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  {
    "id": "braintrust-docs-1",
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    "url": "https://www.braintrust.dev/docs/instrument",
    "excerpt": "Instrumentation captures detailed traces from your AI application, recording inputs, outputs, model parameters, latency, token usage, and metadata for every request.",
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  },
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    "id": "braintrust-docs-2",
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    "url": "https://www.braintrust.dev/docs/evaluate",
    "excerpt": "Automate in CI/CD — Run evals on every pull request to catch regressions",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
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    "id": "braintrust-docs-3",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/evaluate/playgrounds",
    "excerpt": "Playgrounds provide a no-code workspace for rapidly iterating on prompts, models, scorers, and datasets. Run full evaluations in real-time, compare results side-by-side, and share configurations with teammates.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
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    "id": "braintrust-docs-4",
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    "url": "https://www.braintrust.dev/docs/evaluate",
    "excerpt": "Online scoring evaluates production traces automatically as they’re logged, running asynchronously with no impact on latency.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
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    "id": "braintrust-docs-5",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/annotate/datasets",
    "excerpt": "Build datasets from production logs, user feedback, manual curation, or generate them with Loop.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-6",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Loop is Braintrust’s AI agent. It understands your data structure, so you can investigate your logs through natural language instead of writing queries.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-7",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Patterns puts Loop to work on your trace backlog on a schedule. It searches for recurring problems and trends that no scorer already measures, then records each one with the traces that support it and a suggested fix.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-8",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs",
    "excerpt": "Install the `bt` CLI to set up, instrument, and run Braintrust with your coding agent",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-9",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/integrations/developer-tools/mcp",
    "excerpt": "Query production logs, author prompts and scorers, configure monitoring, and run evals from Claude Code, Cursor, Codex, VS Code, and any other MCP-compatible client.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-10",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/admin/self-hosting",
    "excerpt": "Braintrust offers a self-hosted deployment option that separates data storage from platform management. You deploy and control the infrastructure that stores your sensitive AI data, while Braintrust provides the managed UI, authentication, and platform updates.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-11",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/api-reference",
    "excerpt": "The Braintrust API allows you to interact with all aspects of the Braintrust platform programmatically.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-12",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev",
    "excerpt": "Build annotation interfaces that match your team's workflow. Review support conversations differently than co",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-13",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev",
    "excerpt": "Define the dimensions that matter to your business, like use case, customer segment, compliance, or tone. Topics continuously clusters every trace against them.",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-14",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Browse traces and individual spans, in the UI or from the terminal with [`bt view logs`](/docs/reference/cli/view).",
    "fetchedAt": "2026-09-03T23:56:28.231Z"
  },
  {
    "id": "braintrust-docs-15",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/instrument",
    "excerpt": "Add tracing to your AI application to capture LLM calls, application logic, and user feedback — the foundation for observability and evaluation.",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-16",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs",
    "excerpt": "Integrate with AI providers and frameworks to send traces to Braintrust",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-17",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs",
    "excerpt": "Measure and improve AI application quality with playgrounds and evals",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-18",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs",
    "excerpt": "Ask Braintrust’s AI agent to investigate your data and build scorers, datasets, and dashboards",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-19",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Browse traces and individual spans, in the UI or from the terminal with [`bt view logs`]",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-20",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Patterns puts Loop to work on your trace backlog on a schedule. It searches for recurring problems and trends that no scorer already measures",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-21",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Topics automatically analyze and classify your logs without manual review.",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-22",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Diagnose why one complex trace went wrong",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-23",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/evaluate/playgrounds",
    "excerpt": "Playgrounds provide a no-code workspace for rapidly iterating on prompts, models, scorers, and datasets. Run full evaluations in real-time, compare results side-by-side",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-24",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/admin/self-hosting",
    "excerpt": "Braintrust offers a self-hosted deployment option that separates data storage from platform management.",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-25",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/integrations/developer-tools/mcp",
    "excerpt": "Connect Claude Code, Cursor, Codex, and other MCP clients to Braintrust. Query logs, author scorers, configure Topics, and run evals from your editor.",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-26",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/reference/cli/quickstart",
    "excerpt": "It lets you authenticate, trace coding-agent sessions, run evals, browse and query logs, sync data, and manage functions without leaving your terminal.",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-gh-1",
    "tier": "github",
    "url": "https://github.com/braintrustdata/braintrust-sdk-javascript",
    "excerpt": "Eval(\"Say Hi Bot\", {\n  data: () => [\n    { input: \"Foo\", expected: \"Hi Foo\" },\n  ],\n  task: (input) => \"Hi \" + input,\n  scores: [LevenshteinScorer],\n});",
    "fetchedAt": "2026-09-03T23:58:32.828Z"
  },
  {
    "id": "braintrust-docs-27",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/evaluate",
    "excerpt": "Experiments are the immutable, comparable record of your eval runs. Run them from code or in the UI, track progress over time, and integrate into CI/CD to catch regressions before they reach production.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-28",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/evaluate",
    "excerpt": "Online scoring evaluates production traces automatically as they're logged, running asynchronously with no impact on latency.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-29",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Loop is Braintrust's AI agent. It understands your data structure, so you can investigate your logs through natural language instead of writing queries.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-30",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Topics automatically analyze and classify your logs without manual review. Each trace is analyzed by facets that extract sho",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-31",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/annotate/datasets",
    "excerpt": "Datasets are versioned collections of test cases that you use to run evaluations and track improvements over time. Build datasets from production logs, user feedback, manual curation, or generate them with Loop.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-32",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/admin/self-hosting",
    "excerpt": "Self-hosting is designed for organizations with specific requirements: Data residency and compliance: Meet regulatory or contractual obligations by keeping all customer data ... within your own cloud account and region.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-33",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/reference/cli/quickstart",
    "excerpt": "`bt` is the command-line interface for Braintrust. It lets you authenticate, trace coding-agent sessions, run evals, browse and query logs, sync data, and manage functions without leaving your terminal.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-34",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/api-reference",
    "excerpt": "You can use it to: Create and manage projects, experiments, and datasets; Log traces and metrics; Manage prompts, tools, and scorers",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-gh-2",
    "tier": "github",
    "url": "https://github.com/braintrustdata/braintrust-sdk-javascript",
    "excerpt": "Eval(\"Say Hi Bot\", {\n  data: () => [\n    { input: \"Foo\", expected: \"Hi Foo\" },\n    { input: \"Bar\", expected: \"Hello Bar\" },\n  ],\n  task: (input) => \"Hi \" + input,\n  scores: [LevenshteinScorer],\n});",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-docs-35",
    "tier": "claimed-docs",
    "url": "https://www.braintrust.dev/docs/observe",
    "excerpt": "Browse traces and individual spans, in the UI or from the terminal with `bt view logs`. ... Download logs as CSV or JSON, or pull them locally with `bt sync pull`.",
    "fetchedAt": "2026-09-04T00:00:41.453Z"
  },
  {
    "id": "braintrust-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37692239",
    "excerpt": "I've been using Braintrust at Coda and it's awesome - saved us so much time. Congrats on the launch!",
    "fetchedAt": "2026-09-04T00:03:02.566Z"
  },
  {
    "id": "braintrust-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/44194187",
    "excerpt": "Braintrust: Interesting approach to evaluation but feels like an early-stage product. Documentation is sparse and integration options are limited.",
    "fetchedAt": "2026-09-04T00:03:02.566Z"
  },
  {
    "id": "braintrust-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/48042494",
    "excerpt": "AI evaluation startup Braintrust confirms breach, tells every customer to rotate sensitive keys.",
    "fetchedAt": "2026-09-04T00:03:02.566Z"
  },
  {
    "id": "braintrust-probe-1",
    "tier": "probe",
    "url": "https://www.braintrust.dev/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://www.braintrust.dev/llms.txt # Braintrust\n\n> Braintrust is the active observability platform for instrumenting, understanding, and improving agents.",
    "fetchedAt": "2026-09-04T00:03:34.803Z"
  },
  {
    "id": "braintrust-probe-2",
    "tier": "probe",
    "url": "https://www.braintrust.dev/docs.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://www.braintrust.dev/docs.md",
    "fetchedAt": "2026-09-04T00:03:34.803Z"
  },
  {
    "id": "braintrust-probe-3",
    "tier": "probe",
    "url": "https://www.braintrust.dev/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://www.braintrust.dev/openapi.json, https://www.braintrust.dev/swagger.json, https://www.braintrust.dev/api/openapi.json, https://www.braintrust.dev/.well-known/openapi.json)",
    "fetchedAt": "2026-09-04T00:03:34.803Z"
  },
  {
    "id": "braintrust-probe-4",
    "tier": "probe",
    "url": "https://www.braintrust.dev/docs/integrations/developer-tools/mcp",
    "excerpt": "official MCP server documented at https://www.braintrust.dev/docs/integrations/developer-tools/mcp",
    "fetchedAt": "2026-09-04T00:03:34.803Z"
  },
  {
    "id": "braintrust-probe-5",
    "tier": "probe",
    "url": "https://www.braintrust.dev/docs/reference/cli/quickstart",
    "excerpt": "official CLI documented at https://www.braintrust.dev/docs/reference/cli/quickstart",
    "fetchedAt": "2026-09-04T00:03:34.803Z"
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]
