Helicone alternatives
The highest-scoring alternative to Helicone is Vellum at 88/100 on the AgentReady, against 63/100 for Helicone.
All scored in LLM Observability & Evals.
What Vellum does that Helicone does not
Vellum passes clear canonical domain, structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available, machine-readable errors, retry behavior documented, and Helicone fails them. That is the whole of the gap between the two scores, so if none of those matter to your agent the ranking above overstates the difference.
Why people look for an alternative
Helicone fails clear canonical domain, structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable. Each one is a place an unattended run stops, which is usually what sends someone looking in the first place.
What this category actually supports
Across the 13 products scored in LLM Observability & Evals, trace / evaluate llm apps is offered by 77%.
An agent can get this list directly: resolve("alternative to Helicone") over the MCP server, or GET /v1/categories/llm-observability.