Staxly

Claude Code vs LangSmith

Anthropic's terminal-native coding agent — built for deep codebase work
vs. LLM observability, testing & evaluation — by LangChain

Claude CodeLangSmith website

Pricing tiers

Claude Code

API (pay-per-token)
Pay-per-token via Anthropic API. Sonnet: $3/$15 per 1M in/out. Opus: $15/$75. Best for heavy/team use.
$0 base (usage-based)
Claude Pro
$20/mo. Includes limited Claude Code usage via subscription (Sonnet). Heaviest users will hit caps.
$20/mo
Claude Team
$30/user/mo. Shared workspace, admin controls, priority support.
$30/mo
Claude Max
$200/mo. Higher Claude Code quotas + priority access to Opus.
$200/mo
Enterprise
Custom. SSO, audit logs, SOC 2, dedicated support, HIPAA-eligible.
Custom
Claude Code

LangSmith

Developer (Free)
Free forever. 5,000 traces/month. 14-day retention. 1 seat. Basic evaluations.
Free
Plus
$39/seat/month. 10k base traces included ($2.50 per 1k overage). Full evaluations, custom dashboards, email support.
$39/mo
Enterprise
Custom. Self-host option, SSO, custom retention, dedicated support.
Custom
LangSmith website

Free-tier quotas head-to-head

Comparing api-pay-per-use on Claude Code vs developer on LangSmith.

MetricClaude CodeLangSmith
No overlapping quota metrics for these tiers.

Features

Claude Code · 16 features

  • Background TasksLong-running processes.
  • Claude Agent SDKBuild custom agents on same primitives.
  • claude CLITerminal command.
  • Git WorktreesIsolated worktree per session.
  • HooksLifecycle shell commands.
  • IDE ExtensionsVS Code + JetBrains + Zed.
  • MCP ClientConnect any MCP server.
  • Memory (CLAUDE.md)Persistent per-project instructions.
  • Native ToolsBash, Read, Write, Edit, Grep, Glob, WebFetch.
  • Plan ModeDry-run — Claude shows plan without executing.
  • Prompt Caching90% discount on repeated context.
  • Sandbox ModesSafe execution of risky commands.
  • Slash CommandsUser-defined workflows.
  • Task Tool (subagents)Spawn parallel Claude subagents.
  • TodoWrite ToolInternal task tracking.
  • WebSearch + WebFetchLive internet access.

LangSmith · 14 features

  • AlertsThreshold alerts on latency, cost, eval metrics.
  • Annotation QueuesHuman-review workflows for trace quality rating.
  • Custom DashboardsAggregate metrics dashboards per project/tag.
  • DatasetsCollect examples → use as eval sets or training data.
  • EvaluationsLLM-as-judge, embedding similarity, custom Python evaluators, offline batch eval
  • LangChain IntegrationAuto-trace any LangChain/LangGraph run with env var.
  • LangGraph IntegrationFirst-class trace + eval for LangGraph agents.
  • LLM TracingAutomatic trace every LLM call + tool call + chain step.
  • OpenTelemetry ExportExport traces as OTLP to Datadog/Honeycomb/etc.
  • PlaygroundTest prompts + models inline before deploying.
  • Prompt CanvasVisual prompt editor with live test + eval.
  • Prompt HubPublic + private prompt library with versioning.
  • Self-Hosted (Enterprise)Docker + k8s deployment in your infra.
  • Threads + SessionsGroup traces into conversational sessions.

Developer interfaces

KindClaude CodeLangSmith
CLIclaude CLILangSmith CLI
SDKClaude Agent SDKlangsmith-js, langsmith-python
RESTLangSmith REST API
MCPMCP Client (built-in)LangSmith MCP
OTHERClaude Code Web, GitHub/PR Bridge, Hooks System, JetBrains Plugin, Slash Commands, VS Code ExtensionLangSmith Dashboard
Staxly is an independent catalog of developer platforms. Some links to Claude Code and LangSmith may be affiliate links — Staxly may earn a commission if you sign up through them, at no extra cost to you. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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