O narzędziu
Opik (Comet) — open-source LLM observability platform. Free cloud (z generous free tier, no credit card). Pro $19/mies. — 100K spans/mies. (extra 100K za $5). Enterprise: custom hosting, advanced auth, regulatory compliance. Open Source: download + self-host bez ograniczeń. Debug, evaluate, monitor LLM apps, RAG systems, agentic workflows. Wszystkie plany: unlimited team members.
Zastosowanie
- •Debug LLM applications i RAG systems.
- •Monitor agentic workflows.
- •Self-hosted observability dla regulated industries.
- •Production-ready dashboards z LLM metrics.
- •Automated evaluations w CI/CD.
Funkcje główne
- •Comprehensive LLM tracing.
- •Automated evaluations.
- •Production-ready dashboards.
- •RAG systems debugging.
- •Agentic workflows monitoring.
- •Cost tracking i performance metrics.
Funkcje dodatkowe
▶Comprehensive LLM Tracing
Pelne sledzenie wszystkich LLM calls w aplikacji — od prostych chat completions po zlozone agentic workflows. Wszystko widoczne w jednym timeline z full visibility w action.
▶Automated Evaluations
Automatyczne ocenianie odpowiedzi LLM — built-in evaluators (faithfulness, relevance, coherence) plus custom evaluators. Skaluje sie do production volumes bez manual review.
▶Production-ready Dashboards
Out-of-the-box dashboardy dla production LLM metrics — costs, latency, error rates, quality scores. Wymagaja minimal setup, by zaczac monitorowac AI apps.
▶RAG Systems Debugging
Specjalistyczne narzedzia do debugowania RAG pipelines — retrieval quality, document ranking, context utilization. Identyfikujesz, czy problem jest w retrieval czy generation.
▶Agentic Workflows Monitoring
Sledzenie multi-step agentow z tool calls — kazda decyzja agenta, kazde wywolanie narzedzia widoczne w hierarchii. Krytyczne dla debugowania zlozonych agent loops.
▶Cost Tracking + Performance Metrics
Detailed cost tracking per request, user, project. Performance metrics: tokens/sec, latency P50/P95/P99, throughput. Pozwala optymalizowac AI applications pod cost-effectiveness.
▶Open-source Self-host
True open-source — pelny kod zrodlowy dostepny na GitHub, self-host bez ograniczen. Idealne dla branzy regulowanych i firm wymagajacych pelnej kontroli infrastruktury danych.
▶Native Integrations
Out-of-the-box wsparcie: LiteLLM, LangChain, LlamaIndex, OpenAI, Anthropic, Hugging Face. Python SDK i REST API pozwalaja integrowac z dowolnym ekosystemem AI.
▶Unlimited Team Members
Brak per-seat charges na zadnym planie — unlimited team members z full access. Pozwala na latwe scaling zespolu bez wzrostu kosztow per uzytkownik.
✓ Zalety
Cennik
- •Open Source: $0 (download GitHub, self-host bez ograniczeń).
- •Free Cloud: $0 (generous free tier, no credit card).
- •Pro: $19/mies.
- •(100,000 spans/mies., extra 100K za $5).
- •Enterprise: custom (custom hosting/deployment, advanced identity i auth, increased regulatory compliance, personalized support).
API i integracje
- •Python SDK.
- •REST API.
- •LiteLLM integration.
- •LangChain, LlamaIndex support.
- •OpenAI, Anthropic, Hugging Face providers.
Open-Source
- •True open-source projekt.
- •Core feature set free w source code.
- •Self-host na własnym GitHub repo.
- •Highly scalable + industry-compliant.
- •Enterprise-ready dla teams.