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Title: GitHub - Erhebend/kernel-memory: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns. · GitHub

Open Graph Title: GitHub - Erhebend/kernel-memory: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.

X Title: GitHub - Erhebend/kernel-memory: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.

Description: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns. - Erhebend/kernel-memory

Open Graph Description: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns. - Erhebend/kernel-memory

X Description: RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns. - Erhebend/kernel-memory

Opengraph URL: https://github.com/Erhebend/kernel-memory

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	https://github.com/Erhebend/kernel-memory#kernel-memory
	https://github.com/microsoft/kernel-memory/blob/main/LICENSE
	https://aka.ms/KMdiscord
	https://hub.docker.com/r/kernelmemory/service
	https://www.nuget.org/packages/Microsoft.KernelMemory
	https://github.com/microsoft/kernel-memory/releases
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	https://github.com/Erhebend/kernel-memory#kernel-memory-service-on-azure
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	https://aka.ms/KernelMemoryDeploy2Azure
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http://127.0.0.1:9001/swagger/index.html	http://127.0.0.1:9001/swagger/index.html
Here's a copy	https://editor.swagger.io/?url=https://raw.githubusercontent.com/microsoft/kernel-memory/refs/heads/main/swagger.json
Full example with ingestion, search and RAG queries	https://github.com/microsoft/kernel-memory/tree/main/examples/001-dotnet-WebClient
Full example using serverless .NET component	https://github.com/microsoft/kernel-memory/blob/main/examples/002-dotnet-Serverless
	https://github.com/Erhebend/kernel-memory#kernel-memory-docker-image
Docker image	https://hub.docker.com/r/kernelmemory/service
How to configure KM service	https://github.com/microsoft/kernel-memory/blob/main/service/Service/README.md#%EF%B8%8F-configuration
Deploy Kernel Memory to Azure	https://github.com/Erhebend/kernel-memory#kernel-memory-service-on-azure
	https://github.com/Erhebend/kernel-memory#memory-as-a-service-data-ingestion-pipelines--rag-web-service
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Here	https://github.com/Erhebend/kernel-memory/blob/main/service/Service/README.md
how to run the Kernel Memory service	https://github.com/Erhebend/kernel-memory/blob/main/service/Service/README.md
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	https://github.com/Erhebend/kernel-memory#examples-and-tools
	https://github.com/Erhebend/kernel-memory#examples
Collection of Jupyter notebooks with various scenarios	https://github.com/Erhebend/kernel-memory/blob/main/examples/000-notebooks
Using Kernel Memory web service to upload documents and answer questions	https://github.com/Erhebend/kernel-memory/blob/main/examples/001-dotnet-WebClient
Importing files and asking question without running the service (serverless mode)	https://github.com/Erhebend/kernel-memory/blob/main/examples/002-dotnet-Serverless
Kernel Memory RAG with Azure services	https://github.com/Erhebend/kernel-memory/blob/main/examples/007-dotnet-serverless-azure
Kernel Memory with .NET Aspire	https://github.com/Erhebend/kernel-memory/blob/main/examples/303-dotnet-aspire
Using KM Plugin for Semantic Kernel	https://github.com/Erhebend/kernel-memory/blob/main/examples/003-dotnet-SemanticKernel-plugin
Processing files with custom logic (custom handlers) in serverless mode	https://github.com/Erhebend/kernel-memory/blob/main/examples/004-dotnet-serverless-custom-pipeline
Processing files with custom logic (custom handlers) in asynchronous mode	https://github.com/Erhebend/kernel-memory/blob/main/examples/005-dotnet-AsyncMemoryCustomPipeline
Customizing RAG and summarization prompts	https://github.com/Erhebend/kernel-memory/blob/main/examples/101-dotnet-custom-Prompts
Custom partitioning/text chunking options	https://github.com/Erhebend/kernel-memory/blob/main/examples/102-dotnet-custom-partitioning-options
Using a custom embedding/vector generator	https://github.com/Erhebend/kernel-memory/blob/main/examples/103-dotnet-custom-EmbeddingGenerator
Using custom content decoders	https://github.com/Erhebend/kernel-memory/blob/main/examples/108-dotnet-custom-content-decoders
Using a custom web scraper to fetch web pages	https://github.com/Erhebend/kernel-memory/blob/main/examples/109-dotnet-custom-webscraper
Writing and using a custom ingestion handler	https://github.com/Erhebend/kernel-memory/blob/main/examples/201-dotnet-serverless-custom-handler
Using Context Parameters to customize RAG prompt during a request	https://github.com/Erhebend/kernel-memory/blob/main/examples/209-dotnet-using-context-overrides
Using custom LLMs	https://github.com/Erhebend/kernel-memory/blob/main/examples/104-dotnet-custom-LLM
Using local LLMs with Ollama	https://github.com/Erhebend/kernel-memory/blob/main/examples/212-dotnet-ollama
Using local LLMs with llama.cpp via LlamaSharp	https://github.com/Erhebend/kernel-memory/blob/main/examples/105-dotnet-serverless-llamasharp
Using local models with LM Studio	https://github.com/Erhebend/kernel-memory/blob/main/examples/208-dotnet-lmstudio
Using Semantic Kernel LLM connectors	https://github.com/Erhebend/kernel-memory/blob/main/examples/107-dotnet-SemanticKernel-TextCompletion
Generating answers with Anthropic LLMs	https://github.com/Erhebend/kernel-memory/blob/main/examples/110-dotnet-anthropic
Upload files and ask questions from command line using curl	https://github.com/Erhebend/kernel-memory/blob/main/examples/006-curl-calling-webservice
Summarizing documents, using synthetic memories	https://github.com/Erhebend/kernel-memory/blob/main/examples/106-dotnet-retrieve-synthetics
Hybrid Search with Azure AI Search	https://github.com/Erhebend/kernel-memory/blob/main/examples/111-dotnet-azure-ai-hybrid-search
Running a single asynchronous pipeline handler as a standalone service	https://github.com/Erhebend/kernel-memory/blob/main/examples/202-dotnet-custom-handler-as-a-service
Integrating Memory with ASP.NET applications and controllers	https://github.com/Erhebend/kernel-memory/blob/main/examples/204-dotnet-ASP.NET-MVC-integration
Sample code showing how to extract text from files	https://github.com/Erhebend/kernel-memory/blob/main/examples/205-dotnet-extract-text-from-docs
.NET configuration and logging	https://github.com/Erhebend/kernel-memory/blob/main/examples/206-dotnet-configuration-and-logging
Expanding chunks retrieving adjacent partitions	https://github.com/Erhebend/kernel-memory/blob/main/examples/207-dotnet-expanding-chunks-on-retrieval
Creating a Memory instance without KernelMemoryBuilder	https://github.com/Erhebend/kernel-memory/blob/main/examples/210-KM-without-builder
Intent Detection	https://github.com/Erhebend/kernel-memory/blob/main/examples/211-dotnet-WebClient-Intent-Detection
Fetching data from Discord	https://github.com/Erhebend/kernel-memory/blob/main/examples/301-discord-test-application
Test project using KM package from nuget.org	https://github.com/Erhebend/kernel-memory/blob/main/examples/203-dotnet-using-KM-nuget
	https://github.com/Erhebend/kernel-memory#tools
.NET appsettings.json generator	https://github.com/Erhebend/kernel-memory/blob/main/tools/InteractiveSetup
Curl script to upload files	https://github.com/Erhebend/kernel-memory/blob/main/tools/km-cli/upload-file.sh
Curl script to ask questions	https://github.com/Erhebend/kernel-memory/blob/main/tools/km-cli/ask.sh
Curl script to search documents	https://github.com/Erhebend/kernel-memory/blob/main/tools/km-cli/search.sh
Script to start Qdrant for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-qdrant.sh
Script to start Elasticsearch for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-elasticsearch.sh
Script to start MS SQL Server for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-mssql.sh
Script to start Redis for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-redis.sh
Script to start RabbitMQ for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-rabbitmq.sh
Script to start MongoDB Atlas for development tasks	https://github.com/Erhebend/kernel-memory/blob/main/tools/run-mongodb-atlas.sh
	https://github.com/Erhebend/kernel-memory#net-packages
	https://www.nuget.org/packages/Microsoft.KernelMemory.WebClient/
	https://github.com/Erhebend/kernel-memory/blob/main/examples/001-dotnet-WebClient
	https://www.nuget.org/packages/Microsoft.KernelMemory.Core/
	https://github.com/Erhebend/kernel-memory/blob/main/examples/002-dotnet-Serverless
	https://github.com/Erhebend/kernel-memory/blob/main/examples/004-dotnet-serverless-custom-pipeline
	https://github.com/Erhebend/kernel-memory/blob/main/examples/005-dotnet-async-memory-custom-pipeline
	https://www.nuget.org/packages/Microsoft.KernelMemory.Service.AspNetCore/
	https://github.com/Erhebend/kernel-memory/blob/main/examples/204-dotnet-ASP.NET-MVC-integration
	https://www.nuget.org/packages/Microsoft.KernelMemory.SemanticKernelPlugin/
	https://github.com/Erhebend/kernel-memory/blob/main/examples/003-dotnet-SemanticKernel-plugin
Microsoft.KernelMemory.* packages	https://www.nuget.org/packages?q=microsoft.kernelmemory
	https://github.com/Erhebend/kernel-memory#packages-for-python-java-and-other-languages
OpenAPI swagger	https://editor.swagger.io/?url=https://github.com/microsoft/kernel-memory/blob/main/swagger.json
http://127.0.0.1:9001/swagger/index.html	http://127.0.0.1:9001/swagger/index.html
	https://github.com/Erhebend/kernel-memory#contributors
	https://github.com/aaronpowell
	https://github.com/afederici75
	https://github.com/akordowski
	https://github.com/alexibraimov
	https://github.com/alexmg
	https://github.com/alkampfergit
aaronpowell	https://github.com/aaronpowell
afederici75	https://github.com/afederici75
akordowski	https://github.com/akordowski
alexibraimov	https://github.com/alexibraimov
alexmg	https://github.com/alexmg
alkampfergit	https://github.com/alkampfergit
	https://github.com/amomra
	https://github.com/anthonypuppo
	https://github.com/aportillo83
	https://github.com/carlodek
	https://github.com/chaelli
	https://github.com/cherchyk
amomra	https://github.com/amomra
anthonypuppo	https://github.com/anthonypuppo
aportillo83	https://github.com/aportillo83
carlodek	https://github.com/carlodek
chaelli	https://github.com/chaelli
cherchyk	https://github.com/cherchyk
	https://github.com/coryisakson
	https://github.com/crickman
	https://github.com/apps/dependabot
	https://github.com/dluc
	https://github.com/DM-98
	https://github.com/EelcoKoster
coryisakson	https://github.com/coryisakson
crickman	https://github.com/crickman
dependabot[bot]	https://github.com/apps/dependabot
dluc	https://github.com/dluc
DM-98	https://github.com/DM-98
EelcoKoster	https://github.com/EelcoKoster
	https://github.com/Foorcee
	https://github.com/GraemeJones104
	https://github.com/imranshams
	https://github.com/jurepurgar
	https://github.com/JustinRidings
	https://github.com/kbeaugrand
Foorcee	https://github.com/Foorcee
GraemeJones104	https://github.com/GraemeJones104
imranshams	https://github.com/imranshams
jurepurgar	https://github.com/jurepurgar
JustinRidings	https://github.com/JustinRidings
kbeaugrand	https://github.com/kbeaugrand
	https://github.com/koteus
	https://github.com/KSemenenko
	https://github.com/lecramr
	https://github.com/luismanez
	https://github.com/marcominerva
	https://github.com/neel015
koteus	https://github.com/koteus
KSemenenko	https://github.com/KSemenenko
lecramr	https://github.com/lecramr
luismanez	https://github.com/luismanez
marcominerva	https://github.com/marcominerva
neel015	https://github.com/neel015
	https://github.com/pascalberger
	https://github.com/pawarsum12
	https://github.com/pradeepr-roboticist
	https://github.com/qihangnet
	https://github.com/roldengarm
	https://github.com/setuc
pascalberger	https://github.com/pascalberger
pawarsum12	https://github.com/pawarsum12
pradeepr-roboticist	https://github.com/pradeepr-roboticist
qihangnet	https://github.com/qihangnet
roldengarm	https://github.com/roldengarm
setuc	https://github.com/setuc
	https://github.com/slapointe
	https://github.com/slorello89
	https://github.com/snakex64
	https://github.com/spenavajr
	https://github.com/TaoChenOSU
	https://github.com/tarekgh
slapointe	https://github.com/slapointe
slorello89	https://github.com/slorello89
snakex64	https://github.com/snakex64
spenavajr	https://github.com/spenavajr
TaoChenOSU	https://github.com/TaoChenOSU
tarekgh	https://github.com/tarekgh
	https://github.com/teresaqhoang
	https://github.com/tomasz-skarzynski
	https://github.com/v-msamovendyuk
	https://github.com/Valkozaur
	https://github.com/vicperdana
	https://github.com/walexee
teresaqhoang	https://github.com/teresaqhoang
tomasz-skarzynski	https://github.com/tomasz-skarzynski
v-msamovendyuk	https://github.com/v-msamovendyuk
Valkozaur	https://github.com/Valkozaur
vicperdana	https://github.com/vicperdana
walexee	https://github.com/walexee
	https://github.com/westdavidr
	https://github.com/xbotter
westdavidr	https://github.com/westdavidr
xbotter	https://github.com/xbotter
microsoft.github.io/kernel-memory	https://microsoft.github.io/kernel-memory
Readme	https://github.com/Erhebend/kernel-memory#readme-ov-file
MIT license	https://github.com/Erhebend/kernel-memory#MIT-1-ov-file
Code of conduct	https://github.com/Erhebend/kernel-memory#coc-ov-file
Contributing	https://github.com/Erhebend/kernel-memory#contributing-ov-file
Security policy	https://github.com/Erhebend/kernel-memory#security-ov-file
Please reload this page	https://github.com/Erhebend/kernel-memory
Activity	https://github.com/Erhebend/kernel-memory/activity
0 forks	https://github.com/Erhebend/kernel-memory/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FErhebend%2Fkernel-memory&report=Erhebend+%28user%29
Releases	https://github.com/Erhebend/kernel-memory/releases
Packages 0	https://github.com/users/Erhebend/packages?repo_name=kernel-memory
Please reload this page	https://github.com/Erhebend/kernel-memory
Contributors	https://github.com/Erhebend/kernel-memory/graphs/contributors
Please reload this page	https://github.com/Erhebend/kernel-memory
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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