Alternatives to Lilypad
30 tools that compete with or replace Lilypad. Ranked by direct product-type match — not generic category overlap.
Why people look for alternatives to Lilypad
The complaints that come up most often in public discussion — reviews, forums and community threads. Not our opinion, and not the vendor's marketing.
- No hosted UI — you must bring and maintain your own OTel backend.
- Very few community posts, reviews, or real-world usage reports.
- Only 213 GitHub stars and 31 open issues — a sign of limited adoption.
- No documentation or tutorial feedback visible in community data.
Drawn from 49 mentions across 6 sources · researched Aug 23, 2026.
In fairness: users also consistently praise mit-licensed, free, and truly open source — no vendor lock-in, and uses opentelemetry standard — export to langfuse, jaeger, zipkin, datadog, etc. A complaint list is not a verdict — see the full picture on the Lilypad page.
Arize Phoenix
Open-source LLM agent observability with tracing, evals, and experiments
Evidently AI
Open-source AI evaluation and observability for LLMs, RAG, agents, and predictive ML.
Opik (Comet)
Free, open-source AI observability and evals for debugging agents
Langfuse Prompt Experiments
Open-source LLM observability and prompt management for AI engineering teams.
Opencompass
Open-source LLM & VLM evaluation platform for standardized benchmarking
Token Monitor
Free open-source desktop widget tracking tokens, cost, and limits across 29+ AI coding tools.
Galileo AI Evals
AI observability and eval engineering platform that turns offline evals into production guardrails.
Confident AI
Enterprise LLM evaluation, observability, and red teaming in one platform.
Fiddler AI
Enterprise AI control plane for observability, guardrails, and governance of agentic AI.
Neptune.ai
Real-time experiment tracking for frontier AI training, now owned by OpenAI
Braintrust
Active observability for AI agents: trace, evaluate, and discover patterns at scale.
Tokentelemetry
Free local observability for AI coding agents — tokens, cost & traces on your machine.
Frequently asked questions
What are the best alternatives to Lilypad?
We currently list 30 alternatives to Lilypad: OpenLIT, Arize Phoenix, Dash0, Langfuse, TruLens. Each is ranked by direct product-type match rather than generic category overlap.
How do you choose which Lilypad alternatives to show?
Alternatives are ranked by direct product-type match — tools that do the same job — not by shared category tags. Every listed tool is independently re-verified on a continuous cycle.