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Opinionated picks for agents
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Sentry alternatives

Depot pick for agent-error-observability (exceptions/traces in the app hosting the agent). Keep…

Overall 8.56 (curated_estimate, high) · score asOf 2026-09-14 · last reviewed 2026-09-14. This is not an Elo and not a live price board. Provider · JSON

Jobs: infra-observability, agent-error-observability, llm-audit-log-warehouse

ProviderWhy listedOverallΔ vs subjectasOf
Honeycomb
When your agent outage is an infra mystery, Honeycomb shines. Still pair with an LLM-native tracer for…
same_jtbd_pick, same_jtbd_runner · infra-observability, agent-error-observability, llm-audit-log-warehouse8.13high-0.432026-09-14
ClickHouse Cloud
Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for…
same_jtbd_pick · llm-audit-log-warehouse8.38high-0.182026-10-19
Langfuse
Depot default observability for most agent teams: open, affordable, good enough to serious.
same_jtbd_runner · infra-observability, llm-audit-log-warehouse8.66high+0.12026-09-14
Arize Phoenix
Choose Phoenix when you want open-source observability you can own. Cloud Arize when enterprise wants a…
same_jtbd_runner · infra-observability8.44high-0.122026-09-14
PostHog
Flags/analytics peer. Depot oss-feature-flags pick stays GrowthBook; LaunchDarkly for AgentControl; PostHog…
same_jtbd_runner · agent-error-observability8.41high-0.152026-09-14
Elasticsearch Serverless
Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…
same_jtbd_runner · llm-audit-log-warehouse8.06high-0.52026-09-14

Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): infra-observability, agent-error-observability, llm-audit-log-warehouse.

Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.