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docs: add Lians agent memory toolkit#4949

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ebeirne:docs/lians-agent-memory
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docs: add Lians agent memory toolkit#4949
ebeirne wants to merge 1 commit into
langchain-ai:mainfrom
ebeirne:docs/lians-agent-memory

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@ebeirne

@ebeirne ebeirne commented Jul 17, 2026

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Description

Adds a tools integration guide for Lians agent memory, an independently published Apache-2.0 package that provides LangChain tools and LangGraph node factories.

The guide covers:

  • zero-setup local SQLite installation
  • current recall with superseded facts excluded
  • point-in-time recall_at queries
  • direct use with create_agent
  • checkpoint-aligned recall with the LangGraph node factory

The page follows the current third-party integration policy: implementation remains in the independently maintained lians-sdk package, while this PR adds documentation only.

Package

Validation

  • followed the current tools integration template and index format
  • all examples use the public lians-sdk API
  • local examples require no API key or external service
  • git diff --check passes
  • publication guard confirms no Unicode em dashes in the new guide

@github-actions github-actions Bot added external User is not a member of langchain-ai langchain For docs changes to LangChain oss python For content related to the Python version of LangChain projects labels Jul 17, 2026
@ebeirne
ebeirne marked this pull request as ready for review July 17, 2026 17:47
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Thanks for opening a docs PR, ebeirne! When it's ready for review, please add the relevant reviewers:

  • @mdrxy (Python integrations)

@langchain-oss-automated-triage

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Thanks for contributing a new integration docs page, ebeirne!

We receive a large number of PRs and review them as quickly as we can. Please bear with us as we work through the queue.

If you have already tagged a maintainer on this PR, do not tag them again.

@ebeirne

ebeirne commented Jul 17, 2026

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Mason Daugherty (@mdrxy) This Python integration documentation is ready for review. All checks are passing. Thank you.

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