Warehouse-native product analytics that joins AI agent traces to user behaviour, so you can see which tool calls actually convert.
Data & AnalyticsFreemium
Observability
Understanding running systems from the outside via metrics, logs, traces and dashboards.
14 apps, 15 skills and 28 MCP servers tagged Observability.
Apps
Session replay, error tracking and vision-AI agents in one SDK — agents watch real user sessions on a schedule, file the bugs they find and post to Slack.
Data & AnalyticsSubscription
An AI on-call agent that drops read-only probes into running production code, capturing live variable snapshots and stack context without a redeploy or a restart.
Coding & DevelopmentFreemium
An OpenTelemetry-native control plane for AI agents that enforces policy mid-run instead of paging you after the incident, with cost attribution and EU AI Act evidence built in.
Data & AnalyticsFreemium
Reads your production chat and voice agent conversations to surface the silent failures, frustration loops and policy breaches that offline evals never catch.
Data & AnalyticsFreemium
Real-time mobile observability with unsampled on-device logs, session replay and AI agents that triage and investigate app issues autonomously.
Coding & DevelopmentFreemium
A governed platform for running AI agents in production, with Omni — an automated forward-deployed engineer that builds and maintains them for you.
Automation & WorkflowsFreemium
Kube-DC.cloud is a fixed-price Kubernetes cloud for developers - with VMs, containers, managed databases, observability, backups, and unlimited traffic included.
Coding & DevelopmentPaid
Agent observability and evaluation that scores every production run for quality, drift and risk — and can pause or block a risky action before it executes.
Coding & DevelopmentFreemium
Open-source AI workspace where teams build, deploy and monitor agents on one canvas — visually or in code, across 1,000+ integrations.
Automation & WorkflowsFreemium
The standard experiment tracker for machine learning, now with tracing and evaluation for LLM applications.
Data & AnalyticsFreemium
Evaluation-first AI development — measure whether a prompt or model change actually improved anything.
Data & AnalyticsFreemium
Open-source LLM observability — trace, evaluate, and improve AI applications with production data.
Data & AnalyticsFreemium
The framework and observability platform most teams use to build, debug, and ship LLM agents.
Coding & DevelopmentFreemium
Skills
Skill: Agnost AI Integration
by Agnost AI
Walks a coding agent through wiring Agnost AI conversation analytics into a Python or TypeScript app — inspecting existing OpenTelemetry first and only adding an SDK when the traces are not usable.
11 views
Skill: Sentry AI Agent Monitoring Setup
by Sentry
Sentry's official skill for instrumenting LLM and agent code — detects your installed AI SDK and wires up traces for model calls, tool use and token spend.
10 views
Skill: Sentry SDK Setup
by Sentry
Sentry's official router skill: detects your language or framework, then loads the matching Sentry SDK setup guide for error monitoring, tracing and session replay.
6 views
Skill: LaunchDarkly Guarded Rollout
by LaunchDarkly
Design a staged LaunchDarkly rollout — traffic steps, monitoring windows, regression thresholds and automatic rollback — and start it from your coding agent.
6 views
Skill: bitdrift Critical User Journey Monitoring
by bitdrift
Stands up end-to-end monitoring for a business-critical flow — path discovery, conversion funnel, completion SLO, step-duration alerts and a dashboard.
4 views
Skill: bitdrift Instrumentation
by bitdrift
Adds the bitdrift Capture SDK to an iOS, Android or React Native app and wires up logging, network monitoring, screen views and TTI correctly.
6 views
Skill: Elastic LLM and Agentic Observability
by Elastic
Elastic's official skill for monitoring LLM and agent workloads — token cost, latency, response quality and workflow orchestration, queried with ES|QL.
4 views
Skill: OpenSearch Trace Analytics
by OpenSearch Project
Investigate OpenTelemetry traces stored in OpenSearch — slow and error spans, reconstructed trace trees, service maps, plus agent invocation and token-usage analysis.
4 views
Skill: OpenSearch Log Analytics
by OpenSearch Project
Query and analyse logs held in OpenSearch using PPL and Query DSL — error-pattern discovery, error-rate tracking and anomaly detection, driven from natural language.
6 views
Skill: Datadog Logs
by Datadog
Search Datadog logs from an agent and keep the bill under control — query syntax, exclusion filters, log-based metrics, archives and PII scrubbing.
7 views
Skill: Datadog Monitors
by Datadog
Create and audit Datadog monitors from an agent via the pup CLI — with alerting rules that stop the usual flapping, unscoped and unowned monitors.
14 views
Skill: Elasticsearch ES|QL
by Elastic
Elastic's official skill for writing and running ES|QL - the piped Elasticsearch query language - covering schema discovery, query patterns, error handling and result formats.
6 views
Skill: Qdrant Advisor
by Qdrant
Qdrant's meta-skill: instead of shipping static docs, it loads the current official Qdrant skill tree live from skills.qdrant.tech and diagnoses from that.
2 views
Skill: PromQL Query Patterns
by Grafana Labs
Grafana's official PromQL skill: write, validate, and optimise Prometheus queries, and hunt down the label that blew up your cardinality.
12 views
Skill: Vercel Optimize
by Vercel
Vercel's official optimization skill: collects real production metrics first, then returns ranked, citation-checked cost and performance fixes.
3 views
MCP servers
ClickHouse's observability MCP server — investigate logs, traces and metrics with semantic tools rather than raw SQL, hosted or self-hosted.
2 views
The official W&B MCP server: query experiment runs, Weave LLM traces, artifacts and registries in natural language, and write findings back as a W&B report.
3 views
InfluxData's official MCP server for InfluxDB 3 — schema discovery, bounded SQL and InfluxQL queries, line-protocol writes and token administration across Core, Enterprise and Cloud.
2 views
Datadog's official managed MCP server — query logs, metrics, traces, incidents and dashboards from an AI agent, inside your existing Datadog permissions.
3 views
Official Grafana MCP server: search and edit dashboards, query Prometheus, Loki and Pyroscope, and work with alerts, incidents and on-call from an agent.
4 views
Splunk's own MCP server, hosted inside your Splunk deployment, letting agents write SPL from natural language and run searches under existing RBAC.
1 views
Axiom's official MCP server — query event data with APL, read dataset schemas, and create or edit dashboards, monitors and notifiers from an agent.
incident.io's official hosted MCP server — reach incidents, alerts, on-call schedules, the catalog and workflows from Claude, Cursor or any MCP client over OAuth.
Inngest's official MCP servers for Cloud and the local Dev Server — inspect functions, replay runs, send test events and query Insights from a coding agent.
Dagster Labs' official remote MCP server for Dagster+: inspect assets, runs, run logs and Insights metrics, and launch runs from an AI session.
3 views
Official MCP server for Arize Phoenix: read traces and spans, manage prompt versions, and run and inspect datasets and experiments from an AI assistant.
2 views
SmartBear's official MCP server, putting BugSnag error monitoring, Reflect and QMetry test management, Zephyr, PactFlow contract testing and the Swagger API Hub behind one agent connection.
2 views
MCP: Dynatrace Managed MCP Server
by Dynatrace
MCP server for self-hosted Dynatrace Managed deployments — problems, vulnerabilities, entities, SLOs, logs and metrics from one or many clusters, in stdio or remote mode.
3 views
MCP: Rootly
by Rootly
Rootly's official MCP server for incident management and on-call — declare and update incidents, page the right responder, and pull timelines and retrospectives into an agent session.
3 views
MCP: Prefect
by Prefect
Prefect's official read-only MCP server for inspecting flow runs, deployments and automations on Prefect Cloud or self-hosted, with a docs proxy for current CLI and SDK guidance.
4 views
MCP: Railway
by Railway
Railway's official MCP server, bundled with the Railway CLI — 40+ tools for projects, services, deployments, variables, domains and observability, with destructive actions gated behind explicit confirmation.
10 views
MCP: PlanetScale
by PlanetScale
PlanetScale's official hosted MCP server — browse organizations, databases and branches, read schema, run guarded SQL, and pull Insights and schema recommendations.
4 views
MCP: Buildkite MCP Server
by Buildkite
Buildkite's official MCP server: query pipelines, builds, jobs, logs, test runs and flaky-test data from an agent, over a hosted OAuth endpoint or a self-run binary.
13 views
MCP: Braintrust MCP Server
by Braintrust
Query Braintrust evals and production logs in SQL from your editor — compare experiments against a baseline, debug a bad trace, and hand a teammate a permalink.
4 views
MCP: Langfuse
by Langfuse
Langfuse's own MCP server for LLM observability — read traces and observations, manage prompt versions, run datasets and evaluators, and query cost and latency metrics from inside your agent.
6 views
MCP: New Relic MCP Server
by New Relic
New Relic's official hosted MCP server — query telemetry with NRQL or natural language, investigate alerts and incidents, and assess deployment impact from your agent.
MCP: Fastly MCP Server
by Fastly
Fastly's official MCP server — manage CDN services, deploy Compute, read real-time metrics and troubleshoot edge configuration through natural language.
6 views
Official Google server exposing Google Cloud Observability to agents — querying logs, metrics and traces from a Google Cloud project without leaving the assistant.
MCP: Honeycomb MCP Server
by Honeycomb
Honeycomb's hosted MCP server — query traces, metrics, logs and events, run BubbleUp, and read Boards, Triggers and SLOs from an AI agent.
4 views
MCP: PagerDuty MCP
by PagerDuty
PagerDuty's official MCP server with 80+ tools for incidents, schedules, services and escalation policies — read-only by default, with write actions behind an explicit flag.
1 views
MCP: Elasticsearch
by Elastic
Elastic's official MCP server — explore indexes, inspect mappings, and query Elasticsearch conversationally.
4 views
MCP: Cloudflare
by Cloudflare
Cloudflare's official remote MCP servers — query analytics, manage Workers and bindings, read docs, and debug from your agent.
3 views
MCP: Sentry
by Sentry
Sentry's official MCP server — investigate errors and issues, inspect events, and use Seer for root-cause analysis.
1 views
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