that understands our topology and can execute runbooks. But if you want a fully managed incident response platform with on-call scheduling and post-mortems, look elsewhere. The open-source Apache 2.0 license is a plus for extensibility, though the main product seems commercially licensed.
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