[
  {
    "id": "langsmith-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Traces are the record of what your agents did in production. Use them to debug failures, monitor quality, and build the datasets you evaluate against.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Filter, export, share, and compare traces via the UI or API.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Build dashboards and set alerts to track quality and catch issues early.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Automate workflows with rules, webhooks, and online evaluations.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Annotate outputs and gather user feedback using queues or inline annotation.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Automatically detect recurring issues in your traces, diagnose their root cause, and resolve them with LangSmith Engine.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Create a dataset with examples from manually curated test cases, historical production traces, or synthetic data generation.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Create evaluators to score performance: Human review, Code rules, LLM-as-judge, Pairwise comparison",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Execute your application on the dataset to create an experiment. Configure repetitions, concurrency, and caching to optimize runs.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Set up evaluators to run automatically on production traces: safety checks, format validation, quality heuristics, and reference-free LLM-as-judge. Apply filters and sampling rates to control costs.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/trace-with-opentelemetry",
    "excerpt": "LangSmith supports OpenTelemetry-based tracing, allowing you to send traces from any OpenTelemetry-compatible application.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/alerts",
    "excerpt": "LangSmith provides threshold-based alerting on the following metrics: Run Count, Cost, Errors, Feedback Score, Latency",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/alerts",
    "excerpt": "Alerts can route to Slack, PagerDuty, Dynatrace, or any HTTP endpoint via webhook.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/dashboards",
    "excerpt": "Prebuilt dashboards are created automatically for each project and cover essential metrics, such as trace count, error rates, token usage, and more.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/dashboards",
    "excerpt": "Create tailored collections of charts for tracking metrics that matter most for your application.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/dashboards",
    "excerpt": "You can use group by run tag or metadata to split data over attributes that are important to your application.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/self-hosted",
    "excerpt": "Host an instance of LangSmith in your own infrastructure for observability, evaluation, and prompt engineering. You can optionally enable LangSmith Deployment to deploy and manage agents through the LangSmith UI.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-gh-1",
    "tier": "github",
    "url": "https://github.com/langchain-ai/langsmith-sdk",
    "excerpt": "client = wrap_openai(openai.Client())",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/home",
    "excerpt": "Sign up at smith.langchain.com (no credit card required). You can log in with Google, GitHub, or email.",
    "fetchedAt": "2026-09-03T23:56:00.635Z"
  },
  {
    "id": "langsmith-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Run evaluations on curated datasets during development to compare versions, benchmark performance, and catch regressions.",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Evaluate real user interactions in real-time to detect issues and measure quality on live traffic.",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Human review\n*   Code rules\n*   LLM-as-judge\n*   Pairwise comparison",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/alerts",
    "excerpt": "LangSmith provides threshold-based alerting on the following metrics:",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/self-hosted",
    "excerpt": "Host an instance of LangSmith in your own infrastructure for observability, evaluation, and prompt engineering.",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-24",
    "tier": "claimed-docs",
    "url": "https://www.langchain.com/langsmith/observability",
    "excerpt": "Trace your preferred framework or integrate LangSmith with any agent stack using our Python, Typescript, Go, or Java SDKs.",
    "fetchedAt": "2026-09-03T23:58:09.316Z"
  },
  {
    "id": "langsmith-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Create a [dataset](/langsmith/manage-datasets) with [examples](/langsmith/evaluation-concepts#examples) from manually curated test cases, historical production traces, or synthetic data generation.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Create [evaluators](/langsmith/evaluation-concepts#evaluators) to score performance:",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Execute your application on the dataset to create an [experiment](/langsmith/evaluation-concepts#experiment). Configure [repetitions, concurrency, and caching](/langsmith/experiment-configuration) to optimize runs.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/evaluation",
    "excerpt": "Set up [evaluators](/langsmith/online-evaluations-llm-as-judge) to run automatically on production traces: safety checks, format validation, quality heuristics, and reference-free LLM-as-judge.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/alerts",
    "excerpt": "Alerts can [route](#step-4-configure-notification-channel) to Slack, PagerDuty, Dynatrace, or any HTTP endpoint via webhook.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/dashboards",
    "excerpt": "Custom dashboards: Collections of charts you can configure to your needs.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/dashboards",
    "excerpt": "You can use group by [run tag or metadata](/langsmith/add-metadata-tags) to split data over attributes that are important to your application.",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.langchain.com/langsmith/self-hosted",
    "excerpt": "Host an instance of LangSmith in your own infrastructure for [observability](/langsmith/observability), [evaluation](/langsmith/evaluation), and [prompt engineering](/langsmith/prompt-context-hub#prompts).",
    "fetchedAt": "2026-09-04T00:00:21.763Z"
  },
  {
    "id": "langsmith-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=42485113",
    "excerpt": "LangSmith is excellent, but my usage is quite minimal, and I would prefer a locally hosted version that is easy to customize.",
    "fetchedAt": "2026-09-04T00:02:53.606Z"
  },
  {
    "id": "langsmith-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=42485113",
    "excerpt": "The power of langsmith is seeing full traces of moving through the graph and being able to inspect the inputs and outputs for each step... langsmith is all free out of the box.",
    "fetchedAt": "2026-09-04T00:02:53.606Z"
  },
  {
    "id": "langsmith-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=42485113",
    "excerpt": "Langsmith only shows the llm inferences. Also it hardly works with other frameworks like crewai for instance.",
    "fetchedAt": "2026-09-04T00:02:53.606Z"
  },
  {
    "id": "langsmith-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=42485113",
    "excerpt": "This is primarily based on the LangChain framework so it's fairly turnkey, but has no integration with the rest of your application... It's quite useful for chat apps right now, but most enterprise RAG use cases will likely want to instrument with OpenTelemetry directly.",
    "fetchedAt": "2026-09-04T00:02:53.606Z"
  },
  {
    "id": "langsmith-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48063206",
    "excerpt": "I built this because LangSmith needs a cloud account to see my own traces.",
    "fetchedAt": "2026-09-04T00:02:53.606Z"
  },
  {
    "id": "langsmith-probe-1",
    "tier": "probe",
    "url": "https://docs.langchain.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.langchain.com/llms.txt # Docs by LangChain\n\n> Documentation for LangSmith, Fleet, and our open source packages.\n\nEach section index below lists",
    "fetchedAt": "2026-09-04T00:03:33.578Z"
  },
  {
    "id": "langsmith-probe-2",
    "tier": "probe",
    "url": "https://docs.langchain.com/langsmith/home.md",
    "excerpt": "PROBE docs-md: HTTP 200 at https://docs.langchain.com/langsmith/home.md > ## Documentation Index\n> Fetch the complete documentation index at: https://docs.langchain.com/llms.txt\n> Use this fil",
    "fetchedAt": "2026-09-04T00:03:33.578Z"
  },
  {
    "id": "langsmith-probe-3",
    "tier": "probe",
    "url": "https://docs.langchain.com/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.langchain.com/openapi.json, https://docs.langchain.com/swagger.json, https://docs.langchain.com/api/openapi.json, https://docs.langchain.com/.well-known/openapi.json)",
    "fetchedAt": "2026-09-04T00:03:33.578Z"
  },
  {
    "id": "langsmith-probe-4",
    "tier": "probe",
    "url": "https://github.com/langchain-ai/langsmith-mcp-server",
    "excerpt": "official MCP server documented at https://github.com/langchain-ai/langsmith-mcp-server",
    "fetchedAt": "2026-09-04T00:03:33.578Z"
  }
]