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20 Honeycomb MCP Server alternatives

Honeycomb MCP Server: Honeycomb's hosted MCP server — query traces, metrics, logs and events, run BubbleUp, and read Boards, Triggers and SLOs from an AI agent. 20 MCP servers do similar work, most sharing Observability, Incident Response and Tracing, ranked by how much they have in common with Honeycomb MCP Server.

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  1. 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: Observability, OpenTelemetry, Tracing

  2. by ClickHouse

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

    Also: Incident Response, Observability, Tracing

  3. 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: Incident Response, Observability, Tracing

  4. by Google

    Official Google server exposing Google Cloud Observability to agents — querying logs, metrics and traces from a Google Cloud project without leaving the assistant.

    Also: Observability, Tracing

  5. 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

  6. by incident.io

    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.

    Also: Incident Response, Observability

  7. 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.

    Also: Incident Response, Observability

  8. 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.

    Also: Incident Response, Observability

  9. 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: Incident Response, Observability

  10. 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: Observability

  11. 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: Observability

  12. 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: Observability

  13. 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: Observability

  14. 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: Observability

  15. by Inngest

    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.

    Also: Observability

  16. 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: Observability

  17. 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.

    Also: Observability

  18. by Fastly

    Fastly's official MCP server — manage CDN services, deploy Compute, read real-time metrics and troubleshoot edge configuration through natural language.

    Also: Observability

  19. by Cloudflare

    Cloudflare's catalogue of managed remote MCP servers — docs, Workers bindings and builds, observability, Radar, Browser Run, AI Gateway, CASB and more, each on its own OAuth endpoint.

    Also: Observability

  20. 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: Observability