Adds sample documentation for two separate Neo4j context providers fo… by retroryan · Pull Request #361 · MicrosoftDocs/semantic-kernel-docs

retroryan · 2026-02-17T19:09:42Z

Summary

Adds dedicated integration pages for two Neo4j context providers for Agent Framework. These providers serve distinct roles in the agent architecture:

GraphRAG (integrations/neo4j-graphrag.md) — Read-only RAG provider that queries pre-existing Neo4j knowledge bases with vector, fulltext, or hybrid search and optional graph traversal enrichment
Memory (integrations/neo4j-memory.md) — Read-write memory provider that stores conversations, extracts entities into a knowledge graph, and learns user preferences across sessions

Addresses PR feedback to move provider-specific content from inline sections in the user-guide to standalone pages under integrations/, matching the existing pattern (e.g. Purview).

Changes

Created agent-framework/integrations/neo4j-graphrag.md — GraphRAG provider: graph-enhanced RAG with vector, fulltext, and hybrid search
Created agent-framework/integrations/neo4j-memory.md — Memory provider: persistent agent memory with knowledge graph building and memory tools
Updated agent-framework/integrations/index.md — Added Neo4j to Memory and RAG provider tables (Python pivot)
Updated agent-framework/TOC.yml — Added sidebar entries under Integrations section
Updated agent-framework/agents/rag.md — Replaced inline Neo4j section with link to integration page
Deleted agent-framework/user-guide/agents/agent-memory.md — Removed orphaned file from old directory structure

Links

GraphRAG Provider: https://github.com/neo4j-labs/neo4j-maf-provider
Memory Provider: https://github.com/neo4j-labs/agent-memory
Workshop: https://github.com/neo4j-partners/maf-context-providers-lab
Sample (Retail Assistant): https://github.com/neo4j-labs/agent-memory/tree/main/examples/microsoft_agent_retail_assistant

Build notes

The two suggestions on our files are expected:

ms.author: ryanknight is not a valid Microsoft alias — happy to update to whichever alias owns the integrations section
Filename lint flags "graphrag" as an abbreviation — "GraphRAG" is an established term in the ecosystem; happy to rename if preferred

The two warnings on microsoft-foundry.md and code-interpreter.md are pre-existing and unrelated to this PR.

learn-build-service-prod · 2026-02-17T19:10:56Z

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learn-build-service-prod · 2026-02-18T03:01:04Z

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learn-build-service-prod · 2026-02-18T03:20:25Z

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learn-build-service-prod · 2026-02-18T03:44:40Z

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learn-build-service-prod · 2026-02-26T21:30:51Z

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agent-framework/user-guide/agents/agent-memory.md

…iders for retrieval and memory

learn-build-service-prod · 2026-03-29T16:38:35Z

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…tion pages

learn-build-service-prod · 2026-03-29T17:40:07Z

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agent-framework/agents/rag.md

Copilot

Pull request overview

Adds dedicated Agent Framework integration documentation pages for two Neo4j context providers (GraphRAG and persistent Memory), and wires them into the integrations index, TOC, and the RAG guidance page.

Changes:

Added new integration pages: Neo4j GraphRAG Context Provider and Neo4j Memory Provider.
Updated integrations index tables (Python pivot) to include the new Neo4j providers.
Updated TOC and the RAG documentation page to point to the new integration page.

Reviewed changes

Copilot reviewed 5 out of 5 changed files in this pull request and generated 5 comments.

Show a summary per file

File	Description
agent-framework/integrations/neo4j-memory.md	New integration page describing Neo4j persistent memory provider usage and resources (Python pivot).
agent-framework/integrations/neo4j-graphrag.md	New integration page describing Neo4j GraphRAG provider usage and resources (Python pivot).
agent-framework/integrations/index.md	Adds Neo4j entries to the Memory and RAG provider tables (Python pivot).
agent-framework/agents/rag.md	Links out to the Neo4j GraphRAG integration page from the RAG guidance section.
agent-framework/TOC.yml	Adds Neo4j GraphRAG/Memory pages under the Integrations section.

agent-framework/integrations/neo4j-graphrag.md

agent-framework/integrations/neo4j-memory.md

agent-framework/integrations/index.md

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

learn-build-service-prod · 2026-03-31T14:50:30Z

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#361) (#935) * Python: Adds sample documentation for two separate Neo4j context providers for retrieval and memory * adding pypi links * Move Neo4j integration docs from inline sections to dedicated integration pages * Add GraphRAG section and address PR review comments * fixing dotnet docs * fixing dotnet docs --------- Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com> Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com> Co-authored-by: westey <164392973+westey-m@users.noreply.github.com> Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com> Co-authored-by: Ben Thomas <ben.thomas@microsoft.com> Co-authored-by: Chris <66376200+crickman@users.noreply.github.com> Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com> Co-authored-by: Learn Build Service GitHub App <Learn Build Service LearnBuild@microsoft.com> Co-authored-by: Peter Ibekwe <109177538+peibekwe@users.noreply.github.com> Co-authored-by: Ryan Knight <ryan@grandcloud.com> Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>

* docs: remove comma splice in tool-approval.md * docs: Remove duplicate codeblock in tool-approval.md * docs: Remove duplicate code block * fix header language * docs: Link to topic-specific .NET sample project * docs: move full sample link to tip * Add fixes for overview page (#949) * Add fixes for overview page * Add missing import statements for python sample code * Add C# runtime-context samples and migrate middleware docs to AIProjectClient - Add full C# zone pivot to runtime-context.md with 4 code samples covering AgentRunOptions.AdditionalProperties, FunctionInvocationContext, AgentSession.StateBag, and cross-middleware state sharing - Migrate all 9 middleware docs from Azure.AI.OpenAI (AzureOpenAIClient) to Azure.AI.Projects (AIProjectClient) with DefaultAzureCredential - Use .GetResponsesClient().AsIChatClient() for standalone IChatClient examples - Add DefaultAzureCredential production warning to all middleware docs Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: correct critical provider documentation issues - copilot-studio.md: Replace non-existent CopilotStudioChatClient with CopilotStudioAgent, rewrite C# sample, add Python section - index.md: Fix comparison table (OpenAI/Anthropic/GitHub Copilot MCP, Anthropic Code Interpreter), add Foundry Local row, add Copilot Studio to Python list, note both AIAgent/.NET and BaseAgent/Python base classes - github-copilot.md: Fix PermissionRequest import path, rename thread variable to session for consistency - foundry-local.md: Fix next step link to point forward to Anthropic - microsoft-foundry.md: Fix next step link to point to Foundry Local Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: replace geopolitical term in copilot-studio example Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix doc inaccuracies in various places (#954) * Fixes for RAG docs (#952) * Adds sample documentation for two separate Neo4j context providers fo… (#361) * Python: Adds sample documentation for two separate Neo4j context providers for retrieval and memory * adding pypi links * Move Neo4j integration docs from inline sections to dedicated integration pages * Add GraphRAG section and address PR review comments Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fixing dotnet docs * fixing dotnet docs --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> * Fix for csharp declarative agent docs (#955) --------- Co-authored-by: Learn Build Service GitHub App <Learn Build Service LearnBuild@microsoft.com> Co-authored-by: Jacob Alber <jaalber@microsoft.com> Co-authored-by: Jacob Alber <jacob.alber@microsoft.com> Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Co-authored-by: Giles Odigwe <gilesodigwe@microsoft.com> Co-authored-by: Tao Chen <taochen@microsoft.com> Co-authored-by: Giles Odigwe <79032838+giles17@users.noreply.github.com> Co-authored-by: Ryan Knight <ryan@grandcloud.com> Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com> Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com> Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com> Co-authored-by: Ben Thomas <ben.thomas@microsoft.com> Co-authored-by: Chris <66376200+crickman@users.noreply.github.com> Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com> Co-authored-by: Peter Ibekwe <109177538+peibekwe@users.noreply.github.com>

retroryan marked this pull request as draft February 17, 2026 19:09

retroryan force-pushed the docs/neo4j-context-provider branch from 4c16798 to 2f41998 Compare February 18, 2026 03:33

retroryan force-pushed the docs/neo4j-context-provider branch from 2f41998 to 8ba2b9e Compare February 18, 2026 03:43

retroryan marked this pull request as ready for review February 27, 2026 16:09

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retroryan force-pushed the docs/neo4j-context-provider branch from a02e153 to a79eec4 Compare March 29, 2026 16:37

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westey-m merged commit ec7edd9 into MicrosoftDocs:main Apr 1, 2026
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retroryan commented Feb 17, 2026 •

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