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20 Google Cloud Observability MCP Server alternatives

Google Cloud Observability MCP Server: Official Google server exposing Google Cloud Observability to agents — querying logs, metrics and traces from a Google Cloud project without leaving the assistant. 20 MCP servers do similar work, most sharing Observability, Monitoring and Logs, ranked by how much they have in common with Google Cloud Observability MCP Server.

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  1. by ClickHouse

    ClickHouse's observability MCP server — investigate logs, traces and metrics with semantic tools rather than raw SQL, hosted or self-hosted.

    Also: Logs, Monitoring, Observability, Tracing

  2. by Datadog

    Datadog's official managed MCP server — query logs, metrics, traces, incidents and dashboards from an AI agent, inside your existing Datadog permissions.

    Also: Logs, Monitoring, Observability, Tracing

  3. by SigNoz

    Query SigNoz metrics, traces, logs, alerts and dashboards in natural language — and create alerts, dashboards and saved views back, with deep links into the UI.

    Also: Logs, Observability, Tracing

  4. by Axiom

    Axiom's official MCP server — query event data with APL, read dataset schemas, and create or edit dashboards, monitors and notifiers from an agent.

    Also: Logs, Monitoring, Observability

  5. 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.

    Also: Logs, Monitoring, Observability

  6. 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.

    Also: Observability, SRE

  7. by Arize AI

    Official MCP server for Arize Phoenix: read traces and spans, manage prompt versions, and run and inspect datasets and experiments from an AI assistant.

    Also: Observability, Tracing

  8. 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.

    Also: Observability, Tracing

  9. by Splunk

    Splunk's own MCP server, hosted inside your Splunk deployment, letting agents write SPL from natural language and run searches under existing RBAC.

    Also: Logs, Observability

  10. by Elastic

    Elastic's official MCP server — explore indexes, inspect mappings, and query Elasticsearch conversationally.

    Also: Logs, Observability

  11. by Weights & Biases

    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.

    Also: Monitoring, Observability

  12. by Grafana Labs

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

    Also: Monitoring, Observability

  13. by Checkly

    Checkly's hosted MCP server gives an agent read access to your synthetic monitoring account — check health, failing results, test sessions, Rocky AI root-cause analyses, incidents and status pages — over streamable HTTP with OAuth.

    Also: Monitoring, Observability

  14. by Memfault (Nordic Semiconductor)

    Remote MCP server for Memfault (Nordic Semiconductor) exposing 18 read-only tools over device fleet telemetry — device vitals, timeseries, crash issues, traces, metrics and software versions.

    Also: Monitoring, Observability

  15. by SmartBear

    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.

    Also: Monitoring, Observability

  16. by Sentry

    Sentry's official MCP server — investigate errors and issues, inspect events, and use Seer for root-cause analysis.

    Also: Monitoring, Observability

  17. by Google

    Google's official Firebase MCP server — 70+ tools across Firestore, Auth, Crashlytics, Cloud Functions, Storage, Messaging and Remote Config, shipped inside the Firebase CLI.

    Also: Google Cloud

  18. by Google

    Google's official MCP server for driving the gcloud CLI from natural language, with allowlist and denylist controls over which commands an agent may run.

    Also: Google Cloud

  19. by Google

    Google's open-source MCP server for enterprise databases — one binary that fronts AlloyDB, BigQuery, Spanner, Postgres, MySQL, Oracle, MongoDB, Snowflake and more.

    Also: Google Cloud

  20. by Google

    Google's MCP server built into the Looker platform: agents query Explores and dashboards through Looker's governed semantic layer over OAuth 2.1, with no middleware to run.

    Also: Google Cloud