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ObservabilityComet

Opik

Open-source LLM evaluation, tracing, and monitoring.

Categories
ObservabilityEval
Pricing
FREEMIUM
Source
Open core
Hosting
Hybrid
Platforms
WebAPI
Models
BYO key / model
Verified
Jun 7, 2026

Open-source platform from Comet for debugging and evaluating LLM and agent apps: full tracing of calls, tools, and agent steps, LLM-as-a-judge and heuristic evals, prompt management, and production dashboards. Self-host via Docker or Kubernetes, or use Comet's hosted cloud.

Capabilities 4

What it actually does — grouped by capability family.

  • LLM observability (primary capability)
  • LLM evaluation (primary capability)
  • Prompt management (secondary capability)
  • Guardrails (secondary capability)

Pros & cons

  • Self-host via Docker/Kubernetes
  • Tracing plus evals in one tool
  • Prompt management and dashboards
  • Framework-agnostic integrations
  • Younger than some rivals
  • Hosted tier tied to Comet
  • Self-host needs ops effort
  • Smaller ecosystem than LangSmith

Tags

View all Observability
  • View Langfuse details
    ObservabilityFREEMIUMOpen core

    Langfuse

    Langfuse

    Open-source LLM observability. Self-hostable, OpenTelemetry-native.

    Tracing, evals, prompt management, and dataset tooling for LLM apps — self-host on your own infra or use Langfuse Cloud. The open-source default when you want full ownership of your observability stack.

    Own your observability data
    Self-host infra cost at scale
    • open-source
    • tracing
    • evals
    • self-hosted
  • View LangSmith details
    ObservabilityFREEMIUM

    LangSmith

    LangChain

    LangChain's hosted observability + eval platform.

    Tracing, dataset management, eval orchestration, and prompt playground from the LangChain team. Pairs naturally if LangChain or LangGraph already runs in your stack, but works standalone via SDKs.

    Native LangChain/LangGraph tracing
    Closed source, cloud-only
    • tracing
    • evals
    • datasets
    • langchain
  • View Helicone details
    ObservabilityFREEMIUMOpen core

    Helicone

    Helicone

    Drop-in LLM proxy with logging, caching, and cost tracking.

    One-line integration — change your OpenAI/Anthropic base URL and get a dashboard with every prompt, response, latency, and dollar tracked. Adds caching and rate-limit handling without code changes.

    No SDK or code changes to integrate
    Request/response focused, not span-based
    • proxy
    • logging
    • caching
    • cost-tracking
  • View Arize Phoenix details
    ObservabilityFREEMIUM

    Arize Phoenix

    Arize AI

    LLM tracing and evaluation with retrieval debugging.

    Phoenix is Arize's observability platform — run locally in a notebook or as a hosted service. Especially strong for inspecting RAG pipelines, finding bad chunks, and tracking retrieval quality over time.

    Source-available, runs locally
    Less polished than hosted SaaS evals
    • tracing
    • rag
    • retrieval-debugging