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@wpbarco wpbarco commented Oct 28, 2025

Overview

This PR adds Timbr as a new integration provider to the LangChain documentation. Timbr is a semantic SQL knowledge graph platform that enables natural language to SQL query generation using ontology-driven semantic layers.

The documentation covers:

  • Timbr provider overview page with installation instructions
  • Integration guide showing usage of Timbr's chains and agents
  • Complete setup and configuration examples
  • Environment-based configuration support
  • Multiple usage patterns: pre-built agent, individual chains, and manual connector

Type of change

Type: Add new integration documentation

Related issues/PRs

Checklist

  • I have read the contributing guidelines
  • I have tested my changes locally using make lint_md
  • All code examples follow LangChain documentation standards
  • I have used root relative paths for internal links
  • I have updated navigation in src/docs.json if needed (not applicable - added sections to existing pages)
  • I have gotten approval from the relevant reviewers
  • (Internal team members only / optional) I have created a preview deployment using the Create Preview Branch workflow

Additional notes

Changes made:

  1. src/oss/python/integrations/providers/timbr.mdx (new file):

    • Provider overview describing Timbr's semantic SQL capabilities
    • Installation instructions with optional LLM provider selection
    • Import examples for main chains and agent
    • Cross-reference to detailed usage guide
  2. src/oss/python/integrations/graphs/timbr.mdx (new file):

    • Comprehensive integration guide with setup instructions

    • Environment-based configuration documentation

    • Examples for main tools:

      • ExecuteTimbrQueryChain for query execution

      • GenerateAnswerChain for response generation

      • TimbrLlmConnector for manual integration

    • LLM configuration examples using both standard LangChain models and Timbr's LlmWrapper

    • Links to additional resources (PyPI, GitHub, official docs)

  3. src\oss\python\integrations\providers\all_providers.mdx (updated):

    • Added Timbr card in alphabetical order

      • Description: "Semantic layer for data integration and querying"

      • Link to Timbr provider page

Key features documented:

  • Semantic SQL generation: Natural language to SQL using ontology-driven semantic layers
  • Environment configuration: Optional environment variables for simplified setup
  • Multiple LLM support: Compatible with OpenAI, Anthropic, Google, Azure, Snowflake, Databricks, and Vertex AI
  • Flexible usage patterns: Pre-built agent, individual chains, or manual connector
  • Usage metadata: Token counting and tracking for LLM interactions

@wpbarco wpbarco requested a review from mdrxy as a code owner October 28, 2025 13:32
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vercel bot commented Oct 28, 2025

@wpbarco is attempting to deploy a commit to the LangChain Team on Vercel.

A member of the Team first needs to authorize it.

@github-actions github-actions bot added langchain For docs changes to LangChain python For content related to the Python version of LangChain projects oss labels Oct 28, 2025
@wpbarco wpbarco changed the title Add langchain-timbr provider documentation docs: Add langchain-timbr provider documentation Oct 28, 2025
@mdrxy mdrxy changed the title docs: Add langchain-timbr provider documentation integration: langchain-timbr provider documentation Oct 28, 2025
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Reviewing for Vercel process approval

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