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Trending · best of 2026

Best Observability & OpenTelemetry tools

Traces, metrics, logs and LLM observability for agents: OpenTelemetry, Grafana, Datadog, Sentry, Langfuse and more. 10 hand-checked picks first, then 143 matching MCP servers, skills and plugins from our index, ranked by GitHub stars.

Standouts

Stars from the GitHub API, 2026-10-15
  1. 1

    Official MCP server for Grafana

    github.com/grafana/mcp-grafana
    3,564 ★
  2. 2

    Query OpenTelemetry traces across Jaeger, Tempo, Traceloop and more

    github.com/traceloop/opentelemetry-mcp-server
    204 ★
  3. 3

    AI observability and evaluation; README links a Phoenix MCP server

    github.com/Arize-ai/phoenix
    11,854 ★
  4. 4

    Remote access to APM, logs, metrics, monitors and dashboards (100,000 tool calls/month fair use)

    docs.datadoghq.com/bits_ai/mcp_server/
    n/a
  5. 5

    Remote MCP for coding agents; repo also holds the Sentry CLI

    github.com/getsentry/toolkit
    929 ★
  6. 6

    MCP server for SigNoz, OTel-native observability

    github.com/SigNoz/signoz-mcp-server
    128 ★
  7. 7

    Opik LLM observability and evaluation via MCP

    github.com/comet-ml/opik-mcp
    222 ★
  8. 8

    MCP server for Pydantic Logfire (OTel-based)

    github.com/pydantic/logfire-mcp
    161 ★
  9. 9

    Langfuse prompt management via MCP · No push since Feb 2025

    github.com/langfuse/mcp-server-langfuse
    176 ★
  10. 1062 ★

Archived: dynatrace-oss/dynatrace-mcp (137 stars), honeycombio/honeycomb-mcp (43 stars).

More from the index

Tools whose name, description or GitHub topics match this topic, ranked by live GitHub stars. Keyword-matched, not reviewed by hand.

  1. The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.

    $git clone https://github.com/open-metadata/OpenMetadata
  2. EBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

    $claude mcp add kubeshark -- kubeshark mcp
  3. Free, local tool to track AI coding token usage and cost across 37 tools and agents (Claude Code, Cursor, Codex, Gemini and more), by model, project, and task. npx codeburn

    $claude mcp add codeburn -- npx -y codeburn mcp
  4. Open-source status page, incident response and uptime monitoring

    $claude mcp add --transport http openstatus https://api.openstatus.dev/mcp
  5. Open-source, high-performance AI gateway that works as your LLM gateway, MCP gateway and agent gateway. One OpenAI-compatible API for 10,000+ models, with failover, load…

    $npx -y @maximhq/bifrost
  6. Self-hosted control plane for AI agents: dispatch tasks, review runs, track spend, and operate OpenClaw, Claude Code, Codex, and other runtimes.

    $docker run --rm -p 3000:3000 ghcr.io/builderz-labs/mission-control:latest
  7. Observability and enforcement for AI agent harnesses. Capture every run and runtime reliability with policy enforcement.

    $npm install -g failproofai
  8. See what Claude Code and Codex actually send to the API — and what each part costs.

    $git clone https://github.com/tigerless-labs/cost-xray
  9. Agenta is a workspace where you and your team build agents and automations.

    $git clone https://github.com/Agenta-AI/agenta
  10. An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management.…

    $pip install mcp-contextforge-gateway
  11. A self-hosted CPA / CLIProxyAPI management panel and AI gateway observability dashboard for requests, usage, cost, quota, failures, and account health.

    $git clone https://github.com/seakee/CPA-Manager-Plus
  12. Connect any AI copilot or autonomous agent to your enterprise tools — through a single, secure MCP/Agent gateway with built-in identity, access control, and full observability.

    $git clone https://github.com/ascending-llc/jarvis-registry
  13. Intercept and inspect Coding Agent API traffic from Claude Code, Codex CLI, Gemini CLI, Cursor CLI, OpenCode, Kimi/Kimi Code, Pi, and Hermes in a local trace viewer.

    $pip install claude-tap
  14. OpenLIT is the open-source agent harness engineering platform: trace, evaluate, guard, and improve everything around the model in your AI agents, on OTEL.

    $pip install openlit
  15. Portable project memory across Claude Code, Codex and OpenCode, plus token accounting measured from harness transcripts. Local file I/O, no API calls, no telemetry.

    $npm install -g openwolf