Add LangSmith tracing cookbook for AgentKit#681
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**/*.{yml,yaml,md,mdx}📄 CodeRabbit inference engine (.cursor/rules/browsecentral-labels.mdc)
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**/*.{ts,tsx,py,go,java,mdx,md}📄 CodeRabbit inference engine (CLAUDE.md)
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**/*.{mdx,md}📄 CodeRabbit inference engine (CLAUDE.md)
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🔇 Additional comments (3)
WalkthroughA new cookbook page documents how to enable LangSmith tracing for LangChain agents using Scalekit AgentKit tools. The guide provides prerequisites, step-by-step implementation examples including Gmail OAuth connection and tool binding, troubleshooting guidance for common issues, production deployment notes, and related resource links. ChangesLangSmith AgentKit Tracing Cookbook
Estimated code review effort🎯 1 (Trivial) | ⏱️ ~3 minutes Possibly related PRs
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Inline comments:
In `@src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx`:
- Around line 83-141: Wrap the existing Python code examples in a <Tabs
syncKey="tech-stack"> block and add three additional sibling tabs showing
equivalent Node.js, Go, and Java snippets; each tab should demonstrate the same
flows and use the same identifying symbols/variables as the Python example
(ScalekitClient/ScalekitClient constructor usage,
actions.get_or_create_connected_account, actions.get_authorization_link,
actions.langchain.get_tools, IDENTIFIER) but translated to the respective SDK
idioms and required SDK variable names for that language so readers can
reproduce the authorization flow and tool-calling loop in Node.js, Python, Go,
and Java.
- Around line 54-67: Add concise in-line security comments to the .env snippet
and the authorization-link example describing the specific threat (exposure of
secrets or unsafe OAuth redirect), why the pattern is required (prevents
credential leakage and ensures safe OAuth flow), and what breaks if omitted (eg.
token compromise, unauthorized access, or broken auth flow). Specifically update
the env block (SCALEKIT_CLIENT_ID/SECRET, LANGCHAIN_API_KEY, OPENAI_API_KEY) to
include one-line comments per secret stating threat, requirement, and risk, and
likewise annotate the authorization-link example with a short note about
validating redirect URIs and avoiding client_secret in frontend flows.
- Around line 151-158: The expected output block shows messages ("Gmail
connected for user_123", "Loaded 8 LangChain tools: [...]" and "🔧 Tool call `#1`:
gmail_fetch_mails") that the example script doesn't emit; either remove those
lines from the output sample or add explicit print/log calls in the script at
the points where the Gmail client is established and tools are loaded.
Concretely, update the script functions that establish the connection and load
tools (e.g., the code that calls connect_gmail or load_tools /
gmail_fetch_mails) to emit descriptive prints like "Gmail connected for
{user_id}", "Loaded {n} LangChain tools: {tool_names}" and a tool-call trace
before invoking gmail_fetch_mails, or remove those lines from the fenced
expected-output block so it matches the current behavior.
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src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
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**/*.mdx
📄 CodeRabbit inference engine (.cursorrules)
**/*.mdx: Use clear, descriptive titles that explain the purpose of the document
Include comprehensive descriptions in frontmatter metadata
Organize content with logical heading hierarchy (H2, H3, H4)
Use tableOfContents property in frontmatter when content has multiple sections
Set appropriate sidebar labels for navigation in frontmatter
Use direct instruction writing style with phrases like 'This guide shows you how to...' and 'Create an authorization URL to...'
Use second person perspective ('your application', 'you receive', 'you must') in documentation
Keep sentences concise, aiming for under 25 words per sentence
Explain the 'why' in documentation with phrases like 'This prevents CSRF attacks by...' or 'Use this to validate that...'
Use action verbs in section headings: 'Store session tokens securely', 'Validate the state parameter', 'Exchange authorization code for tokens'
Use present tense for descriptions: 'Scalekit handles the complex authentication flow', 'The SDK provides methods to refresh tokens'
Use future tense for results: 'This will redirect users to...', 'You'll receive a JWT containing...', 'Scalekit returns an authorization code'
Use transition phrases between sections: 'After the user authenticates...', 'Once the state is validated...', 'Let's take a look at how to...'
Write 1-3 opening paragraphs that explain what users will accomplish, provide context about when/why, preview key concepts, and use direct instructional language
Begin introduction sections with a clear statement of what the guide covers and explain the problem being solved
Use collapsible sections in introduction for sequence diagrams, video demonstrations, data models, and JSON examples with appropriate icons
Use numbered format within Steps component:1. ## Titlewith all step content indented with exactly 3 spaces
Use action-oriented headings in step-by-step guides within Steps components
Include code examples in all 4 languages (Node.js, Python, Go, Java) within Steps co...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
⚙️ CodeRabbit configuration file
**/*.mdx: You are reviewing Scalekit developer documentation written in MDX
(Astro + Starlight framework). Apply ALL of the following checks:Frontmatter
titleMUST be ≤ 60 characters and clearly state what the page does.descriptionMUST be ≤ 160 characters, action-oriented, unique per page.sidebar.labelMUST be present and ≤ 30 characters.sidebar.orderMUST be set on every page that lives inside a section
with siblings, to enforce the journey order in sidebar.config.ts.- Flag any missing
prev/nextlinks on pages that are clearly
part of a sequential flow (e.g., quickstart → implement-login →
complete-login → manage-session → logout).Voice & Style (CLAUDE.md standards)
- Voice: confident, direct, collaborative, instructional.
- Person: second person only ("you", "your application"). Reject "we",
"our", "the developer", "the user".- Tense: present tense for descriptions; imperative mood for instructions.
- Flag weasel words: "simply", "just", "easy", "straightforward",
"obviously", "of course", "note that".- Flag passive voice constructions where active voice is clearer.
- Headings must be sentence case, not Title Case (except proper nouns).
- Headings that match a real API parameter, method, or field name
(e.g.,contactID,xero_tenant_id,executeTool) should preserve
the original casing. Do NOT flag these as sentence-case violations.- No heading should end with a colon or period.
Content structure
- Journey how-to guides MUST contain numbered
<Steps>(Starlight
component). This does NOT apply tosrc/content/docs/cookbooks/**
(blog-style recipes — optional<Steps>,<Tabs>after</Steps>OK;
see cookbookspath_instructions).- Concept pages MUST NOT contain numbered steps — concepts explain, not instruct.
- API reference pages MUST list parameters in a table with Name / Type /
Required / Description columns.- Every page MUST end with a clear "what's next" signal — either a
next:f...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{yml,yaml,md,mdx}
📄 CodeRabbit inference engine (.cursor/rules/browsecentral-labels.mdc)
**/*.{yml,yaml,md,mdx}: BrowseCentral labels should be maximum 3-5 words - keep concise but add context when needed
BrowseCentral labels should be action-oriented - start with verbs when possible
BrowseCentral labels should be specific and clear - add context when simple labels are ambiguous
BrowseCentral labels should be outcome-focused - describe what users accomplish and the context
BrowseCentral labels should use 'Action + Object' pattern (e.g., 'Invite users', 'Restrict sign-up', 'Set up SCIM')
BrowseCentral labels should use feature names (e.g., 'Enterprise SSO', 'Passwordless quickstart')
BrowseCentral labels should describe task completion (e.g., 'Run migrations', 'Migrate auth', 'Merge identities')
BrowseCentral labels should include specific context when needed (e.g., 'Configure Scalekit MCP server', 'Validate incoming API requests')
BrowseCentral labels should use integration context when applicable (e.g., 'Build MCP auth with your existing auth system')
BrowseCentral labels should avoid instructional prefixes: 'How to', 'Guide to', 'Implement', 'Configure', 'Learn', 'Understand'
BrowseCentral labels should avoid verbose phrases: 'Step-by-step guide', 'Complete tutorial', 'Detailed documentation'
BrowseCentral labels should avoid weak verbs: 'Enable', 'Allow', 'Provide', 'Support'
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{md,mdx}
📄 CodeRabbit inference engine (.cursor/rules/deno-docs-style.mdc)
**/*.{md,mdx}: Use sentence case for all titles and headings in MD/MDX documentation
Keep page titles short and descriptive (3–7 words when possible) in MD/MDX documentation
Use outcome-focused headings that describe results, not categories (e.g., 'Run a script' not 'Scripts')
Avoid gerunds in headings when an imperative works - prefer 'Configure proxies' over 'Configuring proxies'
Keep sidebar labels concise (1–3 words), use sentence case, and focus on outcomes or objects
Use sentence case in sidebar labels without punctuation
Set frontmatter title in sentence case with a clear outcome; description in one sentence (≤160 chars); sidebar.label as shorter form of title; enable tableOfContents on longer pages
Start documentation pages with a one-paragraph overview explaining what the page covers and when to use it
Present the primary use case (80% path) first in documentation, with edge cases later
Use numbered steps for task-focused sections in documentation, with each step beginning with a verb
Break up long documentation sections with subheadings every 3–6 paragraphs
Use asides for important notes, tips, cautions, and references in documentation
Provide runnable, minimal code examples that work as-is in documentation
Prefer CLI-first examples and show file layout when helpful in documentation
Label code blocks with titles for context (e.g., 'Terminal', 'main.ts') in documentation
Keep code block annotations brief and purposeful - annotate only what matters
Use consistent variable and file names across a documentation page
Use descriptive link text in documentation (e.g., 'See permission flags' not 'click here')
Prefer relative links for internal documentation pages and include anchors for section references
Reference APIs consistently using backticks for code, file names, CLI flags, and endpoints
Use backticks for code, file names, CLI flags, and endpoints in documentation
Use lists for options and features in documentation; tables only when comparisons are cleare...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/**/*.mdx
📄 CodeRabbit inference engine (.cursor/rules/starlight-steps-tabs-structure.mdc)
src/content/docs/**/*.mdx: In MDX documentation files,<Steps>must contain one continuous ordered list. Wrap<Steps>around a normal Markdown ordered list such as1. ## ...
In MDX documentation files, numbered step lines must start at column 0. Do not indent the1. ##,2. ##, etc.
In MDX documentation files, any content that belongs to a step must be indented with 3 spaces: paragraphs, bullets, images,<Tabs>,<TabItem>, and fenced code blocks
In MDX documentation files, prefer plain Markdown inside<Steps>. If the content is mostly<Tabs>or other JSX-heavy blocks, use normal section headings instead of<Steps>
In MDX documentation files, when<Tabs>is used inside a step, keep<Tabs>,<TabItem>,</TabItem>, and</Tabs>consistently nested under that step
In MDX documentation files, if a tabs block is not part of a numbered step, place it outside</Steps>
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{ts,tsx,py,go,java,mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
**/*.{ts,tsx,py,go,java,mdx,md}: Use the exact SDK variable names: Node.js (scalekit), Python (scalekit_client), Go (scalekitClient), Java (scalekitClient)
Never hard-code secrets or API keys in code examples; use environment variables
Include security comments that state the threat, why the pattern is required, and what can go wrong if omitted
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
**/*.{mdx,md}: All code examples must use<Tabs syncKey="tech-stack">format and include Node.js, Python, Go, and Java implementations (90% rule)
Use sentence case for all titles and headings in documentation
Use bold for first mention of important terms, UI elements, and dashboard paths (e.g., Dashboard > Authentication > Session Policy)
Use inline code for technical identifiers: variables, functions, endpoints, scopes, environment variables, file paths, and placeholders
Always include headers in tables; keep cell content concise and readable
Prefer fenced code blocks with language identifiers for all code; never use screenshots of code
Use descriptive link text; never use 'click here' or 'this' as link labels
Keep sentences simple, right-branching, and unambiguous; avoid ambiguous noun stacks and demonstrative pronouns
Use active voice; prefer 'Run the command' over 'The command should be run'
Use second person when giving instructions; address the reader as 'you'
Use present tense for procedures; 'This command installs…' not 'This command will install…'
Avoid hype, slang, and filler words like 'simply', 'just', 'obviously' in documentation
Use consistent terminology throughout; prefer standard names over synonyms
Explain security implications and threats for all security-related content
Use imperative verbs for procedure headings: 'Run a script' not 'Running a script'; 'Configure proxies' not 'Configuring proxies'
Headings must describe outcomes, not categories (good: 'Run a script'; bad: 'Scripts')
Split content into clear sections with descriptive, sentence-style titles that convey meaning without requiring the following paragraph
Keep paragraphs short; isolate critical points in their own short paragraphs
Begin sections and paragraphs with standalone topic sentences that preview content
Put the topic words at the beginning of topic sentences to support fast skimming
Put key takeaways and results at the top of documents and sections
Use bullets and tabl...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/**/*.{mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
src/content/docs/**/*.{mdx,md}: Every documentation page must include frontmatter with at least:title,description, andsidebar.label
Page titles must be ≤60 characters and descriptions must be ≤160 characters
Sidebar labels must be concise (1-3 words) and use sentence case without punctuation
Use<Steps>component with single continuous ordered list; numbered steps start at column 0, continuation content indented with exactly 3 spaces
Use relative links for internal pages; include anchors for sections
Include a table of contents for documents with multiple sections; enabletableOfContents: truein frontmatter
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/cookbooks/**/*.mdx
⚙️ CodeRabbit configuration file
src/content/docs/cookbooks/**/*.mdx: This file is a Scalekit cookbook: a standalone recipe under the
starlight-blog integration (prefix: cookbooksin astro.config.mjs).
Apply global MDX voice, style, links, and accessibility rules, but use
these cookbook-specific expectations:Overrides to global MDX checks
- Do NOT require
sidebar.order— ordering follows the blog plugin and
publication metadata, not sidebar.config.ts journey slots.- Do NOT require
prev/nextfrontmatter — cookbooks are not a
sequential product journey; cross-links and related docs are enough.tableOfContentsis optional — enable it when the post has many H2s.Frontmatter
titleanddescriptionfollow the same length and clarity rules as
global MDX.- Prefer
sidebar.labelfor navigation consistency; if absent, do not
treat it as a hard failure (older cookbooks may omit it).date,tags,authors,excerpt, andfeaturedare normal for
cookbooks — verify tags match the topic (e.g. MCP, SSO, FSA).Code examples
- Require all four SDK tabs (Node.js, Python, Go, Java) ONLY when the
snippet demonstrates Scalekit client SDK usage. For MCP setup, CLI,
shell, framework-only (e.g. Next.js), or IDE configuration recipes,
use the tabs or single-language blocks that fit the task. Do not
demand four SDK languages for bash, JSON, env files, or non-SDK code.- Minimal examples (single command, config block) do not need both
success and error paths unless the recipe is explicitly about errors.- Flag real-looking API keys or secrets — use placeholders such as
YOUR_API_KEYorYOUR_CLIENT_SECRET.
<Steps>(overrides global "how-to MUST use Steps")
- Do NOT require
<Steps>on cookbooks. The global rule targets journey
how-to pages; a cookbook may use H2 sections,<Tabs>, or prose.- Do NOT flag "missing Steps" when the procedure is already clear.
- If
<Steps>is used,<Tabs>or other blocks MAY appear after
</Steps>(e.g. per–IDE ...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
🧠 Learnings (12)
📚 Learning: 2026-01-30T18:18:50.883Z
Learnt from: AkshayParihar33
Repo: scalekit-inc/developer-docs PR: 415
File: src/content/docs/authenticate/fsa/multiapp/manage-apps.mdx:31-49
Timestamp: 2026-01-30T18:18:50.883Z
Learning: In all Scalekit documentation files (MDX), treat the terms 'Applications', 'Single Page Application (SPA)', 'Native Application', and 'Web Application' as proper nouns and preserve their capitalization in headings and body text. Ensure these terms remain capitalized even when used in sentence case or within prose.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-04T12:47:16.544Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 412
File: src/content/docs/dev-kit/tools/scalekit-dryrun.mdx:1-23
Timestamp: 2026-02-04T12:47:16.544Z
Learning: In scalekit-inc/developer-docs, the MDX frontmatter field order is required only when the sidebar configuration points to a directory (for auto-generation). If the sidebar.config.ts references a specific file path, the order field is not required. Apply this check to all MDX files under src/content/docs: if a file contributes to an auto-generated sidebar (directory path), ensure order is present; if it’s linked to a concrete file, order can be omitted. Use sidebar.config.ts to determine whether a given MDX file falls under directory-based vs file-specific sidebar references.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T08:57:12.201Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/quickstart.mdx:2-10
Timestamp: 2026-02-25T08:57:12.201Z
Learning: In Scalekit developer-docs (Astro Starlight), do not auto-suggest adding tableOfContents in frontmatter unless the user explicitly overrides the default behavior. The default enables tableOfContents with minHeadingLevel 2 and maxHeadingLevel 3. Only set tableOfContents when you want to customize heading levels or disable it entirely; otherwise omit it for other docs.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T13:04:27.491Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/start-agent-auth-coding-agents.mdx:9-17
Timestamp: 2026-02-25T13:04:27.491Z
Learning: Allow page-level CSS overrides in MDX frontmatter (head: style) for readability and engagement, even if it customizes typography beyond defaults. This applies to per-page UX decisions, including heading sizes and style tweaks, but keep overrides purposeful, accessible, and within the repository's design guidelines. Use these overrides sparingly and document the rationale for maintainability.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-05T11:29:08.125Z
Learnt from: AkshayParihar33
Repo: scalekit-inc/developer-docs PR: 463
File: src/content/docs/agent-auth/providers.mdx:35-73
Timestamp: 2026-03-05T11:29:08.125Z
Learning: In src/content/docs/agent-auth/providers.mdx, the Card components intentionally use icon=" " (a space) to render consistent colored boxes since some Starlight icon names resolve to icons and others do not. Do not flag icon=" " as a placeholder issue for this file; treat this as a deliberate UX choice specific to this MDX page and avoid raising a placeholder-icon warning here.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-09T07:27:56.794Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 469
File: src/content/docs/guides/integrations/scim-integrations/azure-scim.mdx:95-107
Timestamp: 2026-03-09T07:27:56.794Z
Learning: Do not enforce the 3-space indentation rule for Steps component content as a hard style rule in MDX files under src/content/docs/**/*.mdx. Only flag/rectify it if it causes visible rendering problems in the UI. Otherwise, allow current formatting; apply this rule only when rendering issues are observed and document any fixes.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-09T07:32:38.426Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 467
File: src/content/docs/sso/guides/sso-user-attributes.mdx:108-148
Timestamp: 2026-03-09T07:32:38.426Z
Learning: In MDX code samples under src/content/docs (and similar conceptual snippets in scalekit-inc/developer-docs), when an example's sole purpose is to show how to access a specific value (e.g., reading JWT claims after token validation), omit error/non-happy-path handling to keep the snippet focused. Do not flag the absence of error paths in narrowly scoped conceptual snippets.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-17T16:01:50.487Z
Learnt from: dhaneshbs
Repo: scalekit-inc/developer-docs PR: 506
File: src/content/docs/authenticate/fsa/quickstart.mdx:851-853
Timestamp: 2026-03-17T16:01:50.487Z
Learning: In the Scalekit Python SDK docs, clarify that LogoutUrlOptions is not exported from the top-level scalekit package __init__.py. The correct import path in code samples or reviews is: from scalekit.common.scalekit import LogoutUrlOptions. Do not flag this import path as incorrect in documentation or code reviews; ensure examples reflect the proper import path to avoid confusion for users.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T03:34:41.147Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/start-agent-auth-coding-agents.mdx:31-31
Timestamp: 2026-02-25T03:34:41.147Z
Learning: In MDX files, import { Code } from 'astrojs/starlight/components' only if the MDX content actually uses the <Code> component. If the file uses only fenced code blocks (```), the import is not required. Apply this guideline to all MDX files (e.g., src/content/docs/**/*.mdx) to avoid unnecessary imports and reduce bundle size.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T18:41:00.639Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 446
File: src/content/docs/authenticate/m2m/api-auth-quickstart.mdx:78-78
Timestamp: 2026-02-25T18:41:00.639Z
Learning: Preserve full URLs inside code comments in MDX code blocks (bash/python/js) when the URLs are part of copyable examples. Do not flag these in code examples. Use relative paths in prose and hyperlinks within MDX; only enforce relative paths for markdown prose links, not for URLs inside code comments.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-26T13:43:49.940Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 539
File: src/content/docs/cookbooks/search-scalekit-docs-in-your-ide.mdx:1-15
Timestamp: 2026-03-26T13:43:49.940Z
Learning: In scalekit-inc/developer-docs, cookbook pages under `src/content/docs/cookbooks/` use directory-based auto-generation for the sidebar (configured in `src/configs/sidebar.config.ts` with routes like `/cookbooks` and `/cookbooks/**/*`). For files in this directory, do not require or flag missing `sidebar.label` in the MDX frontmatter.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-04-25T07:22:18.321Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 633
File: src/components/templates/agent-connectors/_setup-heyreach.mdx:12-12
Timestamp: 2026-04-25T07:22:18.321Z
Learning: In this repo’s MDX documentation files, treat `@/...` paths as aliases that resolve to the `src/` directory (e.g., `@/assets/docs/foo/bar.png` -> `src/assets/docs/foo/bar.png`). When reviewing, do not flag `@`-prefixed image (or other asset) paths as broken; instead, verify that the corresponding physical file exists under `src/`.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
🪛 LanguageTool
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
[uncategorized] ~216-~216: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...Combined with tool call traces, you get full cost visibility per agent run. ## Next step...
(EN_COMPOUND_ADJECTIVE_INTERNAL)
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- Add security threat comments to .env secrets block - Add Aside explaining LangChain adapter is Python-only - Add print() calls to script so expected output matches - Fix compound adjective hyphenation (LanguageTool)
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Actionable comments posted: 2
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
Inline comments:
In `@src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx`:
- Around line 163-170: Update the "Expected output" example so the first line
(`✅ Gmail connected for user_123`) is conditional: either show both possible
outputs (one with the connected line and one without) or add a short note
immediately above the code block stating that the connection line appears only
when the account is already ACTIVE before authorization; ensure the
documentation uses a verification-style phrasing (e.g., "If the account is
already ACTIVE, you will see: …; otherwise you will see: …") so readers don't
treat the success line as deterministic.
- Around line 189-193: The Python code block that prints environment variables
(the triple-backtick block starting with ```python and containing
print(os.getenv("LANGCHAIN_TRACING_V2")) and
print(os.getenv("LANGCHAIN_API_KEY"))) is missing a title attribute; update that
code fence to include a title like title="langsmith_tracing.py" (or
title="Terminal check") so it follows the guideline "Code blocks MUST have a
`title=` attribute showing the file path."
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
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Configuration used: Path: .coderabbit.yaml
Review profile: ASSERTIVE
Plan: Pro
Run ID: 8ac6ba12-491e-4762-88e3-a3ced0a0630b
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src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
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- GitHub Check: Redirect rules - scalekit-starlight
- GitHub Check: Header rules - scalekit-starlight
- GitHub Check: Pages changed - scalekit-starlight
🧰 Additional context used
📓 Path-based instructions (8)
**/*.mdx
📄 CodeRabbit inference engine (.cursorrules)
**/*.mdx: Use clear, descriptive titles that explain the purpose of the document
Include comprehensive descriptions in frontmatter metadata
Organize content with logical heading hierarchy (H2, H3, H4)
Use tableOfContents property in frontmatter when content has multiple sections
Set appropriate sidebar labels for navigation in frontmatter
Use direct instruction writing style with phrases like 'This guide shows you how to...' and 'Create an authorization URL to...'
Use second person perspective ('your application', 'you receive', 'you must') in documentation
Keep sentences concise, aiming for under 25 words per sentence
Explain the 'why' in documentation with phrases like 'This prevents CSRF attacks by...' or 'Use this to validate that...'
Use action verbs in section headings: 'Store session tokens securely', 'Validate the state parameter', 'Exchange authorization code for tokens'
Use present tense for descriptions: 'Scalekit handles the complex authentication flow', 'The SDK provides methods to refresh tokens'
Use future tense for results: 'This will redirect users to...', 'You'll receive a JWT containing...', 'Scalekit returns an authorization code'
Use transition phrases between sections: 'After the user authenticates...', 'Once the state is validated...', 'Let's take a look at how to...'
Write 1-3 opening paragraphs that explain what users will accomplish, provide context about when/why, preview key concepts, and use direct instructional language
Begin introduction sections with a clear statement of what the guide covers and explain the problem being solved
Use collapsible sections in introduction for sequence diagrams, video demonstrations, data models, and JSON examples with appropriate icons
Use numbered format within Steps component:1. ## Titlewith all step content indented with exactly 3 spaces
Use action-oriented headings in step-by-step guides within Steps components
Include code examples in all 4 languages (Node.js, Python, Go, Java) within Steps co...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
⚙️ CodeRabbit configuration file
**/*.mdx: You are reviewing Scalekit developer documentation written in MDX
(Astro + Starlight framework). Apply ALL of the following checks:Frontmatter
titleMUST be ≤ 60 characters and clearly state what the page does.descriptionMUST be ≤ 160 characters, action-oriented, unique per page.sidebar.labelMUST be present and ≤ 30 characters.sidebar.orderMUST be set on every page that lives inside a section
with siblings, to enforce the journey order in sidebar.config.ts.- Flag any missing
prev/nextlinks on pages that are clearly
part of a sequential flow (e.g., quickstart → implement-login →
complete-login → manage-session → logout).Voice & Style (CLAUDE.md standards)
- Voice: confident, direct, collaborative, instructional.
- Person: second person only ("you", "your application"). Reject "we",
"our", "the developer", "the user".- Tense: present tense for descriptions; imperative mood for instructions.
- Flag weasel words: "simply", "just", "easy", "straightforward",
"obviously", "of course", "note that".- Flag passive voice constructions where active voice is clearer.
- Headings must be sentence case, not Title Case (except proper nouns).
- Headings that match a real API parameter, method, or field name
(e.g.,contactID,xero_tenant_id,executeTool) should preserve
the original casing. Do NOT flag these as sentence-case violations.- No heading should end with a colon or period.
Content structure
- Journey how-to guides MUST contain numbered
<Steps>(Starlight
component). This does NOT apply tosrc/content/docs/cookbooks/**
(blog-style recipes — optional<Steps>,<Tabs>after</Steps>OK;
see cookbookspath_instructions).- Concept pages MUST NOT contain numbered steps — concepts explain, not instruct.
- API reference pages MUST list parameters in a table with Name / Type /
Required / Description columns.- Every page MUST end with a clear "what's next" signal — either a
next:f...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{yml,yaml,md,mdx}
📄 CodeRabbit inference engine (.cursor/rules/browsecentral-labels.mdc)
**/*.{yml,yaml,md,mdx}: BrowseCentral labels should be maximum 3-5 words - keep concise but add context when needed
BrowseCentral labels should be action-oriented - start with verbs when possible
BrowseCentral labels should be specific and clear - add context when simple labels are ambiguous
BrowseCentral labels should be outcome-focused - describe what users accomplish and the context
BrowseCentral labels should use 'Action + Object' pattern (e.g., 'Invite users', 'Restrict sign-up', 'Set up SCIM')
BrowseCentral labels should use feature names (e.g., 'Enterprise SSO', 'Passwordless quickstart')
BrowseCentral labels should describe task completion (e.g., 'Run migrations', 'Migrate auth', 'Merge identities')
BrowseCentral labels should include specific context when needed (e.g., 'Configure Scalekit MCP server', 'Validate incoming API requests')
BrowseCentral labels should use integration context when applicable (e.g., 'Build MCP auth with your existing auth system')
BrowseCentral labels should avoid instructional prefixes: 'How to', 'Guide to', 'Implement', 'Configure', 'Learn', 'Understand'
BrowseCentral labels should avoid verbose phrases: 'Step-by-step guide', 'Complete tutorial', 'Detailed documentation'
BrowseCentral labels should avoid weak verbs: 'Enable', 'Allow', 'Provide', 'Support'
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{md,mdx}
📄 CodeRabbit inference engine (.cursor/rules/deno-docs-style.mdc)
**/*.{md,mdx}: Use sentence case for all titles and headings in MD/MDX documentation
Keep page titles short and descriptive (3–7 words when possible) in MD/MDX documentation
Use outcome-focused headings that describe results, not categories (e.g., 'Run a script' not 'Scripts')
Avoid gerunds in headings when an imperative works - prefer 'Configure proxies' over 'Configuring proxies'
Keep sidebar labels concise (1–3 words), use sentence case, and focus on outcomes or objects
Use sentence case in sidebar labels without punctuation
Set frontmatter title in sentence case with a clear outcome; description in one sentence (≤160 chars); sidebar.label as shorter form of title; enable tableOfContents on longer pages
Start documentation pages with a one-paragraph overview explaining what the page covers and when to use it
Present the primary use case (80% path) first in documentation, with edge cases later
Use numbered steps for task-focused sections in documentation, with each step beginning with a verb
Break up long documentation sections with subheadings every 3–6 paragraphs
Use asides for important notes, tips, cautions, and references in documentation
Provide runnable, minimal code examples that work as-is in documentation
Prefer CLI-first examples and show file layout when helpful in documentation
Label code blocks with titles for context (e.g., 'Terminal', 'main.ts') in documentation
Keep code block annotations brief and purposeful - annotate only what matters
Use consistent variable and file names across a documentation page
Use descriptive link text in documentation (e.g., 'See permission flags' not 'click here')
Prefer relative links for internal documentation pages and include anchors for section references
Reference APIs consistently using backticks for code, file names, CLI flags, and endpoints
Use backticks for code, file names, CLI flags, and endpoints in documentation
Use lists for options and features in documentation; tables only when comparisons are cleare...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/**/*.mdx
📄 CodeRabbit inference engine (.cursor/rules/starlight-steps-tabs-structure.mdc)
src/content/docs/**/*.mdx: In MDX documentation files,<Steps>must contain one continuous ordered list. Wrap<Steps>around a normal Markdown ordered list such as1. ## ...
In MDX documentation files, numbered step lines must start at column 0. Do not indent the1. ##,2. ##, etc.
In MDX documentation files, any content that belongs to a step must be indented with 3 spaces: paragraphs, bullets, images,<Tabs>,<TabItem>, and fenced code blocks
In MDX documentation files, prefer plain Markdown inside<Steps>. If the content is mostly<Tabs>or other JSX-heavy blocks, use normal section headings instead of<Steps>
In MDX documentation files, when<Tabs>is used inside a step, keep<Tabs>,<TabItem>,</TabItem>, and</Tabs>consistently nested under that step
In MDX documentation files, if a tabs block is not part of a numbered step, place it outside</Steps>
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{ts,tsx,py,go,java,mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
**/*.{ts,tsx,py,go,java,mdx,md}: Use the exact SDK variable names: Node.js (scalekit), Python (scalekit_client), Go (scalekitClient), Java (scalekitClient)
Never hard-code secrets or API keys in code examples; use environment variables
Include security comments that state the threat, why the pattern is required, and what can go wrong if omitted
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
**/*.{mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
**/*.{mdx,md}: All code examples must use<Tabs syncKey="tech-stack">format and include Node.js, Python, Go, and Java implementations (90% rule)
Use sentence case for all titles and headings in documentation
Use bold for first mention of important terms, UI elements, and dashboard paths (e.g., Dashboard > Authentication > Session Policy)
Use inline code for technical identifiers: variables, functions, endpoints, scopes, environment variables, file paths, and placeholders
Always include headers in tables; keep cell content concise and readable
Prefer fenced code blocks with language identifiers for all code; never use screenshots of code
Use descriptive link text; never use 'click here' or 'this' as link labels
Keep sentences simple, right-branching, and unambiguous; avoid ambiguous noun stacks and demonstrative pronouns
Use active voice; prefer 'Run the command' over 'The command should be run'
Use second person when giving instructions; address the reader as 'you'
Use present tense for procedures; 'This command installs…' not 'This command will install…'
Avoid hype, slang, and filler words like 'simply', 'just', 'obviously' in documentation
Use consistent terminology throughout; prefer standard names over synonyms
Explain security implications and threats for all security-related content
Use imperative verbs for procedure headings: 'Run a script' not 'Running a script'; 'Configure proxies' not 'Configuring proxies'
Headings must describe outcomes, not categories (good: 'Run a script'; bad: 'Scripts')
Split content into clear sections with descriptive, sentence-style titles that convey meaning without requiring the following paragraph
Keep paragraphs short; isolate critical points in their own short paragraphs
Begin sections and paragraphs with standalone topic sentences that preview content
Put the topic words at the beginning of topic sentences to support fast skimming
Put key takeaways and results at the top of documents and sections
Use bullets and tabl...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/**/*.{mdx,md}
📄 CodeRabbit inference engine (CLAUDE.md)
src/content/docs/**/*.{mdx,md}: Every documentation page must include frontmatter with at least:title,description, andsidebar.label
Page titles must be ≤60 characters and descriptions must be ≤160 characters
Sidebar labels must be concise (1-3 words) and use sentence case without punctuation
Use<Steps>component with single continuous ordered list; numbered steps start at column 0, continuation content indented with exactly 3 spaces
Use relative links for internal pages; include anchors for sections
Include a table of contents for documents with multiple sections; enabletableOfContents: truein frontmatter
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
src/content/docs/cookbooks/**/*.mdx
⚙️ CodeRabbit configuration file
src/content/docs/cookbooks/**/*.mdx: This file is a Scalekit cookbook: a standalone recipe under the
starlight-blog integration (prefix: cookbooksin astro.config.mjs).
Apply global MDX voice, style, links, and accessibility rules, but use
these cookbook-specific expectations:Overrides to global MDX checks
- Do NOT require
sidebar.order— ordering follows the blog plugin and
publication metadata, not sidebar.config.ts journey slots.- Do NOT require
prev/nextfrontmatter — cookbooks are not a
sequential product journey; cross-links and related docs are enough.tableOfContentsis optional — enable it when the post has many H2s.Frontmatter
titleanddescriptionfollow the same length and clarity rules as
global MDX.- Prefer
sidebar.labelfor navigation consistency; if absent, do not
treat it as a hard failure (older cookbooks may omit it).date,tags,authors,excerpt, andfeaturedare normal for
cookbooks — verify tags match the topic (e.g. MCP, SSO, FSA).Code examples
- Require all four SDK tabs (Node.js, Python, Go, Java) ONLY when the
snippet demonstrates Scalekit client SDK usage. For MCP setup, CLI,
shell, framework-only (e.g. Next.js), or IDE configuration recipes,
use the tabs or single-language blocks that fit the task. Do not
demand four SDK languages for bash, JSON, env files, or non-SDK code.- Minimal examples (single command, config block) do not need both
success and error paths unless the recipe is explicitly about errors.- Flag real-looking API keys or secrets — use placeholders such as
YOUR_API_KEYorYOUR_CLIENT_SECRET.
<Steps>(overrides global "how-to MUST use Steps")
- Do NOT require
<Steps>on cookbooks. The global rule targets journey
how-to pages; a cookbook may use H2 sections,<Tabs>, or prose.- Do NOT flag "missing Steps" when the procedure is already clear.
- If
<Steps>is used,<Tabs>or other blocks MAY appear after
</Steps>(e.g. per–IDE ...
Files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
🧠 Learnings (12)
📚 Learning: 2026-01-30T18:18:50.883Z
Learnt from: AkshayParihar33
Repo: scalekit-inc/developer-docs PR: 415
File: src/content/docs/authenticate/fsa/multiapp/manage-apps.mdx:31-49
Timestamp: 2026-01-30T18:18:50.883Z
Learning: In all Scalekit documentation files (MDX), treat the terms 'Applications', 'Single Page Application (SPA)', 'Native Application', and 'Web Application' as proper nouns and preserve their capitalization in headings and body text. Ensure these terms remain capitalized even when used in sentence case or within prose.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-04T12:47:16.544Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 412
File: src/content/docs/dev-kit/tools/scalekit-dryrun.mdx:1-23
Timestamp: 2026-02-04T12:47:16.544Z
Learning: In scalekit-inc/developer-docs, the MDX frontmatter field order is required only when the sidebar configuration points to a directory (for auto-generation). If the sidebar.config.ts references a specific file path, the order field is not required. Apply this check to all MDX files under src/content/docs: if a file contributes to an auto-generated sidebar (directory path), ensure order is present; if it’s linked to a concrete file, order can be omitted. Use sidebar.config.ts to determine whether a given MDX file falls under directory-based vs file-specific sidebar references.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T08:57:12.201Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/quickstart.mdx:2-10
Timestamp: 2026-02-25T08:57:12.201Z
Learning: In Scalekit developer-docs (Astro Starlight), do not auto-suggest adding tableOfContents in frontmatter unless the user explicitly overrides the default behavior. The default enables tableOfContents with minHeadingLevel 2 and maxHeadingLevel 3. Only set tableOfContents when you want to customize heading levels or disable it entirely; otherwise omit it for other docs.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T13:04:27.491Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/start-agent-auth-coding-agents.mdx:9-17
Timestamp: 2026-02-25T13:04:27.491Z
Learning: Allow page-level CSS overrides in MDX frontmatter (head: style) for readability and engagement, even if it customizes typography beyond defaults. This applies to per-page UX decisions, including heading sizes and style tweaks, but keep overrides purposeful, accessible, and within the repository's design guidelines. Use these overrides sparingly and document the rationale for maintainability.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-05T11:29:08.125Z
Learnt from: AkshayParihar33
Repo: scalekit-inc/developer-docs PR: 463
File: src/content/docs/agent-auth/providers.mdx:35-73
Timestamp: 2026-03-05T11:29:08.125Z
Learning: In src/content/docs/agent-auth/providers.mdx, the Card components intentionally use icon=" " (a space) to render consistent colored boxes since some Starlight icon names resolve to icons and others do not. Do not flag icon=" " as a placeholder issue for this file; treat this as a deliberate UX choice specific to this MDX page and avoid raising a placeholder-icon warning here.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-09T07:27:56.794Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 469
File: src/content/docs/guides/integrations/scim-integrations/azure-scim.mdx:95-107
Timestamp: 2026-03-09T07:27:56.794Z
Learning: Do not enforce the 3-space indentation rule for Steps component content as a hard style rule in MDX files under src/content/docs/**/*.mdx. Only flag/rectify it if it causes visible rendering problems in the UI. Otherwise, allow current formatting; apply this rule only when rendering issues are observed and document any fixes.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-09T07:32:38.426Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 467
File: src/content/docs/sso/guides/sso-user-attributes.mdx:108-148
Timestamp: 2026-03-09T07:32:38.426Z
Learning: In MDX code samples under src/content/docs (and similar conceptual snippets in scalekit-inc/developer-docs), when an example's sole purpose is to show how to access a specific value (e.g., reading JWT claims after token validation), omit error/non-happy-path handling to keep the snippet focused. Do not flag the absence of error paths in narrowly scoped conceptual snippets.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-17T16:01:50.487Z
Learnt from: dhaneshbs
Repo: scalekit-inc/developer-docs PR: 506
File: src/content/docs/authenticate/fsa/quickstart.mdx:851-853
Timestamp: 2026-03-17T16:01:50.487Z
Learning: In the Scalekit Python SDK docs, clarify that LogoutUrlOptions is not exported from the top-level scalekit package __init__.py. The correct import path in code samples or reviews is: from scalekit.common.scalekit import LogoutUrlOptions. Do not flag this import path as incorrect in documentation or code reviews; ensure examples reflect the proper import path to avoid confusion for users.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T03:34:41.147Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 444
File: src/content/docs/agent-auth/start-agent-auth-coding-agents.mdx:31-31
Timestamp: 2026-02-25T03:34:41.147Z
Learning: In MDX files, import { Code } from 'astrojs/starlight/components' only if the MDX content actually uses the <Code> component. If the file uses only fenced code blocks (```), the import is not required. Apply this guideline to all MDX files (e.g., src/content/docs/**/*.mdx) to avoid unnecessary imports and reduce bundle size.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-02-25T18:41:00.639Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 446
File: src/content/docs/authenticate/m2m/api-auth-quickstart.mdx:78-78
Timestamp: 2026-02-25T18:41:00.639Z
Learning: Preserve full URLs inside code comments in MDX code blocks (bash/python/js) when the URLs are part of copyable examples. Do not flag these in code examples. Use relative paths in prose and hyperlinks within MDX; only enforce relative paths for markdown prose links, not for URLs inside code comments.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-03-26T13:43:49.940Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 539
File: src/content/docs/cookbooks/search-scalekit-docs-in-your-ide.mdx:1-15
Timestamp: 2026-03-26T13:43:49.940Z
Learning: In scalekit-inc/developer-docs, cookbook pages under `src/content/docs/cookbooks/` use directory-based auto-generation for the sidebar (configured in `src/configs/sidebar.config.ts` with routes like `/cookbooks` and `/cookbooks/**/*`). For files in this directory, do not require or flag missing `sidebar.label` in the MDX frontmatter.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
📚 Learning: 2026-04-25T07:22:18.321Z
Learnt from: saif-at-scalekit
Repo: scalekit-inc/developer-docs PR: 633
File: src/components/templates/agent-connectors/_setup-heyreach.mdx:12-12
Timestamp: 2026-04-25T07:22:18.321Z
Learning: In this repo’s MDX documentation files, treat `@/...` paths as aliases that resolve to the `src/` directory (e.g., `@/assets/docs/foo/bar.png` -> `src/assets/docs/foo/bar.png`). When reviewing, do not flag `@`-prefixed image (or other asset) paths as broken; instead, verify that the corresponding physical file exists under `src/`.
Applied to files:
src/content/docs/cookbooks/langsmith-tracing-agentkit.mdx
- Note that Gmail connected line is conditional on ACTIVE status - Add title attribute to troubleshooting code block
1 participant
Summary
Adds a new cookbook: Trace AgentKit tool calls in LangSmith.
Walks through setting up LangSmith tracing for a LangChain agent that uses Scalekit AgentKit tools. Covers environment setup, connecting a user to Gmail via AgentKit, running the agent, and verifying traces in the LangSmith dashboard.
Structure
Follows the established cookbook format:
<Steps>with 5 numbered sections<details>items)Related
Summary by CodeRabbit