# Opriven > The autonomous system for production. Opriven is an autonomous system for production that diagnoses, fixes and prevents issues across an engineering team's environment. Each link below is the plain Markdown of a page on https://opriven.com; the whole set is at https://opriven.com/llms-full.txt. ## Blog - [Denoising production alerts to make on-call easier](https://opriven.com/blog/denoising-production-alerts-to-make-on-call-easier.md): How investigation evidence helps us connect related alerts, preserve separate failures, and guide the next step. - [Compressing Production Telemetry for Agents](https://opriven.com/blog/scaling-understanding.md): How we fit 10 to 100x more telemetry into the same context window, and why that changes what agents can debug. - [We used Opriven to resolve 76% of our production errors in one day](https://opriven.com/blog/clearing-76-of-our-production-errors-in-one-day.md): We pointed Opriven at our production environment to see how many errors it could resolve on its own. - [How we automated technical implementation](https://opriven.com/blog/how-we-automated-technical-implementation.md): Most startups scale onboarding by hiring forward-deployed engineers. We built Anvil to do most of it in software, before reaching for people. - [Introducing Opriven for Coding Agents](https://opriven.com/blog/introducing-opriven-for-coding-agents.md): A single MCP for the runtime context your coding agent is missing. - [Building a Unified Model of Software Systems](https://opriven.com/blog/building-a-unified-model-of-software-systems.md): A concrete approach to representing software systems for machine reasoning. - [The Future of Infrastructure is Invisible](https://opriven.com/blog/the-future-of-infrastructure-is-invisible.md): Writing code is no longer the hard part. It's everything that happens after. ## Guides - [On-Call Tools for SRE Teams Compared (October 2026)](https://opriven.com/guides/on-call-tools-sre-teams.md): Explore the best on-call tools for SRE teams in October 2026 and see which ones close the loop from alert to merged fix. - [Best RCA Tools for SRE Teams (October 2026)](https://opriven.com/guides/rca-tools-comparison.md): Compare leading RCA tools for software engineering teams this October 2026, including persistent world models and PR-based remediation. - [Understanding Agentic Production Engineering September 2026](https://opriven.com/guides/agentic-prod-engineering.md): Learn how agentic production engineering closes the gap left by coding agents, with causal context and automated PRs. September 2026. - [DevOps Engineer: Core Skills and SRE Differences (Sep 2026)](https://opriven.com/guides/devops-engineer-skills-and-sre.md): Understand DevOps engineer responsibilities and how they overlap with SRE. Covers CI/CD, alerting, and MTTR. September 2026. - [6 Best DevOps Tools for Engineering Teams (September 2026)](https://opriven.com/guides/devops-tools-engineering-teams.md): September 2026 guide to the 6 best DevOps tools, ranked on integration depth, automation, and full incident loop closure. - [What Is Telemetry in Software Engineering? Sep 2026](https://opriven.com/guides/telemetry-engineering-guide.md): Cover MELT signals, OpenTelemetry, alert noise, and distributed tracing in this SRE telemetry guide for software engineering. September 2026. - [World Model for Production Environments September 2026](https://opriven.com/guides/world-model-four-layers.md): Learn what separates a production world model from a dashboard or RAG pipeline, and how to build one that actually works. September 2026. - [What Is a Runbook? Templates & Best Practices (August 2026)](https://opriven.com/guides/what-is-a-runbook-templates-automation.md): Runbook templates, automation tips, and best practices for SREs and engineers. Learn what works and what causes drift. August 2026. - [DevSecOps Incident Response: Full Loop Guide 2026](https://opriven.com/guides/devsecops-incident-response-lifecycle.md): DevSecOps incident response in August 2026 covers classification, MTTR metrics, alert noise, postmortems, and NIST SP 800-61r3 compliance - [Root Cause Analysis: A Practical Guide (August 2026)](https://opriven.com/guides/root-cause-analysis-software-engineering.md): Root cause analysis stops repeat incidents. This August 2026 guide covers RCA steps, tools like 5 Whys and change analysis, and examples for engineers. - [Best Incident Management Software for SRE Teams Aug 2026](https://opriven.com/guides/incident-management-software-devops.md): See how the 7 best incident management software tools stack up in August 2026, from on-call scheduling to autonomous root cause analysis and PR generation. - [What Is Platform Engineering? Guide for Teams 2026](https://opriven.com/guides/platform-engineering-for-engineering-teams.md): This August 2026 guide covers platform engineering from IDP basics to salaries, tooling, and how AI coding agents are changing production workflows. - [What Is Alert Fatigue? SOC and SRE Guide (August 2026)](https://opriven.com/guides/alert-fatigue-causes-consequences-fixes.md): 46% of alerts are false positives. This August 2026 guide explains alert fatigue, its causes, and how AIOps and SLO alerting can cut volume by 90-95%. - [How to Improve MTTR in 2026: Benchmarks and Tactics](https://opriven.com/guides/mttr-mean-time-to-repair.md): Learn how to calculate MTTR, benchmark your team against DORA tiers, and fix recovery gaps. August 2026 guide for DevOps teams. - [Best Platforms for Automated Remediation (August 2026)](https://opriven.com/guides/observability-platforms-incident-response-automation.md): Top observability platforms with automated remediation compared for August 2026. Learn which tools cut MTTR and self-correct before customers notice. ## Glossary - [Agentic AI](https://opriven.com/glossary/agentic-ai.md): AI & automation - [Agentic Mission Control](https://opriven.com/glossary/agentic-mission-control.md): AI & automation - [AI for On-Call](https://opriven.com/glossary/ai-for-on-call.md): AI & automation - [AI for Production Systems](https://opriven.com/glossary/ai-for-production-systems.md): AI & automation - [AI Incident Management Platform](https://opriven.com/glossary/ai-incident-management-platform.md): Incident management - [AI SRE](https://opriven.com/glossary/ai-sre.md): AI & automation - [AIOps](https://opriven.com/glossary/aiops.md): AI & automation - [Alert Fatigue](https://opriven.com/glossary/alert-fatigue.md): Incident management - [Alert Intelligence](https://opriven.com/glossary/alert-intelligence.md): AI & automation - [Alert Investigations](https://opriven.com/glossary/alert-investigations.md): Incident management - [Alert Noise](https://opriven.com/glossary/alert-noise.md): Incident management - [Automated Incident Response](https://opriven.com/glossary/automated-incident-response.md): AI & automation - [Autonomous IT Operations](https://opriven.com/glossary/autonomous-it-operations.md): AI & automation - [Availability](https://opriven.com/glossary/availability.md): Reliability & SLOs - [Blast Radius](https://opriven.com/glossary/blast-radius.md): Incident management - [Blue-Green Deployment](https://opriven.com/glossary/blue-green-deployment.md): Deployment - [Bring Your Own Cloud (BYOC)](https://opriven.com/glossary/bring-your-own-cloud.md): SRE concepts - [Canary Deployment](https://opriven.com/glossary/canary-deployment.md): Deployment - [Causal Search Engine](https://opriven.com/glossary/causal-search-engine.md): AI & automation - [Change Management](https://opriven.com/glossary/change-management.md): Deployment - [Chaos Engineering](https://opriven.com/glossary/chaos-engineering.md): SRE concepts - [CI/CD](https://opriven.com/glossary/ci-cd.md): Deployment - [Circuit Breaker](https://opriven.com/glossary/circuit-breaker.md): SRE concepts - [Code Resilience](https://opriven.com/glossary/code-resilience.md): AI & automation - [Context Engineering](https://opriven.com/glossary/context-engineering.md): AI & automation - [Day 2 Operations](https://opriven.com/glossary/day-2-operations.md): SRE concepts - [Debugging](https://opriven.com/glossary/debugging.md): SRE concepts - [DevOps](https://opriven.com/glossary/devops.md): SRE concepts - [DORA Metrics](https://opriven.com/glossary/dora-metrics.md): Reliability & SLOs - [Downtime](https://opriven.com/glossary/downtime.md): Reliability & SLOs - [Error Budget](https://opriven.com/glossary/error-budget.md): Reliability & SLOs - [Escalation](https://opriven.com/glossary/escalation.md): Incident management - [Golden Signals](https://opriven.com/glossary/golden-signals.md): Observability - [Graceful Degradation](https://opriven.com/glossary/graceful-degradation.md): SRE concepts - [Incident](https://opriven.com/glossary/incident.md): Incident management - [Kubernetes (K8s)](https://opriven.com/glossary/kubernetes.md): SRE concepts - [MELT](https://opriven.com/glossary/melt.md): Observability - [MTBF](https://opriven.com/glossary/mtbf.md): Reliability & SLOs - [MTTA](https://opriven.com/glossary/mtta.md): Reliability & SLOs - [MTTD](https://opriven.com/glossary/mttd.md): Reliability & SLOs - [MTTF](https://opriven.com/glossary/mttf.md): Reliability & SLOs - [MTTM](https://opriven.com/glossary/mttm.md): Reliability & SLOs - [MTTR](https://opriven.com/glossary/mttr.md): Reliability & SLOs - [Multi-Model Orchestration](https://opriven.com/glossary/multi-model-orchestration.md): AI & automation - [Nines of Availability](https://opriven.com/glossary/nines-of-availability.md): Reliability & SLOs - [Observability](https://opriven.com/glossary/observability.md): Observability - [On-Call](https://opriven.com/glossary/on-call.md): Incident management - [OOMKilled Errors](https://opriven.com/glossary/oomkilled-errors.md): SRE concepts - [OpenTelemetry (OTel)](https://opriven.com/glossary/opentelemetry.md): Observability - [Pager Fatigue](https://opriven.com/glossary/pager-fatigue.md): Incident management - [Pod Pending State](https://opriven.com/glossary/pod-pending-state.md): SRE concepts - [Postmortem](https://opriven.com/glossary/postmortem.md): Incident management - [Proactive Incident Management](https://opriven.com/glossary/proactive-incident-management.md): Incident management - [Production Readiness](https://opriven.com/glossary/production-readiness.md): SRE concepts - [Production Systems](https://opriven.com/glossary/production-systems.md): SRE concepts - [Rollback](https://opriven.com/glossary/rollback.md): Deployment - [Root Cause Analysis (RCA)](https://opriven.com/glossary/root-cause-analysis.md): Incident management - [Runbook](https://opriven.com/glossary/runbook.md): Incident management - [Severity](https://opriven.com/glossary/severity.md): Incident management - [Site Reliability Engineering (SRE)](https://opriven.com/glossary/site-reliability-engineering.md): SRE concepts - [SLA](https://opriven.com/glossary/sla.md): Reliability & SLOs - [SLI](https://opriven.com/glossary/sli.md): Reliability & SLOs - [SLO](https://opriven.com/glossary/slo.md): Reliability & SLOs - [Software Reliability](https://opriven.com/glossary/software-reliability.md): Reliability & SLOs - [Toil](https://opriven.com/glossary/toil.md): SRE concepts - [Uptime](https://opriven.com/glossary/uptime.md): Reliability & SLOs - [Vibe Coding](https://opriven.com/glossary/vibe-coding.md): AI & automation - [Vibe Debugging](https://opriven.com/glossary/vibe-debugging.md): AI & automation ## Integrations - [Aiven](https://opriven.com/integrations/aiven.md): Manage Aiven projects and open-source cloud data services. - [Amplitude](https://opriven.com/integrations/amplitude.md): Product analytics for events, funnels, cohorts, and user behavior. - [Argo CD](https://opriven.com/integrations/argo-cd.md): Manage GitOps applications, syncs, and rollout status. - [Asana](https://opriven.com/integrations/asana.md): Task management, project tracking, and collaboration. - [Atlassian](https://opriven.com/integrations/atlassian.md): Manage Jira issues and access Confluence knowledge. - [Axiom](https://opriven.com/integrations/axiom.md): Observability and logging with APL queries, datasets, and monitors. - [Azure DevOps](https://opriven.com/integrations/azure-devops.md): Inspect repos, pull requests, work items, and pipelines. - [BetterStack](https://opriven.com/integrations/betterstack.md): Uptime monitoring and incident management. - [BigQuery](https://opriven.com/integrations/bigquery.md): Run read-only SQL and inspect BigQuery datasets and tables. - [Braintrust](https://opriven.com/integrations/braintrust.md): Query AI experiments, datasets, logs, prompts, and docs. - [BugSnag](https://opriven.com/integrations/bugsnag.md): Error monitoring for errors, releases, builds, and performance data. - [Buildkite](https://opriven.com/integrations/buildkite.md): CI/CD pipelines, builds, and deployment management. - [Chronosphere](https://opriven.com/integrations/chronosphere.md): Prometheus metrics, logs, traces, dashboards, and SLOs. - [CircleCI](https://opriven.com/integrations/circleci.md): Pipeline logs, flaky test detection, and config analysis. - [ClickHouse](https://opriven.com/integrations/clickhouse.md): Run read-only SQL against ClickHouse databases and tables. - [ClickUp](https://opriven.com/integrations/clickup.md): Project management for tasks, docs, and workspaces. - [Cloudflare](https://opriven.com/integrations/cloudflare.md): DNS, logs, analytics, and observability across Cloudflare. - [CloudWatch](https://opriven.com/integrations/cloudwatch.md): Inspect AWS metrics, logs, and alarms. - [Confluent](https://opriven.com/integrations/confluent.md): Manage Kafka topics, connectors, schemas, and Flink SQL. - [Coralogix](https://opriven.com/integrations/coralogix.md): Observability for logs, traces, metrics, and real-user monitoring. - [Cortex](https://opriven.com/integrations/cortex.md): Query service catalog, scorecards, ownership, and on-call data. - [CrowdStrike](https://opriven.com/integrations/crowdstrike.md): Endpoint detections, incidents, hosts, and threat intelligence. - [Customer.io](https://opriven.com/integrations/customer-io.md): Manage campaigns, messages, analytics, and customer data. - [Datadog](https://opriven.com/integrations/datadog.md): Correlate metrics, logs, and traces. - [Dynatrace](https://opriven.com/integrations/dynatrace.md): Full-stack observability with DQL queries and problem analysis. - [Elasticsearch](https://opriven.com/integrations/elasticsearch.md): Search, query, and analyze Elasticsearch indices and clusters. - [Fireflies](https://opriven.com/integrations/fireflies.md): Retrieve meeting transcripts, summaries, and action items. - [GitHub](https://opriven.com/integrations/github.md): Search your codebase for the root cause. - [Glean](https://opriven.com/integrations/glean.md): Enterprise search across company knowledge and tools. - [Google Cloud](https://opriven.com/integrations/google-cloud.md): Connect Google Cloud logging, monitoring, and tracing. - [Grafana](https://opriven.com/integrations/grafana.md): Dashboards, alerting, Prometheus, Loki, OnCall, and incidents. - [groundcover](https://opriven.com/integrations/groundcover.md): Query logs, traces, metrics, events, and Kubernetes resources. - [Honeycomb](https://opriven.com/integrations/honeycomb.md): Distributed tracing, telemetry queries, alerts, and dashboards. - [iLert](https://opriven.com/integrations/ilert.md): Alerting, on-call, escalations, and status pages. - [Incident.io](https://opriven.com/integrations/incident-io.md): Pull incident timelines into investigations. - [Instana](https://opriven.com/integrations/instana.md): Application performance monitoring for infrastructure and events. - [Intercom](https://opriven.com/integrations/intercom.md): Search conversations, contacts, companies, and help articles. - [Jam](https://opriven.com/integrations/jam.md): Bring recordings, console logs, and network requests into context. - [JFrog](https://opriven.com/integrations/jfrog.md): Inspect Artifactory repositories, builds, and Xray vulnerabilities. - [Kloudfuse](https://opriven.com/integrations/kloudfuse.md): Unified observability for metrics, logs, traces, and events. - [Kombo](https://opriven.com/integrations/kombo.md): Surface ATS integration health and candidate application state. - [LaunchDarkly](https://opriven.com/integrations/launchdarkly.md): Feature flag management for flags, environments, and AI configs. - [Linear](https://opriven.com/integrations/linear.md): Issue tracking and project management. - [Logfire](https://opriven.com/integrations/logfire.md): OpenTelemetry-native observability for traces, logs, and metrics. - [Logz.io](https://opriven.com/integrations/logz-io.md): ELK-based observability for logs, metrics, and tracing. - [Loki](https://opriven.com/integrations/loki.md): Search logs to understand what failed. - [Mezmo](https://opriven.com/integrations/mezmo.md): Log analysis, root-cause detection, and pipeline management. - [Microsoft Azure](https://opriven.com/integrations/azure.md): Inspect Azure resources, Monitor logs, and metrics. - [MongoDB Atlas](https://opriven.com/integrations/mongodb-atlas.md): Query collections, inspect schemas, and run aggregations. - [Neon](https://opriven.com/integrations/neon.md): Serverless Postgres with branching, queries, and schema inspection. - [New Relic](https://opriven.com/integrations/new-relic.md): Unified observability for logs, metrics, traces, and synthetics. - [Notion](https://opriven.com/integrations/notion.md): Workspace knowledge for pages, databases, and comments. - [OneUptime](https://opriven.com/integrations/oneuptime.md): Monitoring for incidents, alerts, status pages, and on-call. - [OpenSearch](https://opriven.com/integrations/opensearch.md): Search, analytics, and log exploration for OpenSearch clusters. - [OpsLevel](https://opriven.com/integrations/opslevel.md): Service catalog, scorecards, teams, and dependencies. - [PagerDuty](https://opriven.com/integrations/pagerduty.md): Ingest incidents and alerts from PagerDuty. - [PlanetScale](https://opriven.com/integrations/planetscale.md): Query and manage MySQL with short-lived credentials. - [PostHog](https://opriven.com/integrations/posthog.md): Product analytics, error tracking, logs, and session replay. - [Prometheus](https://opriven.com/integrations/prometheus.md): Use metrics to explain system behavior. - [Render](https://opriven.com/integrations/render.md): Cloud services, logs, metrics, and databases. - [Rootly](https://opriven.com/integrations/rootly.md): Incident management and response. - [Sentry](https://opriven.com/integrations/sentry.md): Track application errors to their source. - [ServiceNow](https://opriven.com/integrations/servicenow.md): ITSM incidents, changes, and CMDB records. - [Shortcut](https://opriven.com/integrations/shortcut.md): Manage stories, epics, iterations, and objectives. - [Slack](https://opriven.com/integrations/slack.md): Start investigations and triage alerts in Slack. - [Snowflake](https://opriven.com/integrations/snowflake.md): Data warehouse queries, schema exploration, and Cortex AI. - [Splunk](https://opriven.com/integrations/splunk.md): Run SPL queries and investigate security and operational events. - [Statsig](https://opriven.com/integrations/statsig.md): Feature flags, experiments, rollouts, and product analytics. - [Supabase](https://opriven.com/integrations/supabase.md): Query databases, run migrations, and inspect auth and storage. - [TeamCity](https://opriven.com/integrations/teamcity.md): Inspect projects, build configurations, builds, and logs. - [Tempo](https://opriven.com/integrations/tempo.md): Follow traces across services. - [Temporal](https://opriven.com/integrations/temporal.md): Inspect workflows, executions, histories, queries, and schedules. - [Trigger.dev](https://opriven.com/integrations/trigger-dev.md): Monitor background jobs and task runs. - [Upstash](https://opriven.com/integrations/upstash.md): Manage serverless Redis and Kafka resources and usage. - [Vercel](https://opriven.com/integrations/vercel.md): Tie deploys to runtime failures. - [VictoriaLogs](https://opriven.com/integrations/victoria-logs.md): Explore logs with LogsQL, fields, streams, and stats. - [VictoriaMetrics](https://opriven.com/integrations/victoria-metrics.md): Prometheus-compatible metrics, alerting, and anomaly detection. - [VictoriaMetrics Cloud](https://opriven.com/integrations/victoria-metrics-cloud.md): Cloud metrics, alerting, and deployment management. - [Zendesk](https://opriven.com/integrations/zendesk.md): Customer support tickets and comments. ## Legal - [Privacy Policy](https://opriven.com/privacy.md) - [Terms of Service](https://opriven.com/terms.md)