{
  "slug": "monitor-apps-in-production",
  "label": "monitor apps in production",
  "blurb": "Query logs, errors, metrics and incidents from your monitoring tools.",
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    "monitoring",
    "observability",
    "error tracking",
    "incidents",
    "alerts"
  ],
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    "code-devtools"
  ],
  "access": [
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  ],
  "count": 44,
  "official": 18,
  "url": "https://agentswitchboard.dev/tasks/monitor-apps-in-production",
  "browseUrl": "https://agentswitchboard.dev/browse?task=monitor-apps-in-production",
  "agentsUrl": "https://agentswitchboard.dev/api/agents?task=monitor-apps-in-production",
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      "description": "Lets AI assistants investigate incidents, query logs and traces, acknowledge alerts, and set up monitors in OneUptime, an open-source observability platform, via remote MCP.",
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        "security"
      ],
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        "api"
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      "official": false,
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      "why": "Alerts: Acknowledges and resolves alerts, adds notes, and manages alert states and severities."
    },
    {
      "name": "Honeycomb MCP",
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      "iconUrl": "https://agentswitchboard.dev/icons/honeycomb-mcp.png?v=441ac837",
      "description": "Hosted MCP server letting AI assistants query Honeycomb observability data, analyse telemetry datasets, inspect alerts, and cross-reference production traces with code.",
      "provider": "Honeycomb",
      "categories": [
        "infrastructure"
      ],
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        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": "Query Observability Data: Run natural language queries against Honeycomb datasets across multiple environments and return structured telemetry…"
    },
    {
      "name": "Datadog LLM Observability",
      "slug": "datadog-llm-observability",
      "url": "https://agentswitchboard.dev/agents/datadog-llm-observability",
      "iconUrl": "https://agentswitchboard.dev/icons/datadog-llm-observability.png?v=cb427b54",
      "description": "End-to-end monitoring for LLM applications — trace prompts, evaluate responses, track costs, and debug AI pipelines in production.",
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    {
      "name": "New Relic MCP",
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      "iconUrl": "https://agentswitchboard.dev/icons/new-relic-mcp.png?v=4e84577e",
      "description": "Lets coding agents query New Relic observability data in plain English, check alerts, and analyze logs, errors, and deployments, for on-call and performance engineers.",
      "provider": "New Relic",
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        "infrastructure",
        "code-devtools"
      ],
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        "mcp"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "oauth2",
      "why": "Check Alerts And Issues: Lists alert policies, conditions, open issues, and alert events, and reports synthetic monitor results and statistics."
    },
    {
      "name": "Grafana MCP Server",
      "slug": "grafana-mcp",
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      "iconUrl": "https://agentswitchboard.dev/icons/grafana-mcp.png?v=17fd2c45",
      "description": "Connects AI agents to Grafana via an official MCP server — query dashboards, datasources, Prometheus and Loki, and manage alerts and incidents. By Grafana Labs, Apache-2.0. 3k+ GitHub stars.",
      "provider": "Grafana Labs",
      "categories": [
        "infrastructure"
      ],
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        "mcp"
      ],
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      "official": true,
      "featured": false,
      "authType": "apiKey",
      "why": "Incident Management: Lists and updates alerts and incidents so agents can triage and act on observability events."
    },
    {
      "name": "Netdata",
      "slug": "netdata",
      "url": "https://agentswitchboard.dev/agents/netdata",
      "iconUrl": "https://agentswitchboard.dev/icons/netdata.png?v=9e3d868e",
      "description": "Monitors infrastructure in real time at per-second granularity and exposes live metrics, logs, and alerts to agents through an official MCP server.",
      "provider": "Netdata",
      "categories": [
        "infrastructure",
        "data-analytics"
      ],
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        "api",
        "cli",
        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": true,
      "authType": "apiKey",
      "why": "Log Search: Searches systemd and application logs alongside metrics to correlate incidents with system events."
    },
    {
      "name": "Crontinel",
      "slug": "crontinel",
      "url": "https://agentswitchboard.dev/agents/crontinel",
      "iconUrl": "https://agentswitchboard.dev/icons/crontinel.png?v=427161fa",
      "description": "Monitors cron, queue, and Horizon jobs via HTTP outcome receipts that flag runs exiting 0 without doing work, and exposes job status and alerts to AI agents over an OAuth-gated MCP endpoint.",
      "provider": "Crontinel",
      "categories": [
        "infrastructure",
        "code-devtools"
      ],
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        "api",
        "mcp"
      ],
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      "official": false,
      "featured": false,
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      "why": "Alert Triage: Reads open incidents with list_recent_alerts and clears them using acknowledge_alert so an agent can triage job failures in place."
    },
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      "name": "AgentOps",
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      "iconUrl": "https://agentswitchboard.dev/icons/agentops.png?v=e2b72d49",
      "description": "Observability platform purpose-built for AI agents. Track agent sessions, LLM calls, tool use, and costs. Integrates with LangChain, CrewAI, AutoGen, and OpenAI.",
      "provider": "AgentOps",
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        "infrastructure"
      ],
      "accessMethods": [
        "api"
      ],
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      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "Sentry AI",
      "slug": "sentry-ai",
      "url": "https://agentswitchboard.dev/agents/sentry-ai",
      "iconUrl": "https://agentswitchboard.dev/icons/sentry-ai.png?v=df035af6",
      "description": "Error monitoring with AI-powered issue grouping, root cause analysis, and automated fix suggestions for production applications.",
      "provider": "Sentry",
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        "infrastructure"
      ],
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        "mcp",
        "cli"
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      "official": true,
      "featured": false,
      "authType": "bearer",
      "why": null
    },
    {
      "name": "LaunchDarkly MCP",
      "slug": "launchdarkly-mcp",
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      "iconUrl": "https://agentswitchboard.dev/icons/launchdarkly-mcp.png?v=1302d670",
      "description": "Gives coding agents a hosted OAuth MCP server to create and target LaunchDarkly feature flags, manage AgentControl configs, and query observability data.",
      "provider": "LaunchDarkly",
      "categories": [
        "code-devtools"
      ],
      "accessMethods": [
        "mcp"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "oauth2",
      "why": "Observability Queries: Queries logs, traces, error groups, and the Dashboards page, for example listing error groups from the last 24 hours."
    },
    {
      "name": "PostHog MCP",
      "slug": "posthog-mcp",
      "url": "https://agentswitchboard.dev/agents/posthog-mcp",
      "iconUrl": "https://agentswitchboard.dev/icons/posthog-mcp.png?v=34c03dbe",
      "description": "Gives coding agents hosted MCP access to PostHog analytics queries, SQL, feature flags, experiments, and error tracking, with OAuth or a personal API key.",
      "provider": "PostHog",
      "categories": [
        "data-analytics",
        "code-devtools"
      ],
      "accessMethods": [
        "mcp",
        "api",
        "cli"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "oauth2",
      "why": "Error Tracking Triage: Ranks top error groups, pulls full stack traces for crashes, resolves issues, and creates assignment rules for future errors."
    },
    {
      "name": "Honeybadger MCP",
      "slug": "honeybadger-mcp",
      "url": "https://agentswitchboard.dev/agents/honeybadger-mcp",
      "iconUrl": "https://agentswitchboard.dev/icons/honeybadger-mcp.png?v=3a54d738",
      "description": "Lets coding agents query Honeybadger errors, Insights data, dashboards, alarms and check-ins through a hosted OAuth MCP server or a self-hosted container.",
      "provider": "Honeybadger",
      "categories": [
        "code-devtools",
        "infrastructure"
      ],
      "accessMethods": [
        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "oauth2",
      "why": "Check-In Monitoring: Lists, creates and updates check-ins that monitor cron jobs and scheduled tasks for a Honeybadger project."
    },
    {
      "name": "openstatus",
      "slug": "openstatus",
      "url": "https://agentswitchboard.dev/agents/openstatus",
      "iconUrl": "https://agentswitchboard.dev/icons/openstatus.png?v=012cb618",
      "description": "Runs status pages, uptime checks from 28 regions, and incident response as code, operable by agents through an MCP server, a --json CLI, Terraform, and a typed API.",
      "provider": "OpenStatus",
      "categories": [
        "infrastructure"
      ],
      "accessMethods": [
        "api",
        "cli",
        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": "Uptime Monitoring: Checks servers, websites, and APIs from 28 regions and alerts via Slack, PagerDuty, email, and more."
    },
    {
      "name": "Laminar",
      "slug": "laminar",
      "url": "https://agentswitchboard.dev/agents/laminar",
      "iconUrl": "https://agentswitchboard.dev/icons/laminar.png?v=a56422fc",
      "description": "Trace, evaluate, and debug AI agents with open-source observability — captures LLM calls, tool calls, and sub-agent spans, then clusters recurring failure modes into eval datasets.",
      "provider": "Laminar",
      "categories": [
        "code-devtools",
        "infrastructure"
      ],
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        "api",
        "cli",
        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "Langfuse",
      "slug": "langfuse",
      "url": "https://agentswitchboard.dev/agents/langfuse",
      "iconUrl": "https://agentswitchboard.dev/icons/langfuse.png?v=b2abe0af",
      "description": "Open-source LLM observability and analytics. Trace, evaluate, and debug LLM apps with prompt versioning, score tracking, and a full analytics dashboard.",
      "provider": "Langfuse",
      "categories": [
        "infrastructure"
      ],
      "accessMethods": [
        "api",
        "cli"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "Portkey",
      "slug": "portkey",
      "url": "https://agentswitchboard.dev/agents/portkey",
      "iconUrl": "https://agentswitchboard.dev/icons/portkey.png?v=d73e09d8",
      "description": "AI gateway with unified API for 200+ LLMs, plus observability, caching, fallbacks, and cost management. Drop-in replacement for the OpenAI SDK.",
      "provider": "Portkey",
      "categories": [
        "infrastructure"
      ],
      "accessMethods": [
        "api"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "VoltAgent",
      "slug": "voltagent",
      "url": "https://agentswitchboard.dev/agents/voltagent",
      "iconUrl": "https://agentswitchboard.dev/icons/voltagent.png?v=36f64141",
      "description": "Builds TypeScript AI agents with tools, memory, and sub-agent supervision, paired with a local observability console that traces every step of a run.",
      "provider": "VoltAgent",
      "categories": [
        "orchestration",
        "code-devtools"
      ],
      "accessMethods": [
        "api",
        "cli"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "IBM ContextForge",
      "slug": "ibm-contextforge",
      "url": "https://agentswitchboard.dev/agents/ibm-contextforge",
      "iconUrl": "https://agentswitchboard.dev/icons/ibm-contextforge.png?v=f94d0e52",
      "description": "Runs a self-hosted gateway and registry that federates MCP servers, A2A agents, and REST/gRPC APIs behind one endpoint with auth, rate limits, and observability.",
      "provider": "IBM",
      "categories": [
        "orchestration",
        "infrastructure",
        "security"
      ],
      "accessMethods": [
        "api",
        "mcp",
        "cli"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "bearer",
      "why": "Governance And Observability: Applies JWT auth, retries, and rate limits, and exports OpenTelemetry traces to Phoenix, Jaeger, Zipkin, or other OTLP…"
    },
    {
      "name": "OpenLLMetry",
      "slug": "openllmetry",
      "url": "https://agentswitchboard.dev/agents/openllmetry",
      "iconUrl": "https://agentswitchboard.dev/icons/openllmetry.png?v=f2ed5797",
      "description": "Instruments LLM and agent applications with OpenTelemetry-native tracing, exporting spans for prompts, tool calls, and chains to any OTel-compatible backend.",
      "provider": "Traceloop",
      "categories": [
        "infrastructure",
        "research"
      ],
      "accessMethods": [
        "api"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "Safari MCP Server",
      "slug": "safari-mcp",
      "url": "https://agentswitchboard.dev/agents/safari-mcp",
      "iconUrl": "https://agentswitchboard.dev/icons/safari-mcp.png?v=2d397630",
      "description": "Connects AI agents to a live Safari window for web debugging: DOM inspection, network monitoring, console logs, screenshots, and JS evaluation. Official Apple/WebKit MCP server.",
      "provider": "Apple",
      "categories": [
        "browser-computer",
        "code-devtools"
      ],
      "accessMethods": [
        "mcp"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "none",
      "why": "Network Monitoring: Captures network requests, responses, and timings from a Safari session for debugging load and API behavior."
    },
    {
      "name": "Alpic",
      "slug": "alpic",
      "url": "https://agentswitchboard.dev/agents/alpic",
      "iconUrl": "https://agentswitchboard.dev/icons/alpic.png?v=6d07feea",
      "description": "Deploys, hosts, monitors, and debugs MCP servers on an MCP-native cloud, with its own MCP server for managing projects, deployments, and analytics.",
      "provider": "Alpic",
      "categories": [
        "infrastructure",
        "code-devtools"
      ],
      "accessMethods": [
        "mcp",
        "cli"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "oauth2",
      "why": "Server Monitoring: Tracks tool call volume, latency, and errors across hosted MCP servers to surface failures in production."
    },
    {
      "name": "DeepSQL",
      "slug": "deepsql",
      "url": "https://agentswitchboard.dev/agents/deepsql",
      "iconUrl": "https://agentswitchboard.dev/icons/deepsql.png?v=2904d468",
      "description": "Runs a self-hostable DBA agent for Postgres and MySQL that monitors workloads, rewrites slow queries and proposes indexes, reachable over MCP, CLI or Slack.",
      "provider": "DeepSQL",
      "categories": [
        "data-analytics",
        "infrastructure"
      ],
      "accessMethods": [
        "mcp",
        "cli"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": "Workload Monitoring: Watches database health continuously and raises issues such as lock contention, bloat and regressions."
    },
    {
      "name": "Omnara",
      "slug": "omnara",
      "url": "https://agentswitchboard.dev/agents/omnara",
      "iconUrl": "https://agentswitchboard.dev/icons/omnara.png?v=75bef717",
      "description": "Supervises managed coding agents from a single control plane across terminal, web, and mobile, letting you monitor and steer long-running runs remotely.",
      "provider": "Omnara",
      "categories": [
        "orchestration",
        "autonomous-agents",
        "code-devtools"
      ],
      "accessMethods": [
        "api",
        "cli",
        "mcp"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": "Agent Monitoring: Streams the live state of running coding agents including current step and pending questions."
    },
    {
      "name": "Coucou",
      "slug": "coucou",
      "url": "https://agentswitchboard.dev/agents/coucou",
      "iconUrl": "https://agentswitchboard.dev/icons/coucou.png?v=4df7f31f",
      "description": "Monitors Claude Code, Codex, Cursor and other coding-agent sessions from a desktop notch or phone, so developers can approve permissions and answer questions.",
      "provider": "Louis Raillé",
      "categories": [
        "code-devtools"
      ],
      "accessMethods": [
        "cli"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "none",
      "why": "Session Monitoring: Shows each coding-agent session live, including the files it reads and edits, the commands it runs, and per-file diffs."
    },
    {
      "name": "AgentScope",
      "slug": "agentscope",
      "url": "https://agentswitchboard.dev/agents/agentscope",
      "iconUrl": "https://agentswitchboard.dev/icons/agentscope.png?v=d9b61523",
      "description": "Builds multi-agent applications with a Python framework focused on transparency, observability, and tracing. Includes a runtime and studio for debugging. By Alibaba.",
      "provider": "Alibaba",
      "categories": [
        "orchestration"
      ],
      "accessMethods": [
        "cli",
        "api"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "apiKey",
      "why": "Agent Observability: Traces and visualizes agent execution to see, understand, and debug what each agent did and why."
    },
    {
      "name": "Nightingale",
      "slug": "nightingale",
      "url": "https://agentswitchboard.dev/agents/nightingale",
      "iconUrl": "https://agentswitchboard.dev/icons/nightingale.png?v=07ec8b19",
      "description": "Evaluates alert rules over metrics, logs, and SQL sources and routes notifications for SRE teams, with a built-in AI agent and an MCP endpoint.",
      "provider": "CCF Open Source",
      "categories": [
        "infrastructure"
      ],
      "accessMethods": [
        "mcp",
        "api"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "apiKey",
      "why": "MCP Toolsets: Exposes alerts, metrics, logs, dashboards, and other toolsets at /mcp, read-only by default, under the caller's API permissions."
    },
    {
      "name": "Superlog",
      "slug": "superlog",
      "url": "https://agentswitchboard.dev/agents/superlog",
      "iconUrl": "https://agentswitchboard.dev/icons/superlog.png?v=a472cc53",
      "description": "Reads Sentry and Datadog errors, reproduces them, and opens pull requests with fixes, using a memory system trained on prior PR review feedback.",
      "provider": "Pulsent Labs",
      "categories": [
        "code-devtools",
        "infrastructure"
      ],
      "accessMethods": [
        "mcp",
        "cli"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "oauth2",
      "why": "Error Triage: Pulls logs, traces, metrics, and dashboards from observability providers to identify which errors are worth fixing."
    },
    {
      "name": "Arize Phoenix",
      "slug": "arize-phoenix",
      "url": "https://agentswitchboard.dev/agents/arize-phoenix",
      "iconUrl": "https://agentswitchboard.dev/icons/arize-phoenix.png?v=1d10df0f",
      "description": "Traces, evaluates and debugs LLM and agent applications from an open-source observability platform built on OpenTelemetry, runnable locally or self-hosted.",
      "provider": "Arize AI",
      "categories": [
        "data-analytics",
        "infrastructure"
      ],
      "accessMethods": [
        "api",
        "cli"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "none",
      "why": null
    },
    {
      "name": "LangChain / LangSmith",
      "slug": "langchain-langsmith",
      "url": "https://agentswitchboard.dev/agents/langchain-langsmith",
      "iconUrl": "https://agentswitchboard.dev/icons/langchain-langsmith.png?v=4536470a",
      "description": "Framework for building LLM applications with chains, agents, and tool use — plus LangSmith for tracing, evaluation, and monitoring.",
      "provider": "LangChain",
      "categories": [
        "infrastructure",
        "code-devtools"
      ],
      "accessMethods": [
        "api",
        "mcp",
        "cli"
      ],
      "verified": true,
      "official": true,
      "featured": false,
      "authType": "apiKey",
      "why": null
    },
    {
      "name": "OutreachAgent",
      "slug": "outreachagent",
      "url": "https://agentswitchboard.dev/agents/outreachagent",
      "iconUrl": "https://agentswitchboard.dev/icons/outreachagent.png?v=7492d337",
      "description": "Runs reply-aware cold outbound email for AI agents with managed inboxes, durable sequences, signed webhooks, sender pacing, approvals, and delivery observability.",
      "provider": "OutreachAgent",
      "categories": [
        "sales-marketing",
        "communication",
        "infrastructure"
      ],
      "accessMethods": [
        "api"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "bearer",
      "why": null
    },
    {
      "name": "WSO2 Agent Manager",
      "slug": "wso2-agent-manager",
      "url": "https://agentswitchboard.dev/agents/wso2-agent-manager",
      "iconUrl": "https://agentswitchboard.dev/icons/wso2-agent-manager.png?v=0470e550",
      "description": "Governs, secures, and scales enterprise AI agents across frameworks with zero-trust runtime, OpenTelemetry observability, and policy enforcement.",
      "provider": "WSO2",
      "categories": [
        "infrastructure"
      ],
      "accessMethods": [
        "api"
      ],
      "verified": true,
      "official": false,
      "featured": false,
      "authType": "oauth2",
      "why": null
    },
    {
      "name": "AgentOps for Apify Builders Bundle",
      "slug": "agentops-apify-builders-bundle",
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      "iconUrl": "https://agentswitchboard.dev/icons/agentops-apify-builders-bundle.png?v=41fb237c",
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      "name": "PagerDuty AIOps",
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      "iconUrl": "https://agentswitchboard.dev/icons/pagerduty-aiops.png?v=3e815fad",
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    {
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      "description": "Records, replays, forks, and shares AI agent runs — forks re-issue only LLM calls while tool calls replay from tape, turning production failures into regression tests and PR eval gates.",
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      "description": "Routes model calls from any app or coding agent across providers with one API key, adding fallbacks, request logs, spend budgets, and BYOK, via the AI SDK or OpenAI-compatible APIs.",
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  "relatedTasks": [
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    "run-code-in-a-sandbox",
    "query-a-database",
    "deploy-an-app"
  ],
  "stacks": [
    "agents-in-production"
  ]
}