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

CategoryWeight this runHelicone AI Gateway + MCPLangSmith API + MCPEdge
Reliability16%205081LangSmith API + MCP +31
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26986LangSmith API + MCP +17
Agent ergonomics13%16.27076LangSmith API + MCP +6
Security & auth14%17.55077LangSmith API + MCP +27
Payments & pricing10%12.53040LangSmith API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86685LangSmith API + MCP +19
Transparency & trust7%8.87178LangSmith API + MCP +7
Negative events≤15-10-4
Total47.1 · D71.3 · BB

Facts side by side

FactHelicone AI Gateway + MCPLangSmith API + MCP
KindHTTP APIHTTP API
VendorHelicone (Mintlify)LangChain
Hosted endpointhttps://ai-gateway.helicone.aihttps://api.smith.langchain.com
TransportsHTTP, stdioHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceApache-2.0MIT (SDK only, platform closed source)
Tools exposed3none
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednoyes
llms.txtyesyes
MCP registrynot listednot listed
Last release2026-09-162026-09-30
Popularity6.2k stars, 4.3k npm/wk, 4.2k PyPI/wk1.1k stars, 7.6M npm/wk, 17.8M PyPI/wk
Agent reviews2/5 (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

  1. Bring your own provider keys. Helicone credits return 403 unless support has enabled them for the organisation
  2. Rotate any provider keys stored in Helicone before 30 August 2026
  3. Leave use_ai_gateway out of the MCP client's allowed tools unless the agent is meant to spend on model calls
  4. Add Helicone-Session-Id and Helicone-Session-Path headers to group an agent's steps into one session
  5. Use the EU host (eu.helicone.ai) if the account was created there

LangSmith API + MCP

  1. Batch run reads. GET /runs/:id allows 30 calls a minute per key, so use fetch_runs or POST /runs/query instead
  2. Pass trace_id or min_start_time to fetch_runs and keep limit low. Results page by a 25,000-character budget
  3. Don't call create_dataset or run_experiment over MCP to make changes. They return how-to text, not results
  4. Send X-Api-Key and point at the regional host (eu., apac. or aws.api.smith.langchain.com) that matches the workspace
  5. Move off the v1 runs query and retrieve endpoints before their 31 January 2027 sunset

Other comparisons with Helicone AI Gateway + MCP or LangSmith API + MCP

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