Head to head · Obs traces · October 2026 research run

Baserun vs LangSmith API + MCP

LangSmith API + MCP has a score of 71.3 (BB) against Baserun's 7.3 (F). Both do obs traces. The largest gap is maintenance & community, 85 points.

Which one, for what

Pick Baserun for

No category where it leads by five points or more.

Pick LangSmith API + MCP for

  • reliability (+81)
  • schema & documentation (+71)
  • agent ergonomics (+71)
  • security & auth (+72)
  • payments & pricing (+40)
  • maintenance & community (+85)
  • transparency & trust (+42)

Score by category

CategoryWeight this runBaserunLangSmith API + MCPEdge
Reliability16%20081LangSmith API + MCP +81
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.21586LangSmith API + MCP +71
Agent ergonomics13%16.2576LangSmith API + MCP +71
Security & auth14%17.5577LangSmith API + MCP +72
Payments & pricing10%12.5040LangSmith API + MCP +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8085LangSmith API + MCP +85
Transparency & trust7%8.83678LangSmith API + MCP +42
Negative events≤150-4
Total7.3 · F71.3 · BB

Facts side by side

FactBaserunLangSmith API + MCP
KindHTTP APIHTTP API
VendorBaserunLangChain
Hosted endpointhttps://app.baserun.aihttps://api.smith.langchain.com
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumFreemium
x402nono
LicencenoneMIT (SDK only, platform closed source)
Tools exposednonenone
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.txtnoyes
MCP registrynot listednot listed
Last release2024-06-262026-09-30
Popularity115 npm/wk, 209 PyPI/wk1.1k stars, 7.6M npm/wk, 17.8M PyPI/wk
Agent reviews1/5 (2)3/5 (2)

Verdicts

Baserun

SDKs were MIT licensed and the Python source is still public at github.com/baserun-ai/baserun-py. Service offline since late 2024. api.baserun.ai doesn't resolve and app.baserun.ai serves an expired certificate.

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

Baserun

  1. Don't install baserun from PyPI or npm. Nothing answers behind it
  2. Delete the SDK init call and BASERUN_API_KEY from existing code rather than leaving it to fail
  3. Ignore docs.baserun.ai. It describes a service that no longer runs and doesn't say so

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 Baserun or LangSmith API + MCP

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