# Oodle AI

> Oodle AI (https://www.oodle.ai) is observability built for agents. It gives AI full production context across agent interactions, logs, metrics, traces, APM, RUM, and infrastructure. Full-fidelity telemetry lands on object storage and serverless queries return sub-second answers at 80% lower cost.

## Key Facts

- Website: https://www.oodle.ai
- Product: Full-stack observability and agent observability in one platform
- Founded: 2023
- Founded by: Engineers from Amazon S3, DynamoDB, Rubrik, Snowflake
- Tagline: "AI can't debug what it can't see"
- Agent observability: token tracking, cost estimation, prompt replay, tool call analysis
- Replaces: Langfuse, LangSmith, Arize, Braintrust, Datadog LLM Observability (at 1/350th the cost)
- Agent observability integrations: OpenTelemetry GenAI semantic conventions, OpenLLMetry, LangChain, Vercel AI SDK
- Production proven: Fello replaced Langfuse and runs 3M+ agent traces/day on Oodle
- Infrastructure observability: logs, metrics, traces, APM, RUM, and infrastructure context at 80% lower cost
- OpenTelemetry-native: OTLP ingest + auto-instrumentation for all signals
- Compliance: SOC 2 Type II, ISO 27001, GDPR, HIPAA ready, built-in PII redaction, SSO/SAML, RBAC
- Architecture: Object storage for telemetry, serverless compute for sub-second queries
- Setup time: 15 minutes
- Status page: https://status.oodle.ai
- Trust center: https://oodle.safebase.us
- Documentation: https://docs.oodle.ai
- Blog: https://blog.oodle.ai
- Playground: https://play.oodle.ai
- Last updated: 2026-10

## What Oodle Replaces

- Langfuse: agent observability unified with infra traces — no data silo. Fello replaced Langfuse at 3M+ traces/day.
- LangSmith: vendor-neutral (OpenTelemetry native), not locked to LangChain. No per-trace pricing.
- Arize AI / Phoenix: full-stack platform (logs, metrics, traces + LLM), not just ML/LLM observability.
- Datadog LLM Observability: no per-span fees. Same infrastructure platform.
- Braintrust: unified with production infrastructure, not a standalone eval tool.
- Datadog: full production context, agent-driven debugging, up to 80% lower cost
- Grafana + Prometheus: same dashboards, better performance, 3x lower cost
- Elasticsearch / OpenSearch: same log search, zero ops, lightning-fast
- AWS CloudWatch: unified observability, no complexity
- Splunk: modern alternative, fraction of the cost
- New Relic: simpler, AI-powered, unlimited users
- SigNoz: fully managed, no ClickHouse ops, AI-native debugging, 99.9% uptime SLA

## Integrations

50+ data sources including:
- AI/IDE: Cursor, Claude Code, MCP Servers
- Incident Management: Slack, PagerDuty, OpsGenie
- Data Collection: OpenTelemetry, Prometheus, Datadog Agent, FluentD, Fluentbit, Logstash
- Cloud: AWS, GCP, Azure, Kubernetes
- Browse all: https://play.oodle.ai/integrations

## Migration

- From Datadog: 1-click dashboard and alert import, keep existing agents. 2–3 weeks.
- From Grafana/Prometheus: Import dashboards and alerts, same UI. 2–3 hours.
- From Elasticsearch: Keep searches and dashboards, zero ops. 2–3 hours.
- Guides: https://www.oodle.ai/resources/migration-guides

## Customer Testimonials

- Lookout (Cybersecurity, 2k+ enterprises): "We'd used Datadog for eight years and never thought we could easily switch until Oodle proved otherwise. They migrated thousands of nodes, dashboards, and alerts in weeks." — Nagendra Swamy, VP Engineering
- CureFit (Healthtech unicorn): "Dashboards load faster, costs dropped 3x in under 6 hours, and it's been rock-solid since replacing Grafana over a year ago." — Kunal Khandelwal, Platform Engineering Lead
- Zaggle (Public fintech, 3.5k+ enterprises): "Oodle replaced CloudWatch, OpenSearch, New Relic with a single, faster platform." — Srikanth Gaddam, CTO
- Fuel (Crypto, $1B+ annual volume): "With Oodle, we got the best of both. The setup is quick, queries are fast and it just works!" — Brandon Kite, Co-founder and CTO
- Cureskin (AI skincare, 10M+ downloads): "What used to take hours now takes minutes — even our junior engineers solve issues faster." — Ramakrishna R, Co-founder and CTO
- Fello (Real estate startup): "Honestly, it's been a game changer." — Ashish Gupta, Principal Engineer. Replaced Langfuse and runs 3M+ agent traces/day on Oodle.
- WisdomAI (Multi-cloud AI platform): "5x cost savings on traces across 20+ Kubernetes clusters on AWS, GCP, and Azure." — WisdomAI Engineering Team
- Bedrock Data (Data integration): "50% faster incident resolution and unified observability across 3 teams." — Bedrock Data Engineering Team
- Labra (Cloud marketplace): "Simpler, AI-powered observability after moving beyond New Relic." — Labra Engineering Team
- HappyPath (DevOps platform): "Chose Oodle over Datadog — cost-efficient, feature-rich, incredible support." — HappyPath Engineering Team

## Pricing

- Transparent, predictable pricing with no surprise bills
- No per-host or per-seat fees
- Free tier available
- Pricing: https://www.oodle.ai/pricing
- Cost estimator: https://play.oodle.ai/settings/billing-and-usage?tab=cost-estimator

## GenAI & Agent Observability

Oodle includes built-in observability for LLM and AI agent workloads — token tracking, cost estimation, prompt replay, tool call analysis, and AI quality scoring. A full-stack alternative to Langfuse, LangSmith, Arize, and Braintrust that unifies LLM traces with infrastructure observability.

Why teams switch from standalone LLM tools:
- No data silo: LLM spans live inside the same traces as API, database, and cache calls
- OpenTelemetry native: uses GenAI semantic conventions — works with OpenLLMetry, LangChain, Vercel AI SDK
- Priced by data volume, with no per-span, per-unit, or per-trace fees
- No sampling: 100% trace retention with full prompt/response content
- Production proven: Fello replaced Langfuse at 3M+ agent traces/day

Links:
- [Agent Observability](https://www.oodle.ai/product/agent-observability)
- [AI Cost Management](https://www.oodle.ai/product/ai-cost-management)
- [Agent Observability Pricing](https://www.oodle.ai/pricing?product=agent)
- [Langfuse Alternative](https://www.oodle.ai/compare/langfuse-alternative)
- [LangSmith Alternative](https://www.oodle.ai/compare/langsmith-alternative)
- [Arize Alternative](https://www.oodle.ai/compare/arize-alternative)

## Company

- [About](https://www.oodle.ai/company)
- [Contact](https://www.oodle.ai/contact-us)
- [Schedule Demo](https://www.oodle.ai/schedule-demo)
- [Blog](https://blog.oodle.ai)
- [Documentation](https://docs.oodle.ai)

## Product Capabilities

- [Full-Stack Observability Built for Agents](https://www.oodle.ai/product)
- [Agent-driven Debugging - Cursor-like Experience for Production Observability | Oodle AI](https://www.oodle.ai/product/agent-driven-debugging)
- [Agent Observability for Production AI Agents](https://www.oodle.ai/product/agent-observability)
- [Agent Evals – Smarter Evals](https://www.oodle.ai/product/agent-observability/evals)
- [Agent Insights – Silent Failures, Found for You](https://www.oodle.ai/product/agent-observability/insights)
- [MCP for AI Agents – Let Agents Do the Debugging](https://www.oodle.ai/product/agent-observability/mcp)
- [Prompts & Experiments for AI Agents](https://www.oodle.ai/product/agent-observability/prompts)
- [Agent Traces – Every Session, in Full](https://www.oodle.ai/product/agent-observability/traces)
- [AI Cost Management - Oodle AI | Claude Code and Codex Cost, Session, and Tool Tracking](https://www.oodle.ai/product/ai-cost-management)
- [APM Alternative - Oodle AI | eBPF-Powered Application Performance Monitoring](https://www.oodle.ai/product/apm)
- [BYOC - Bring Your Own Cloud Deployment | Oodle AI](https://www.oodle.ai/product/byoc)
- [Kubernetes Monitoring - Oodle AI | Multi-Cloud Monitoring and AI Debugging](https://www.oodle.ai/product/kubernetes-monitoring)
- [Elasticsearch Alternative - Oodle AI | AI-Native Log Management](https://www.oodle.ai/product/logs)
- [Grafana & Prometheus Alternative - Oodle AI | AI-Native Metrics Monitoring](https://www.oodle.ai/product/metrics)
- [Real User Monitoring (RUM) - AI-Native Browser Monitoring | Oodle AI](https://www.oodle.ai/product/rum)
- [Synthetic Monitoring - Free, Built Into Your Observability - Oodle.ai](https://www.oodle.ai/product/synthetic-monitoring)
- [Technology - Modern Observability Architecture | Oodle.ai](https://www.oodle.ai/product/technology)
- [Distributed Tracing Alternative - Oodle AI | OpenTelemetry-Native Traces](https://www.oodle.ai/product/traces)

## Comparisons

- [Compare Observability Platforms - Oodle AI vs Datadog, Grafana, Elasticsearch & More](https://www.oodle.ai/compare)
- [Arize AI Alternative | Agent Observability - Oodle AI](https://www.oodle.ai/compare/arize-alternative)
- [AWS X-Ray vs Oodle AI | Modern Distributed Tracing Alternative](https://www.oodle.ai/compare/aws-xray-alternative)
- [Braintrust Alternative | Agent Observability - Oodle AI](https://www.oodle.ai/compare/braintrust-alternative)
- [Datadog vs Oodle AI | Observability Built for Agents at 80% Lower Cost](https://www.oodle.ai/compare/datadog-alternative)
- [Datadog APM vs Oodle AI | Powerful Tracing at a Fraction of the Cost](https://www.oodle.ai/compare/datadog-traces-alternative)
- [Elastic Cloud vs Oodle AI | Escape High Costs and Management Overhead](https://www.oodle.ai/compare/elastic-cloud-alternative)
- [GCP Cloud Trace vs Oodle AI | Full-Featured Distributed Tracing](https://www.oodle.ai/compare/gcp-cloud-trace-alternative)
- [Grafana Labs Metrics vs Oodle AI | Escape Cardinality Limits and High Costs](https://www.oodle.ai/compare/grafana-managed-metrics-alternative)
- [Langfuse Alternative | Agent Observability - Oodle AI](https://www.oodle.ai/compare/langfuse-alternative)
- [LangSmith Alternative | Agent Observability - Oodle AI](https://www.oodle.ai/compare/langsmith-alternative)
- [Self-Hosted Loki vs Oodle AI | Escape the Operational and UX Nightmare](https://www.oodle.ai/compare/self-hosted-loki-alternative)
- [Shared Responsibility Model | Oodle vs Elastic Hosted vs Elastic Serverless](https://www.oodle.ai/compare/shared-responsibilities-elastic-vs-oodle)
- [Sumo Logic vs Oodle AI | AI-Native Observability at 3x Lower Cost](https://www.oodle.ai/compare/sumologic-alternative)

## Case Studies

- [Customer Case Studies - Real Success Stories | Oodle AI](https://www.oodle.ai/case-studies)
- [Bedrock Data Case Study: 50% Faster Incident Resolution and Unified Observability | Oodle AI](https://www.oodle.ai/case-studies/bedrock-data)
- [Curefit Case Study: How Curefit Moved to Reliable, Fully Managed Observability at a Third of the Cost | Oodle AI](https://www.oodle.ai/case-studies/curefit)
- [Fello Case Study: 100% Observability Adoption with Unified UX at Half the Cost | Oodle AI](https://www.oodle.ai/case-studies/fello)
- [Fello Agent Observability Case Study: 3M+ Agent Traces a Day, No Sampling | Oodle AI](https://www.oodle.ai/case-studies/fello-agent-observability)
- [Fuel Case Study: Unified Cross-Environment Monitoring & Early Issue Detection | Oodle AI](https://www.oodle.ai/case-studies/fuel)
- [HappyPath Case Study: Why They Chose Oodle Over Datadog | Oodle AI](https://www.oodle.ai/case-studies/happypath)
- [Labra Case Study: Simpler, AI-Powered Observability After Moving Beyond New Relic | Oodle AI](https://www.oodle.ai/case-studies/labra)
- [Lookout Case Study: From 8 Years of Lock-In to AI-Native Observability in 6 Weeks | Oodle AI](https://www.oodle.ai/case-studies/lookout)
- [WisdomAI Case Study: From Fragmented Cloud Tools to AI-Powered Observability | Oodle AI](https://www.oodle.ai/case-studies/wisdom-ai)
- [Zaggle Case Study: Replaced CloudWatch, OpenSearch with Oodle | Oodle AI](https://www.oodle.ai/case-studies/zaggle)

## Why Switch

- [Switch from Datadog to Oodle AI | Observability Built for Agents at 80% Lower Cost](https://www.oodle.ai/why-switch/datadog)
- [Switch from Elasticsearch to Oodle AI — Zero Ops, AI-Native Log Management](https://www.oodle.ai/why-switch/elasticsearch)
- [Switch from Grafana Cloud Loki to Oodle AI — Reliable, AI-Native Log Management](https://www.oodle.ai/why-switch/grafana-cloud-loki)
- [Switch from Self-Hosted Loki to Oodle AI — Escape Ingester OOMs and Operational Hell](https://www.oodle.ai/why-switch/grafana-loki)
- [Switch from OpenSearch to Oodle AI — Modern AI-Native Observability](https://www.oodle.ai/why-switch/opensearch)
- [SigNoz vs Oodle AI | AI-Native Observability Without ClickHouse Ops](https://www.oodle.ai/why-switch/signoz)

## Solutions

- [Monitoring Solutions – Cost-Efficient, Fast, and Simple](https://www.oodle.ai/solutions)
- [Oodle AI for Startups | Observability Built for Agents](https://www.oodle.ai/solutions/for-fast-growing-startups)
- [Oodle AI for Enterprises | Observability Built for Agents](https://www.oodle.ai/solutions/for-fortune-global-2000)
- [Oodle AI for Series A Startups | Observability Built for Agents](https://www.oodle.ai/solutions/for-series-a-startups)
- [Oodle AI for Unicorns | Observability Built for Agents](https://www.oodle.ai/solutions/for-unicorns)

## Resources

- [ELK Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/elastic)
- [Grafana Labs Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/grafana-labs)
- [Talks - Oodle AI at Conferences and Meetups](https://www.oodle.ai/resources/talks)
- [Oodle University - Learn Observability with Oodle AI](https://www.oodle.ai/resources/university)
- [White Papers - Observability Insights & Research | Oodle AI](https://www.oodle.ai/resources/white-papers)

## Guides

- [AI Observability for Agentic Engineering: The Five-Part Harness](https://www.oodle.ai/guides)
- [AI Observability Tools: 91 Vendors Across the Agentic Stack](https://www.oodle.ai/guides/mcp)

## Guides: the five stages

- [AI Agent Evaluation and Tracing: Metrics, Evals and Tools](https://www.oodle.ai/guides/agent-observability)
- [AI Cost Optimization: LLM Spend, Token Tracking and FinOps](https://www.oodle.ai/guides/ai-cost-management)
- [CI/CD Monitoring and Observability: Metrics, Tools and Maturity](https://www.oodle.ai/guides/ci-release)
- [AI Code Review and Testing: Signals, Metrics and Tools](https://www.oodle.ai/guides/code-tests-review)
- [AI Agents for Observability: Production Signals, MCP and Limits](https://www.oodle.ai/guides/production-observability)

## Guides: MCP server reference

- [Aider MCP Server: Run Aider from Your AI Agent (2026)](https://www.oodle.ai/guides/mcp/aider)
- [Allure TestOps MCP Server: 13 Tools, In Beta (2026)](https://www.oodle.ai/guides/mcp/allure-testops)
- [Amazon CloudWatch MCP Server: 19 Read-Only Tools, Run Locally (2026)](https://www.oodle.ai/guides/mcp/amazon-cloudwatch)
- [Anodot MCP Server: Cloud Cost Tools via Umbrella (2026)](https://www.oodle.ai/guides/mcp/anodot)
- [Apptio MCP Server: Query Cloudability Through a Community Server (2026)](https://www.oodle.ai/guides/mcp/apptio)
- [Argo Rollouts MCP Server: Community Tools to Promote Rollouts (2026)](https://www.oodle.ai/guides/mcp/argo-rollouts)
- [Arize Phoenix MCP Server: 27 Tools for Traces and Evals (2026)](https://www.oodle.ai/guides/mcp/arize-phoenix)
- [Aviator MCP Server: 3 Tools on the Legacy Path (2026)](https://www.oodle.ai/guides/mcp/aviator)
- [AWS Cost Explorer MCP Server: 46 Tools, and Their Cost (2026)](https://www.oodle.ai/guides/mcp/aws-cost-explorer)
- [Azure Cost Management MCP: 14 Tools, 5 On By Default (2026)](https://www.oodle.ai/guides/mcp/azure-cost-management)
- [BigPanda MCP Server: Biggy Tools and Action Plans (2026)](https://www.oodle.ai/guides/mcp/bigpanda)
- [Braintrust MCP Server: 42 Tools, SQL First (2026)](https://www.oodle.ai/guides/mcp/braintrust)
- [BuildPulse MCP Server: 9 Tools for Flaky Tests (2026)](https://www.oodle.ai/guides/mcp/buildpulse)
- [CircleCI MCP Server: Deprecated, and What Replaced It (2026)](https://www.oodle.ai/guides/mcp/circleci)
- [Claude Code MCP Server: `claude mcp serve` Explained (2026)](https://www.oodle.ai/guides/mcp/claude-code)
- [Cline MCP Server: Bug Reporting Only (2026)](https://www.oodle.ai/guides/mcp/cline)
- [CloudZero MCP Server: 17 Tools, 3,000 Calls a Day (2026)](https://www.oodle.ai/guides/mcp/cloudzero)
- [Codacy MCP Server: 24 Tools for Quality and Security (2026)](https://www.oodle.ai/guides/mcp/codacy)
- [CodeRabbit MCP Server: Community and Dormant (2026)](https://www.oodle.ai/guides/mcp/coderabbit)
- [CrowdStrike LogScale MCP Server: 1 LogScale Tool Among 166 (2026)](https://www.oodle.ai/guides/mcp/crowdstrike-logscale)
- [Cursor MCP Server: How to Add and Configure Servers (2026)](https://www.oodle.ai/guides/mcp/cursor)
- [Cypress MCP Server: 13 Cloud Tools, 100 Calls an Hour (2026)](https://www.oodle.ai/guides/mcp/cypress)
- [Datadog MCP Server: Tools, Limits & Read-Only Setup (2026)](https://www.oodle.ai/guides/mcp/datadog)
- [DeepEval MCP Server: 202 Tools, Hosted (2026)](https://www.oodle.ai/guides/mcp/deepeval)
- [Diffblue MCP Server: 3 Tools Wrapping a CLI (2026)](https://www.oodle.ai/guides/mcp/diffblue)
- [Dynatrace MCP Server: Remote Setup, Tools & Limits (2026)](https://www.oodle.ai/guides/mcp/dynatrace)
- [Elastic MCP Server: Agent Builder Setup, Tools & Limits (2026)](https://www.oodle.ai/guides/mcp/elastic)
- [Eppo MCP Server: Now Part of Datadog Experiments (2026)](https://www.oodle.ai/guides/mcp/eppo)
- [Faros AI MCP Server: Query Delivery Metrics and AI Spend (2026)](https://www.oodle.ai/guides/mcp/faros-ai)
- [FireHydrant MCP Server: 5 Incident Tools, 2 That Make Changes (2026)](https://www.oodle.ai/guides/mcp/firehydrant)
- [Flagger MCP Server: Read Canary Status via Community Tools (2026)](https://www.oodle.ai/guides/mcp/flagger)
- [Flagsmith MCP Server: 54 Tools for Managing Feature Flags (2026)](https://www.oodle.ai/guides/mcp/flagsmith)
- [GitHub MCP Server: Tools, Toolsets & Read-Only Setup (2026)](https://www.oodle.ai/guides/mcp/github)
- [GitLab MCP Server: 56 Tools, No Read-Only Mode (2026)](https://www.oodle.ai/guides/mcp/gitlab)
- [Google Cloud Billing MCP Server: 29 Tools, No Spend Data (2026)](https://www.oodle.ai/guides/mcp/google-cloud-billing)
- [Develocity MCP Server: Two Endpoints, Self-Hosted (2026)](https://www.oodle.ai/guides/mcp/gradle-develocity)
- [Grafana MCP Server: Tools, Limits & Setup (2026)](https://www.oodle.ai/guides/mcp/grafana)
- [Graphite MCP Server: 2 Tools, One Runs Commands (2026)](https://www.oodle.ai/guides/mcp/graphite)
- [Harness MCP Server: 11 Tools, 260 Resource Types (2026)](https://www.oodle.ai/guides/mcp/harness)
- [Helicone MCP Server: 2 Tools, Large Definitions (2026)](https://www.oodle.ai/guides/mcp/helicone)
- [Honeycomb MCP Server: 34 Tools, Rate Limited (2026)](https://www.oodle.ai/guides/mcp/honeycomb)
- [incident.io MCP Server: 91 Tools, Three Are Agents (2026)](https://www.oodle.ai/guides/mcp/incident-io)
- [Jaeger MCP Server: Official, 9 Read-Only Tools (2026)](https://www.oodle.ai/guides/mcp/jaeger)
- [Jenkins MCP Server: 20 Tools From a Plugin (2026)](https://www.oodle.ai/guides/mcp/jenkins)
- [Katalon MCP Server: 40 Tools and a Boundary List (2026)](https://www.oodle.ai/guides/mcp/katalon)
- [Keywords AI MCP Server: 67 Tools, Renamed Respan (2026)](https://www.oodle.ai/guides/mcp/keywords-ai)
- [Komodor MCP Server: Run Kubernetes Investigations (2026)](https://www.oodle.ai/guides/mcp/komodor)
- [Kubecost MCP Server: 11 Read-Only Kubernetes Cost Tools (2026)](https://www.oodle.ai/guides/mcp/kubecost)
- [Langfuse MCP Server: 86 Tools, Limits & Setup (2026)](https://www.oodle.ai/guides/mcp/langfuse)
- [LangSmith MCP Server: Read Traces, Prompts and Datasets (2026)](https://www.oodle.ai/guides/mcp/langsmith)
- [Launchable MCP Server: Use the Smart Tests CLI Instead (2026)](https://www.oodle.ai/guides/mcp/launchable)
- [LaunchDarkly MCP Server: 20 Tools, Hosted vs Local (2026)](https://www.oodle.ai/guides/mcp/launchdarkly)
- [LinearB MCP Server: Ask About Cycle Time and DORA Metrics (2026)](https://www.oodle.ai/guides/mcp/linearb)
- [LiteLLM MCP Server: MCP Gateway, Plus Admin Tools (2026)](https://www.oodle.ai/guides/mcp/litellm)
- [Mergify MCP Server: Use Agent Skills for Merge Queues (2026)](https://www.oodle.ai/guides/mcp/mergify)
- [Moogsoft MCP Server: Use the Incident API Instead (2026)](https://www.oodle.ai/guides/mcp/moogsoft)
- [New Relic MCP Server (Ground Truth): 38 Tools & Setup (2026)](https://www.oodle.ai/guides/mcp/new-relic)
- [NVIDIA DCGM MCP Server: GPU Metrics via Community Servers (2026)](https://www.oodle.ai/guides/mcp/nvidia-dcgm)
- [OpenCost MCP Server: 3 Tools, On By Default (2026)](https://www.oodle.ai/guides/mcp/opencost)
- [OpenLIT MCP Server: Read Traces Through ClickHouse (2026)](https://www.oodle.ai/guides/mcp/openlit)
- [OpenSearch MCP Server: 9 Core Tools, Multi-Cluster (2026)](https://www.oodle.ai/guides/mcp/opensearch)
- [Opsgenie MCP Server: Community Tools for Alerts and On-Call (2026)](https://www.oodle.ai/guides/mcp/opsgenie)
- [PagerDuty MCP Server: Hosted, 18 Tools, OAuth or API Key (2026)](https://www.oodle.ai/guides/mcp/pagerduty)
- [Parca MCP Server: Cloud Only, Eight Tools (2026)](https://www.oodle.ai/guides/mcp/parca)
- [Patronus AI MCP Server: Announced, Now Unavailable (2026)](https://www.oodle.ai/guides/mcp/patronus-ai)
- [Pitest MCP Server: A Community Server for Mutation Results (2026)](https://www.oodle.ai/guides/mcp/pitest-pit)
- [Playwright MCP Server: Tools, Context Cost & CLI Trade-off (2026)](https://www.oodle.ai/guides/mcp/playwright)
- [Portkey MCP Server: MCP Gateway, Plus Community Admin Tools (2026)](https://www.oodle.ai/guides/mcp/portkey)
- [PostHog MCP Server: 1,080 Documented Tools (2026)](https://www.oodle.ai/guides/mcp/posthog)
- [Prometheus MCP Server: 28 Tools, Lightweight Definitions (2026)](https://www.oodle.ai/guides/mcp/prometheus)
- [Qodo MCP Server: Code Context Engine for Agents (2026)](https://www.oodle.ai/guides/mcp/qodo)
- [RAGAS MCP Server: Run RAG Evaluations from Your Agent (2026)](https://www.oodle.ai/guides/mcp/ragas)
- [ReportPortal MCP Server: 18 Tools for Test Results (2026)](https://www.oodle.ai/guides/mcp/reportportal)
- [Robusta MCP Server: Cross-Cluster Investigation Tools (2026)](https://www.oodle.ai/guides/mcp/robusta)
- [Rootly MCP Server: 252 Tools and What They Cost (2026)](https://www.oodle.ai/guides/mcp/rootly)
- [Semgrep MCP Server: 7 Tools Inside the Scanner (2026)](https://www.oodle.ai/guides/mcp/semgrep)
- [Shoreline MCP Server: Now Part of NVIDIA, What to Use Instead (2026)](https://www.oodle.ai/guides/mcp/shoreline)
- [Sleuth MCP Server: Use GraphQL for DORA Metrics (2026)](https://www.oodle.ai/guides/mcp/sleuth)
- [Snyk MCP Server: 14 Tools Inside the CLI (2026)](https://www.oodle.ai/guides/mcp/snyk)
- [SonarQube MCP Server: 48 Tools, 12 Toolsets On (2026)](https://www.oodle.ai/guides/mcp/sonarqube)
- [Sourcery MCP Server: Security Findings via a Community Server (2026)](https://www.oodle.ai/guides/mcp/sourcery)
- [Spinnaker MCP Server: 37 Community Tools, Kayenta Not Covered (2026)](https://www.oodle.ai/guides/mcp/spinnaker-kayenta)
- [Split.io MCP Server: Now Part of Harness Feature Management (2026)](https://www.oodle.ai/guides/mcp/split-io)
- [Splunk MCP Server: Official App vs Community Project (2026)](https://www.oodle.ai/guides/mcp/splunk)
- [Statsig MCP Server: 18 V3 Tools, Discovery for the Rest (2026)](https://www.oodle.ai/guides/mcp/statsig)
- [Stryker MCP Server: Community Server, German Descriptions (2026)](https://www.oodle.ai/guides/mcp/stryker-mutator)
- [Traceloop MCP Server: 11 Tools, Three Backends (2026)](https://www.oodle.ai/guides/mcp/traceloop)
- [Trunk MCP Server: 4 Tools, 3 Experimental (2026)](https://www.oodle.ai/guides/mcp/trunk)
- [Vantage MCP Server: 149 Tools for Cloud Cost (2026)](https://www.oodle.ai/guides/mcp/vantage)
- [Weights & Biases MCP Server: 22 Tools, Heavy Descriptions (2026)](https://www.oodle.ai/guides/mcp/weights-biases)
- [Windsurf MCP Server: How to Add Servers to Cascade (2026)](https://www.oodle.ai/guides/mcp/windsurf)

## Optional

### Use Cases

- [Easy Migration from Elastic, Prometheus & Grafana to Oodle.ai](https://www.oodle.ai/usecases/easy-migration)
- [High Cardinality Metrics with Oodle.ai](https://www.oodle.ai/usecases/high-cardinality)
- [Managed Prometheus Alternative – Oodle.ai](https://www.oodle.ai/usecases/managed-prometheus)
- [Self-Hosted Prometheus alternative - Oodle.ai](https://www.oodle.ai/usecases/self-hosted)

### Other Pages

- [About Oodle AI - The Team Behind AI-Native Observability](https://www.oodle.ai/company)
- [Contact Oodle AI - Get in Touch](https://www.oodle.ai/contact-us)
- [Customer Stories - Agent Observability & AI-Native Debugging](https://www.oodle.ai/customers)
- [KubeCon Challenge - Debug with Cursor + Oodle | Oodle](https://www.oodle.ai/kubecon)
- [Oodle for Startups | AI-Native Observability Platform](https://www.oodle.ai/launch/startups)
- [Oodle Pricing](https://www.oodle.ai/pricing)
- [Secure Monitoring You Can Trust - Oodle.ai Privacy](https://www.oodle.ai/privacy)
- [Reliability, Availability, and Disaster Recovery | Oodle AI](https://www.oodle.ai/reliability)
- [Schedule a Demo - See Oodle AI in Action](https://www.oodle.ai/schedule-demo)
- [Security & Trust - Oodle AI](https://www.oodle.ai/security)
- [Terms of Service - Oodle AI Observability Platform](https://www.oodle.ai/terms)
- [SaaS Platforms Observability - Monitor and Expose Observability to Your Customers | Oodle AI](https://www.oodle.ai/use-cases/saas-platforms-observability)

### Tools

- [Self-Hosted Observability TCO Calculator - Oodle AI](https://www.oodle.ai/tools/tco-calculator)

### Video Tutorials

- [Replace OpenSearch in 1 Prompt](https://www.youtube.com/watch?v=8ofvSxKZqjQ) (2:21)
- [Out-of-the-box Anomaly Detection](https://www.youtube.com/watch?v=nQQvxeYzfqw) (7:43)
- [Ingest logs directly from S3 in minutes](https://www.youtube.com/watch?v=NYUV5cpGocc) (1:38)
- [Overview of Oodle Logs](https://www.youtube.com/watch?v=-olp3yriQGE) (1:31)
- [Logs UI Overview](https://www.youtube.com/watch?v=fjYoGH-c3lc) (2:17)
- [Cursor-like Debugging with Oodle Logs](https://www.youtube.com/watch?v=kf-71YbeufY) (3:35)
- [Set up Log alerts](https://www.youtube.com/watch?v=Mqu7TnuG_qM) (2:00)
- [Create LogMetrics and set up alerts](https://www.youtube.com/watch?v=C4uD6CH-uN4) (3:07)
- [30 second guide: Log search and filter](https://www.youtube.com/watch?v=uaD3amU5P4I) (0:45)
- [30 second guide: Invite more users, and set up access control](https://www.youtube.com/watch?v=07zixnkJzXc) (0:40)
- [Log Transforms](https://www.youtube.com/watch?v=JOEr9RLJYhk) (3:33)
- [LogMetrics](https://www.youtube.com/watch?v=l28kQimUS28) (3:50)
- [Log Patterns](https://www.youtube.com/watch?v=YCZxWKUmeyk) (0:34)
- [Logs - Logs Anomalies](https://www.youtube.com/watch?v=UC90BB8K1I0) (0:35)
- [Logs - Cross-Signal Navigation](https://www.youtube.com/watch?v=U0qRO_GuxL0) (0:33)
- [Logs - JSON Viewer](https://www.youtube.com/watch?v=Hjd99zSgLpI) (0:50)
- [Create Dashboards with Oodle AI Assistant](https://www.youtube.com/watch?v=V0I5RxYF8dU) (0:55)
- [Create Alerts with Oodle AI Assistant](https://www.youtube.com/watch?v=FR4jp96OOXU) (0:49)
- [Overview of e-BPF powered Oodle Service Graph](https://www.youtube.com/watch?v=NeMl2y9TDnM) (1:41)
- [How to Create Alerts](https://www.youtube.com/watch?v=W9MspOUF94M) (1:05)
- [How to Mute Alerts](https://www.youtube.com/watch?v=ItqHK8OhzmQ) (1:18)
- [End to End Tracing Demo with OTel Auto Instrumentation](https://www.youtube.com/watch?v=cPgnBbxWfNw) (2:48)
- [Distributed Tracing Without the Trade-Offs](https://www.youtube.com/watch?v=8B8lU1o5yGw) (3:22)
- [Multi-Cloud Kubernetes Observability in Minutes](https://www.youtube.com/watch?v=itWCuoKBQfk) (9:51)
- [Debug with Cursor and Oodle AI](https://www.youtube.com/watch?v=Exdf7oyw1CA) (1:29)
- [Send AWS CloudWatch logs to Oodle in minutes](https://www.youtube.com/watch?v=p2GoJITDBgI) (1:55)
- [Integrate CloudWatch Metrics](https://www.youtube.com/watch?v=kz1jw_V675I) (0:57)
- [Set up Oodle's Slackbot](https://www.youtube.com/watch?v=efyFABp0itY) (0:44)
- [30 second guide: Set up Slack notifications](https://www.youtube.com/watch?v=1V5RELH_tQQ) (0:30)
- [30 second guide: Set up PagerDuty notifications](https://www.youtube.com/watch?v=Px6d8bVTa9A) (0:30)
- [30 second guide: Set up Microsoft Teams notifications](https://www.youtube.com/watch?v=fHfCgblqGRw) (0:30)
- [30 second guide: Set up Opsgenie notifications](https://www.youtube.com/watch?v=1dToQd6JGuM) (0:30)
- [30 second guide: Set up Google Chat notifications](https://www.youtube.com/watch?v=b6MlzmpkNNY) (0:30)
- [Single Command: Grafana Dashboard Migration](https://www.youtube.com/watch?v=kl30zl3LiQo) (1:12)
- [Single Command: AlertManager Alert Migration](https://www.youtube.com/watch?v=pb-oADjno5E) (0:53)
- [Building a logs engine faster and cheaper than ClickHouse](https://www.youtube.com/watch?v=etsjnZHlvog)
- [A new approach to observability: cut costs and complexity with Serverless and S3](https://www.youtube.com/watch?v=Twkoi9pqMqM)
- [To Jev or not to Jev? That is the question.](https://www.youtube.com/watch?v=IzJomdPigsg)
- [Handling large tool outputs in agentic workflows](https://www.youtube.com/watch?v=X8ayAJjWqEI)
- [Speeding up Next.js production builds with OpenTelemetry](https://www.youtube.com/watch?v=XqDJVHXF7aE)
- [Can you have cake and eat it too? Fast and cheap observability](https://www.youtube.com/watch?v=OFbvlVzONLI)
- [Serverless Prometheus](https://www.youtube.com/watch?v=a0KerO3ycXQ)
- [Architecting Prometheus for cost-efficiency](https://www.youtube.com/watch?v=HIP-42Xjj18)

Browse all: https://www.oodle.ai/resources/university