Feature
Observability & Monitoring
Metrics, traces, and logs for API usage.
94 providers
384 APIs
74 declared variants
The platform emits or ingests metrics, traces, and logs — often via OpenTelemetry — so teams can see latency, errors, and saturation. Determines how quickly a problem gets diagnosed.
94 API providers on the APIs.io network offer observability & monitoring. The highest-rated are Dynatrace, Vapi, LaunchDarkly, New Relic, Knock.
Providers
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 8 Complete, well-documented, and agent-ready
DynatraceDynatrace is a software intelligence platform that provides application performance monitoring, artificial ...VapiVapi is a San Francisco-based voice AI platform that lets developers build real-time, low-latency voice age...LaunchDarklyLaunchDarkly is a feature management and runtime control platform. Development teams use it to wrap release...New RelicNew Relic provides observability platform APIs for monitoring, analyzing, and optimizing your entire softwa...KnockKnock is notifications infrastructure as a service — a product and customer messaging platform you use to p...ArcadeArcade.dev is the MCP runtime for production AI agent deployments. The Arcade Engine — a hosted or self-hos...PostmanPostman is the world's leading API platform, used by 35+ million developers to design, build, test, documen...Highlight (highlight.io)Highlight (highlight.io) is the open-source, full-stack monitoring platform — session replay, error monitor...
Strong 18 Solid coverage with minor gaps
ReductoReducto is an AI document-parsing platform that turns unstructured PDFs, images, spreadsheets, slides, and ...DaytonaDaytona is open-source, secure, and elastic infrastructure for running AI-generated code. Daytona sandboxes...socureSocure is the leading vertically-integrated digital identity verification and fraud-prevention platform, us...FreestyleFreestyle is the infrastructure for code you didn't write — VMs and Git for AI agents. The platform provide...Google Cloud PlatformGoogle Cloud Platform enables developers to build, test, and deploy applications on Google's highly-scalabl...Amazon X-RayAWS X-Ray is a distributed tracing service that helps developers analyze and debug production applications,...Amazon Elastic Load BalancingAmazon Elastic Load Balancing automatically distributes incoming application traffic across multiple target...Solo.ioSolo.io is a cloud-native application-networking company founded in 2017 that builds enterprise and open-so...Amazon Elastic BeanstalkAWS Elastic Beanstalk is a platform-as-a-service (PaaS) that makes it easy to deploy, manage, and scale web...Amazon CloudWatchAmazon CloudWatch is an intelligent observability platform providing complete visibility into performance, ...DatadogDatadog is a monitoring and analytics platform that helps organizations gain insight into their infrastruct...Amazon GuardDutyAmazon GuardDuty is an intelligent threat detection service that continuously monitors your AWS accounts, w...VercelVercel is a cloud platform that helps developers build, deploy, and scale modern web applications quickly a...HatchetHatchet is an open-source distributed task queue and workflow orchestration engine for background jobs, AI ...Auth0Auth0 (now part of Okta) is a leading identity-as-a-service platform providing authentication and authoriza...AgentGatewayAgentGateway is an open-source, AI-native proxy and gateway for routing, observing, and governing traffic t...EncoreEncore is a backend application framework and developer cloud that lets engineering teams build type-safe d...AWS CloudWatchAmazon CloudWatch is a monitoring and observability service that provides data and actionable insights for ...
Developing 38 Usable, with meaningful gaps to close
SentrySentry is a developer-first application monitoring platform that helps software teams discover, triage, and...Amazon DevOps GuruAmazon DevOps Guru is a machine learning-powered service that makes it easy to improve an application's ope...Amazon IoT Device DefenderAWS IoT Device Defender is a security service that lets you continuously audit your IoT configurations to d...SolarWindsA collection of APIs provided by SolarWinds for IT infrastructure management, monitoring, and observability.Citrix NetScalerCitrix NetScaler is an application delivery controller (ADC) that provides load balancing, traffic manageme...WunderGraphFull Lifecycle API Management for (Federated) GraphQL. Schema Registry, composition checks, analytics, metr...AWS App MeshAWS App Mesh is a service mesh based on the Envoy proxy that provides application-level networking to make ...CrewAI CloudCrewAI Cloud (CrewAI AMP) is the managed Agent Management Platform for deploying, monitoring, scaling, and ...AWS App RunnerAWS App Runner is a fully managed service that makes it easy to build, deploy, and run containerized web ap...GrafanaGrafana Labs builds the open and composable observability stack used by millions of engineers to visualize,...AklivityAklivity builds Zilla, a stateless, source-available multi-protocol gateway for event-driven applications a...CobaltTraditional integrations are slow, fragmented, and hinder growth. Cobalt is changing that. A next-gen integ...Amazon Lookout for EquipmentAmazon Lookout for Equipment uses machine learning to analyze sensor data from your industrial equipment an...VantageVantage is a cloud cost management platform designed for modern engineering teams to monitor, optimize, and...LangWatchLangWatch is an open-source LLM observability, evaluation, and AI agent testing platform. Built around Open...BifrostBifrost is a high-performance open-source AI gateway that unifies access to 20+ AI providers through a sing...Instabug (Luciq)Instabug — now rebranded as Luciq — is an agentic mobile observability platform covering bug reporting, cra...Amazon Lookout for MetricsAmazon Lookout for Metrics uses machine learning to automatically detect anomalies in business and operatio...Apache APISIXApache APISIX is a dynamic, real-time, high-performance cloud-native API gateway built on NGINX and etcd, d...AcceldataAcceldata is an agentic data management platform that helps enterprises monitor, govern, and optimize data ...SplunkSplunk is a platform for searching, monitoring, and analyzing machine-generated big data via a web-style in...APIToolkit (Monoscope)APIToolkit (now Monoscope) is an open-source-friendly API observability and monitoring platform that helps ...Radio BrowserRadio Browser is a free, community-driven directory of internet radio stations. The project publishes a pub...CAST AICAST AI is an Application Performance Automation (APA) platform for Kubernetes that automates cost optimiza...CoolifyCoolify is an open-source, self-hostable Platform-as-a-Service alternative to Vercel, Heroku, Netlify, and ...AxiomAxiom is a serverless log management and analytics platform that provides real-time insights into structure...Amazon App MeshAWS App Mesh is a service mesh that provides application-level networking to make it easy for your services...UnityUnity is a real-time 3D content creation platform — the Unity engine powers cross-platform games, simulatio...Amazon MonitronAmazon Monitron is an end-to-end system that uses machine learning to detect abnormal behavior in industria...ElasticsearchElasticsearch is an open source search and analytics engine for all types of data, including textual, numer...Amazon Cloud MapAmazon Cloud Map is a cloud resource discovery service that maintains an updated registry of application re...Apache DubboApache Dubbo is a high-performance, Java-based open-source RPC framework that provides service discovery, t...JaegerJaeger is an open-source, end-to-end distributed tracing platform for monitoring and troubleshooting transa...ZipkinZipkin is an open source distributed tracing system for gathering timing data to troubleshoot latency probl...ZabbixZabbix is an enterprise-class open source distributed monitoring solution for networks and applications. Za...NGINXNGINX is a high-performance open-source web server, reverse proxy, and API gateway widely used for load bal...Kong AI GatewayKong AI Gateway is the AI-native capability layer built on top of Kong Gateway and managed through Kong Kon...Apache ZipkinApache Zipkin is a distributed tracing system that helps gather timing data needed to troubleshoot latency ...
Thin 24 Limited public surface area
LangflowLangflow is an open-source low-code visual builder for AI agents, RAG pipelines, and LangChain-based workfl...AI GatewayAn API Evangelist landscape index of AI gateways — the LLM routers, prompt firewalls, model fallback proxie...Axiom ControllerAxiom is a cloud-native observability platform providing APIs for ingesting, querying, and managing telemet...TrinoTrino is an open-source, distributed SQL query engine built for lightning-fast analytics over large, hetero...ElasticElastic is a software company that builds search-powered solutions for observability, security, and search ...SyndicaSyndica is a Solana-only infrastructure company building developer infrastructure for Web3. Its production ...honeycombBuild integrations and automate workflows with the Honeycomb API. Programmatically manage datasets, queries...Conductor OSSConductor OSS is the Netflix-founded, Orkes-stewarded open source workflow and agentic AI orchestration pla...AkriAkri is a CNCF Sandbox project that exposes heterogeneous leaf devices (such as IP cameras and USB devices)...bugsnagBugsnag is an application stability monitoring platform that helps software teams detect, diagnose, and fix...Apache CamelApache Camel is an open-source integration framework developed by the Apache Software Foundation that imple...AmnicAmnic is a cloud cost observability platform providing real-time cost monitoring, anomaly detection, and op...Vert.xEclipse Vert.x is a toolkit for building reactive applications on the JVM, providing support for multiple l...BFEBFE (Beyond Front End) is an open-source layer 7 load balancer developed by Baidu, providing advanced traff...EMCEMC Corporation, acquired by Dell Technologies in 2016 and now operating as Dell EMC, builds enterprise sto...FluidstackFluidstack is an AI cloud platform that builds and operates high-performance, single-tenant GPU clusters fo...Allianz Future Cloud PlatformThe Allianz Future Cloud Platform is an internal developer platform powering cloud-native insurance microse...Incident.ioincident.io is an incident management platform that helps teams declare, manage, and learn from incidents.Confident AIConfident AI is the company behind DeepEval, the widely adopted open-source LLM evaluation framework, and t...LightstepLightstep, now ServiceNow Cloud Observability, is a distributed tracing and observability platform that hel...AppDynamicsAppDynamics, now part of Cisco, is an application performance monitoring (APM) and observability platform t...FastMCPFastMCP is the fast, Pythonic framework for building Model Context Protocol (MCP) servers, clients, and app...Ambient MeshAmbient Mesh is a sidecar-less service mesh architecture built on Istio that simplifies microservices commu...Zero-Trust Security ModelThe Zero Trust security model is a strategic cybersecurity approach that eliminates implicit trust and requ...
Emerging 5 Early or largely undocumented
Apache SkyWalkingApache SkyWalking is an open-source APM (Application Performance Monitoring) system that provides monitorin...VectorVector is an open source high-performance observability data pipeline from Datadog for collecting, transfor...Zero Trust ArchitectureZero Trust Architecture (ZTA) is a security framework defined by NIST SP 800-207 that requires all users an...APIwizAPIwiz is a federated API management platform that streamlines the complete API lifecycle from design throu...CollibraCollibra is a data intelligence company providing a cloud-based platform for data governance, cataloging, q...
Minimal 1 Almost no public developer surface
What Providers Actually Declared
This feature is a canonical term. These are the free-text strings
providers wrote in their own apis.yml that map onto it.
280+ one-click services (databases, CMSes, analytics, observability)30+ Unity Services REST APIs documented at services.docs.unity.com with consistent /service/version/ paths and OAuth2 bearer auth (Authentication, Cloud Save, Cloud Code, Economy, Leaderboards, Remote Config, Relay, Lobby, Matchmaker, Multiplay, Vivox, Friends, Analytics, Triggers, Scheduler, Content Delivery, Asset Manager, Monetize/Advertise, SCIM, Access, Unity Core, Releases, Observability, Collaboration, Annotations, Presence, QoS, Distributed Authority, Session Observability, Workflow Engine, Storage, App Linking, Automation, Data Streaming)AI Gateway for LLM routing and observabilityAI-Powered Anomaly DetectionAPM Pro with Data Streams Monitoring for queue/pipeline observabilityAdvanced ObservabilityAnalytics, Insights, Observability Scorecards, and Evals for production monitoring and regression testingAnomaly DetectionAutomated Anomaly DetectionBot Detection and Anomaly DetectionBuilt-in trace explorer plus integrations with LangSmith and LangFuse for observabilityBusiness at $80/mo: insights, anomaly detection, SAML/SCIMCloud-Native Observability (Logs, Metrics, Traces)CloudWatch Alarms with composite alarm support and anomaly detectionContinuous MonitoringContinuous Stream Health ChecksCost Anomaly DetectionData Quality and ObservabilityData warehouse / Segment / Datadog observability streamsDetailed observability — RPC call logging, performance metrics, usage insights, analytics dashboardDistributed TracingDistributed tracing platform — CNCF graduated project, originated at Uber, now community maintainedElastic Serverless: VCU + storage usage-based for Search/Observability/SecurityElasticsearch (Elastic): hundreds of services across Search and ObservabilityEnd-to-End Distributed TracingEnd-to-end distributed tracingEnterprise ObservabilityError monitoring with custom grouping, GitHub-issue linking, sourcemap support, and alertingFull-Stack ObservabilityGlobal Watchlist Screening with continuous Monitoring across OFAC, UN, EU, HMT, DFAT, PEP, and adverse mediaHealth ChecksHealth MonitoringHealth monitoring and auto-scalingHybrid VPC and on-premise deployment options (AWS, Azure, GCS, Box) with database, OCR, LLM, fair-queueing, observability, and file-cleanup configurationLocal Development Dashboard with distributed tracing, API explorer, service catalog, database explorer, and architecture flow diagramsMCP server (`@langwatch/mcp-server`) exposing observability, prompts, datasets, scenarios, and evaluator tools to Claude / Cursor / other MCP clientsML Anomaly DetectionML-Based Anomaly DetectionML-Powered Anomaly DetectionManaged Kubernetes — bare-metal container orchestration with NVIDIA operators and health checks
Showing 40 of 74 declared variants
Work with this as data
Every feature here is available over the APIs.io API and to AI agents over MCP. Features is not yet its own endpoint on the v1 API. Reach it through catalog search and the tag graph, or the MCP server.