René's URL Explorer Experiment


Title: GitHub - python012/Minimal-RAG: A minimal RAG app

Open Graph Title: GitHub - python012/Minimal-RAG: A minimal RAG app

X Title: GitHub - python012/Minimal-RAG: A minimal RAG app

Description: A minimal RAG app. Contribute to python012/Minimal-RAG development by creating an account on GitHub.

Open Graph Description: A minimal RAG app. Contribute to python012/Minimal-RAG development by creating an account on GitHub.

X Description: A minimal RAG app. Contribute to python012/Minimal-RAG development by creating an account on GitHub.

Opengraph URL: https://github.com/python012/Minimal-RAG

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:67094886-0320-03a5-967e-7de4c895da79
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB562:22A978:6CED25:998DA2:696A122E
html-safe-nonce92cc5a4e8446a11ed3d021591cd22251d737df53b56303f9c8eeebc25ddba9cc
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCNTYyOjIyQTk3ODo2Q0VEMjU6OTk4REEyOjY5NkExMjJFIiwidmlzaXRvcl9pZCI6IjYzNTUxMTE0MTE0MTQ4NjQ0MzAiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmaceecb981286246acc7aae392fe590e12bd86b6362efe239c8d6d9ea8dc9284197
hovercard-subject-tagrepository:1118261134
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/python012/Minimal-RAG
twitter:imagehttps://opengraph.githubassets.com/d3e443c4016cba10dcaeb7345a9f60b5f527272a266d8c0fa48c2d7c9b9ea398/python012/Minimal-RAG
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/d3e443c4016cba10dcaeb7345a9f60b5f527272a266d8c0fa48c2d7c9b9ea398/python012/Minimal-RAG
og:image:altA minimal RAG app. Contribute to python012/Minimal-RAG development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None699227a00bbb7fe1eec276d2ae1c3a93068bc5ba483bd9dc4b2a27a8f4f2f595
turbo-cache-controlno-preview
go-importgithub.com/python012/Minimal-RAG git https://github.com/python012/Minimal-RAG.git
octolytics-dimension-user_id2948441
octolytics-dimension-user_loginpython012
octolytics-dimension-repository_id1118261134
octolytics-dimension-repository_nwopython012/Minimal-RAG
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1118261134
octolytics-dimension-repository_network_root_nwopython012/Minimal-RAG
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release7266b2d935baa1c6474b16dd9feaa5ca30607261
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/python012/Minimal-RAG#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpython012%2FMinimal-RAG
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpython012%2FMinimal-RAG
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=python012%2FMinimal-RAG
Reloadhttps://github.com/python012/Minimal-RAG
Reloadhttps://github.com/python012/Minimal-RAG
Reloadhttps://github.com/python012/Minimal-RAG
python012 https://github.com/python012
Minimal-RAGhttps://github.com/python012/Minimal-RAG
Notifications https://github.com/login?return_to=%2Fpython012%2FMinimal-RAG
Fork 0 https://github.com/login?return_to=%2Fpython012%2FMinimal-RAG
Star 0 https://github.com/login?return_to=%2Fpython012%2FMinimal-RAG
MIT license https://github.com/python012/Minimal-RAG/blob/main/LICENSE
0 stars https://github.com/python012/Minimal-RAG/stargazers
0 forks https://github.com/python012/Minimal-RAG/forks
Branches https://github.com/python012/Minimal-RAG/branches
Tags https://github.com/python012/Minimal-RAG/tags
Activity https://github.com/python012/Minimal-RAG/activity
Star https://github.com/login?return_to=%2Fpython012%2FMinimal-RAG
Notifications https://github.com/login?return_to=%2Fpython012%2FMinimal-RAG
Code https://github.com/python012/Minimal-RAG
Issues 0 https://github.com/python012/Minimal-RAG/issues
Pull requests 0 https://github.com/python012/Minimal-RAG/pulls
Actions https://github.com/python012/Minimal-RAG/actions
Projects 0 https://github.com/python012/Minimal-RAG/projects
Security Uh oh! There was an error while loading. Please reload this page. https://github.com/python012/Minimal-RAG/security
Please reload this pagehttps://github.com/python012/Minimal-RAG
Insights https://github.com/python012/Minimal-RAG/pulse
Code https://github.com/python012/Minimal-RAG
Issues https://github.com/python012/Minimal-RAG/issues
Pull requests https://github.com/python012/Minimal-RAG/pulls
Actions https://github.com/python012/Minimal-RAG/actions
Projects https://github.com/python012/Minimal-RAG/projects
Security https://github.com/python012/Minimal-RAG/security
Insights https://github.com/python012/Minimal-RAG/pulse
Brancheshttps://github.com/python012/Minimal-RAG/branches
Tagshttps://github.com/python012/Minimal-RAG/tags
https://github.com/python012/Minimal-RAG/branches
https://github.com/python012/Minimal-RAG/tags
9 Commitshttps://github.com/python012/Minimal-RAG/commits/main/
https://github.com/python012/Minimal-RAG/commits/main/
aliyun-qwen-api-demohttps://github.com/python012/Minimal-RAG/tree/main/aliyun-qwen-api-demo
aliyun-qwen-api-demohttps://github.com/python012/Minimal-RAG/tree/main/aliyun-qwen-api-demo
datahttps://github.com/python012/Minimal-RAG/tree/main/data
datahttps://github.com/python012/Minimal-RAG/tree/main/data
.envhttps://github.com/python012/Minimal-RAG/blob/main/.env
.envhttps://github.com/python012/Minimal-RAG/blob/main/.env
.env.examplehttps://github.com/python012/Minimal-RAG/blob/main/.env.example
.env.examplehttps://github.com/python012/Minimal-RAG/blob/main/.env.example
.gitignorehttps://github.com/python012/Minimal-RAG/blob/main/.gitignore
.gitignorehttps://github.com/python012/Minimal-RAG/blob/main/.gitignore
LICENSEhttps://github.com/python012/Minimal-RAG/blob/main/LICENSE
LICENSEhttps://github.com/python012/Minimal-RAG/blob/main/LICENSE
MinimalRAG.pnghttps://github.com/python012/Minimal-RAG/blob/main/MinimalRAG.png
MinimalRAG.pnghttps://github.com/python012/Minimal-RAG/blob/main/MinimalRAG.png
README.mdhttps://github.com/python012/Minimal-RAG/blob/main/README.md
README.mdhttps://github.com/python012/Minimal-RAG/blob/main/README.md
app.pyhttps://github.com/python012/Minimal-RAG/blob/main/app.py
app.pyhttps://github.com/python012/Minimal-RAG/blob/main/app.py
clear.bathttps://github.com/python012/Minimal-RAG/blob/main/clear.bat
clear.bathttps://github.com/python012/Minimal-RAG/blob/main/clear.bat
clear.shhttps://github.com/python012/Minimal-RAG/blob/main/clear.sh
clear.shhttps://github.com/python012/Minimal-RAG/blob/main/clear.sh
data_loader.pyhttps://github.com/python012/Minimal-RAG/blob/main/data_loader.py
data_loader.pyhttps://github.com/python012/Minimal-RAG/blob/main/data_loader.py
load-json.bathttps://github.com/python012/Minimal-RAG/blob/main/load-json.bat
load-json.bathttps://github.com/python012/Minimal-RAG/blob/main/load-json.bat
load-json.shhttps://github.com/python012/Minimal-RAG/blob/main/load-json.sh
load-json.shhttps://github.com/python012/Minimal-RAG/blob/main/load-json.sh
query_chunk.pyhttps://github.com/python012/Minimal-RAG/blob/main/query_chunk.py
query_chunk.pyhttps://github.com/python012/Minimal-RAG/blob/main/query_chunk.py
rag_engine.pyhttps://github.com/python012/Minimal-RAG/blob/main/rag_engine.py
rag_engine.pyhttps://github.com/python012/Minimal-RAG/blob/main/rag_engine.py
requirements.txthttps://github.com/python012/Minimal-RAG/blob/main/requirements.txt
requirements.txthttps://github.com/python012/Minimal-RAG/blob/main/requirements.txt
stats.bathttps://github.com/python012/Minimal-RAG/blob/main/stats.bat
stats.bathttps://github.com/python012/Minimal-RAG/blob/main/stats.bat
stats.shhttps://github.com/python012/Minimal-RAG/blob/main/stats.sh
stats.shhttps://github.com/python012/Minimal-RAG/blob/main/stats.sh
READMEhttps://github.com/python012/Minimal-RAG
MIT licensehttps://github.com/python012/Minimal-RAG
https://github.com/python012/Minimal-RAG#minimal-rag
https://github.com/python012/Minimal-RAG#-界面预览
https://github.com/python012/Minimal-RAG/blob/main/MinimalRAG.png
https://github.com/python012/Minimal-RAG#-功能特性
https://github.com/python012/Minimal-RAG#-技术栈
https://github.com/python012/Minimal-RAG#-前置要求
获取地址https://dashscope.console.aliyun.com/apiKey
https://github.com/python012/Minimal-RAG#-快速开始
https://github.com/python012/Minimal-RAG#1-安装依赖
https://github.com/python012/Minimal-RAG#2-配置环境变量
https://github.com/python012/Minimal-RAG#3-导入文档
https://github.com/python012/Minimal-RAG#4-启动-web-界面
https://github.com/python012/Minimal-RAG#-使用说明
https://github.com/python012/Minimal-RAG#数据加载器-data_loaderpy
https://github.com/python012/Minimal-RAG#文档块查询工具-query_chunkpy
https://github.com/python012/Minimal-RAG#精确查询完整名称匹配
https://github.com/python012/Minimal-RAG#模糊搜索包含关键字忽略大小写
https://github.com/python012/Minimal-RAG#命令参数说明
https://github.com/python012/Minimal-RAG#web-界面功能
https://github.com/python012/Minimal-RAG#️-配置说明
https://github.com/python012/Minimal-RAG#环境变量
https://github.com/python012/Minimal-RAG#模型选择
https://github.com/python012/Minimal-RAG#-项目结构
https://github.com/python012/Minimal-RAG#-数据目录说明
https://github.com/python012/Minimal-RAG#-批处理脚本
https://github.com/python012/Minimal-RAG#macoslinux
https://github.com/python012/Minimal-RAG#windows
https://github.com/python012/Minimal-RAG#-使用技巧
https://github.com/python012/Minimal-RAG#-常见问题
https://github.com/python012/Minimal-RAG#q-api-密钥错误
https://github.com/python012/Minimal-RAG#q-找不到相关文档
https://github.com/python012/Minimal-RAG#q-导入文档失败
https://github.com/python012/Minimal-RAG#-相关资源
阿里云通义千问文档https://help.aliyun.com/zh/model-studio/getting-started/models
ChromaDB 文档https://docs.trychroma.com/
Streamlit 文档https://docs.streamlit.io/
https://github.com/python012/Minimal-RAG#-许可证
LICENSEhttps://github.com/python012/Minimal-RAG/blob/main/LICENSE
Readme https://github.com/python012/Minimal-RAG#readme-ov-file
MIT license https://github.com/python012/Minimal-RAG#MIT-1-ov-file
Please reload this pagehttps://github.com/python012/Minimal-RAG
Activityhttps://github.com/python012/Minimal-RAG/activity
0 starshttps://github.com/python012/Minimal-RAG/stargazers
0 watchinghttps://github.com/python012/Minimal-RAG/watchers
0 forkshttps://github.com/python012/Minimal-RAG/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpython012%2FMinimal-RAG&report=python012+%28user%29
Releaseshttps://github.com/python012/Minimal-RAG/releases
Packages 0https://github.com/users/python012/packages?repo_name=Minimal-RAG
Python 98.5% https://github.com/python012/Minimal-RAG/search?l=python
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.