Skip to content

Observability

Understanding running systems from the outside via metrics, logs, traces and dashboards.

11 apps, 9 skills and 11 MCP servers tagged Observability.

Apps

All apps

Warehouse-native product analytics that joins AI agent traces to user behaviour, so you can see which tool calls actually convert.

Data & AnalyticsFreemium

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

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

The framework and observability platform most teams use to build, debug, and ship LLM agents.

Coding & DevelopmentFreemium

Open-source LLM observability — trace, evaluate, and improve AI applications with production data.

Data & AnalyticsFreemium

Evaluation-first AI development — measure whether a prompt or model change actually improved anything.

Data & AnalyticsFreemium

The standard experiment tracker for machine learning, now with tracing and evaluation for LLM applications.

Data & AnalyticsFreemium

App: Sim

Sim, Inc.

Open-source AI workspace where teams build, deploy and monitor agents on one canvas — visually or in code, across 1,000+ integrations.

Automation & WorkflowsFreemium

App: Prefactor

Prefactor Pty Ltd

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
New

Kube-DC.cloud is a fixed-price Kubernetes cloud for developers - with VMs, containers, managed databases, observability, backups, and unlimited traffic included.

Coding & DevelopmentPaid

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

Skills

All skills

Skill: OpenSearch Trace Analytics

by OpenSearch Project

New

Investigate OpenTelemetry traces stored in OpenSearch — slow and error spans, reconstructed trace trees, service maps, plus agent invocation and token-usage analysis.

2 views

Skill: OpenSearch Log Analytics

by OpenSearch Project

New

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.

2 views
New

Search Datadog logs from an agent and keep the bill under control — query syntax, exclusion filters, log-based metrics, archives and PII scrubbing.

2 views
New

Create and audit Datadog monitors from an agent via the pup CLI — with alerting rules that stop the usual flapping, unscoped and unowned monitors.

1 views

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.

1 views

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.

Grafana's official PromQL skill: write, validate, and optimise Prometheus queries, and hunt down the label that blew up your cardinality.

Vercel's official optimization skill: collects real production metrics first, then returns ranked, citation-checked cost and performance fixes.

2 views

MCP servers

All MCP servers

MCP: Grafana

by Grafana Labs

Featured

Official Grafana MCP server: search and edit dashboards, query Prometheus, Loki and Pyroscope, and work with alerts, incidents and on-call from an agent.

New

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.

MCP: Langfuse

by Langfuse

New

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.

MCP: PagerDuty MCP

by PagerDuty

New

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.

Related tags

Tags that appear alongside this one, ranked by how often.

All tags