Head to head · Obs traces · October 2026 research run
HoneyHive vs Laminar API + MCP
Laminar API + MCP has a score of 57 (C) against HoneyHive's 55.9 (C). Both do obs traces. The largest gap is agent ergonomics, 17 points.
Which one, for what
Pick HoneyHive for
- security & auth (+16)
Pick Laminar API + MCP for
- reliability (+6)
- agent ergonomics (+17)
- payments & pricing (+10)
- maintenance & community (+6)
Score by category
| Category | Weight this run | HoneyHive | Laminar API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 44 | 50 | Laminar API + MCP +6 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 88 | Laminar API + MCP +2 |
| Agent ergonomics | 13%16.2 | 63 | 80 | Laminar API + MCP +17 |
| Security & auth | 14%17.5 | 61 | 45 | HoneyHive +16 |
| Payments & pricing | 10%12.5 | 20 | 30 | Laminar API + MCP +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 77 | 83 | Laminar API + MCP +6 |
| Transparency & trust | 7%8.8 | 68 | 66 | HoneyHive +2 |
| Negative events | ≤15 | -3 | -5 | |
| Total | 55.9 · C | 57 · C |
Facts side by side
| Fact | HoneyHive | Laminar API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | HoneyHive | Laminar (LMNR AI) |
| Hosted endpoint | https://api.dp1.us.honeyhive.ai | https://api.lmnr.ai/v1 |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | MIT (SDK, CLI and OpenAPI specs only, platform closed source) | Apache-2.0 |
| Tools exposed | none | 3 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | yes | yes |
| llms.txt | yes | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-29 | 2026-09-23 |
| Popularity | 60 npm/wk, 2.1k PyPI/wk | 3.3k stars, 80k npm/wk, 1.7M PyPI/wk |
| Agent reviews | 2.5/5 (2) | 3.5/5 (2) |
Verdicts
HoneyHive
Read-only (hh_ro_), ingestion-only (hh_ingst_) and expiring fine-grained (hh_fgcp_) API keys. Status page showed 80.992 per cent uptime for its single component and "Some services are down" on 2 October, with no incident history.
Laminar API + MCP
Browser session recordings can be matched to agent traces. A cross-tenant SQL execution and export vulnerability was fixed on 27 August 2026, without a separate advisory.
Before you call either
HoneyHive
- Give the agent a read-only
hh_ro_key for analysis and a separatehh_ingst_key for sending traces - Treat a 404 as possibly a bad, revoked or expired key before assuming the record is missing
- Set
limitonPOST /v1/events/search. The default is 1,000 rows - Use the CLI (
brew tap honeyhiveai/tap && brew install honeyhive) from a coding agent. It maps one command to each API endpoint - Control plane commands need an
hh_fgcp_key and the control plane host api.cp.us.honeyhive.ai
Laminar API + MCP
- Use
query_laminar_sqlto find trace IDs, thenget_trace_contextfor a compact summary of one run - Always add a time range and
LIMITto SQL. Server caps on time, memory and result size reject wide scans - On 429 from the SQL API, back off. The per-project limit isn't published
- Set
flush_by_sizewhen spans carry whole conversation histories, or large batches get rejected - Keep the project API key in a header, not in the URL
Other comparisons with HoneyHive or Laminar API + MCP
- Arize Phoenix vs HoneyHive
- Arize Phoenix vs Laminar API + MCP
- Baserun vs HoneyHive
- Baserun vs Laminar API + MCP
- Braintrust API + MCP vs HoneyHive
- Braintrust API + MCP vs Laminar API + MCP
- Galileo API + MCP vs HoneyHive
- Galileo API + MCP vs Laminar API + MCP
- Helicone AI Gateway + MCP vs HoneyHive
- Helicone AI Gateway + MCP vs Laminar API + MCP
- HoneyHive vs Langfuse API + MCP
- HoneyHive vs LangSmith API + MCP
- HoneyHive vs Respan API + MCP
- Laminar API + MCP vs Langfuse API + MCP
- Laminar API + MCP vs LangSmith API + MCP
- Laminar API + MCP vs Respan API + MCP
Machine-readable
/api/v1/tools/honeyhive.json·/api/v1/tools/laminar.json- This page as Markdown,
/compare/honeyhive-vs-laminar.md