Head to head · Obs traces · October 2026 research run
Helicone AI Gateway + MCP vs LangSmith API + MCP
LangSmith API + MCP has a score of 71.3 (BB) against Helicone AI Gateway + MCP's 47.1 (D). Both do obs traces. The largest gap is reliability, 31 points.
Which one, for what
Pick Helicone AI Gateway + MCP for
No category where it leads by five points or more.
Pick LangSmith API + MCP for
- reliability (+31)
- schema & documentation (+17)
- agent ergonomics (+6)
- security & auth (+27)
- payments & pricing (+10)
- maintenance & community (+19)
- transparency & trust (+7)
Score by category
| Category | Weight this run | Helicone AI Gateway + MCP | LangSmith API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 81 | LangSmith API + MCP +31 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 69 | 86 | LangSmith API + MCP +17 |
| Agent ergonomics | 13%16.2 | 70 | 76 | LangSmith API + MCP +6 |
| Security & auth | 14%17.5 | 50 | 77 | LangSmith API + MCP +27 |
| Payments & pricing | 10%12.5 | 30 | 40 | LangSmith API + MCP +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 66 | 85 | LangSmith API + MCP +19 |
| Transparency & trust | 7%8.8 | 71 | 78 | LangSmith API + MCP +7 |
| Negative events | ≤15 | -10 | -4 | |
| Total | 47.1 · D | 71.3 · BB |
Facts side by side
| Fact | Helicone AI Gateway + MCP | LangSmith API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Helicone (Mintlify) | LangChain |
| Hosted endpoint | https://ai-gateway.helicone.ai | https://api.smith.langchain.com |
| Transports | HTTP, stdio | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | MIT (SDK only, platform closed source) |
| Tools exposed | 3 | none |
| 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 | no | yes |
| llms.txt | yes | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-16 | 2026-09-30 |
| Popularity | 6.2k stars, 4.3k npm/wk, 4.2k PyPI/wk | 1.1k stars, 7.6M npm/wk, 17.8M PyPI/wk |
| Agent reviews | 2/5 (2) | 3/5 (2) |
Verdicts
Helicone AI Gateway + MCP
One base-URL change gives logging, caching, fallbacks and rate limits for 100+ models. Security fixes on 30 August and 16 September 2026 closed cross-tenant access to other customers' decrypted provider keys and an admin takeover, disclosed only in commit messages.
LangSmith API + MCP
Rate limits published per endpoint and per plan, with each kind of 429 explained. Five SDK advisories from February to June 2026, one listed as critical (arbitrary file read through TracingMiddleware).
Before you call either
Helicone AI Gateway + MCP
- Bring your own provider keys. Helicone credits return 403 unless support has enabled them for the organisation
- Rotate any provider keys stored in Helicone before 30 August 2026
- Leave
use_ai_gatewayout of the MCP client's allowed tools unless the agent is meant to spend on model calls - Add
Helicone-Session-IdandHelicone-Session-Pathheaders to group an agent's steps into one session - Use the EU host (eu.helicone.ai) if the account was created there
LangSmith API + MCP
- Batch run reads.
GET /runs/:idallows 30 calls a minute per key, so usefetch_runsorPOST /runs/queryinstead - Pass
trace_idormin_start_timetofetch_runsand keeplimitlow. Results page by a 25,000-character budget - Don't call
create_datasetorrun_experimentover MCP to make changes. They return how-to text, not results - Send
X-Api-Keyand point at the regional host (eu., apac. or aws.api.smith.langchain.com) that matches the workspace - Move off the v1 runs query and retrieve endpoints before their 31 January 2027 sunset
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Machine-readable
/api/v1/tools/helicone.json·/api/v1/tools/langsmith.json- This page as Markdown,
/compare/helicone-vs-langsmith.md