René's URL Explorer Experiment

Title: GitHub - mongodb-developer/mongodb-rag: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search · GitHub

Open Graph Title: GitHub - mongodb-developer/mongodb-rag: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search

X Title: GitHub - mongodb-developer/mongodb-rag: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search

Description: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search - mongodb-developer/mongodb-rag

Open Graph Description: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search - mongodb-developer/mongodb-rag

X Description: A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search - mongodb-developer/mongodb-rag

Opengraph URL: https://github.com/mongodb-developer/mongodb-rag

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:80b31643-44dd-2643-f9b4-73fc897423fe
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D546:1DC30F:611C3F1:7F2B562:6A5DBBF1
html-safe-nonce	2f433438ae1ef88c62235063b1b56e68e4dcc612bf0af90e09a540b70219aaef
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJENTQ2OjFEQzMwRjo2MTFDM0YxOjdGMkI1NjI6NkE1REJCRjEiLCJ2aXNpdG9yX2lkIjoiMTc1MzI3MjE5ODIzNTAxMjA4MSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	e79ffe75c4dd2756742a6ba9029f7475e6e84c0704209b59768dcb6a5707e4fc
hovercard-subject-tag	repository:930927237
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/mongodb-developer/mongodb-rag
twitter:image	https://opengraph.githubassets.com/b7c2677cb13df4f8356b8793c16aa9a58af010d2d11d4cd659423e1eea5296c9/mongodb-developer/mongodb-rag
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/b7c2677cb13df4f8356b8793c16aa9a58af010d2d11d4cd659423e1eea5296c9/mongodb-developer/mongodb-rag
og:image:alt	A Powerful Retrieval Augmented Generation Tool for MongoDB Vector Search - mongodb-developer/mongodb-rag
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	5290d7e14309ad1e76106a9c4237bd1041517e83ea182c8ab756752cb0c6940b
turbo-cache-control	no-cache
go-import	github.com/mongodb-developer/mongodb-rag git https://github.com/mongodb-developer/mongodb-rag.git
octolytics-dimension-user_id	45798453
octolytics-dimension-user_login	mongodb-developer
octolytics-dimension-repository_id	930927237
octolytics-dimension-repository_nwo	mongodb-developer/mongodb-rag
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	930927237
octolytics-dimension-repository_network_root_nwo	mongodb-developer/mongodb-rag
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	9c975978430e9ad293956f2bbdaf153b1bd84a99
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/mongodb-developer/mongodb-rag#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmongodb-developer%2Fmongodb-rag
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://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%2Fmongodb-developer%2Fmongodb-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=mongodb-developer%2Fmongodb-rag
Reload	https://github.com/mongodb-developer/mongodb-rag
Reload	https://github.com/mongodb-developer/mongodb-rag
Reload	https://github.com/mongodb-developer/mongodb-rag
Please reload this page	https://github.com/mongodb-developer/mongodb-rag
mongodb-developer	https://github.com/mongodb-developer
mongodb-rag	https://github.com/mongodb-developer/mongodb-rag
Notifications	https://github.com/login?return_to=%2Fmongodb-developer%2Fmongodb-rag
Fork 6	https://github.com/login?return_to=%2Fmongodb-developer%2Fmongodb-rag
Star 16	https://github.com/login?return_to=%2Fmongodb-developer%2Fmongodb-rag
Code	https://github.com/mongodb-developer/mongodb-rag
Issues 1	https://github.com/mongodb-developer/mongodb-rag/issues
Pull requests 0	https://github.com/mongodb-developer/mongodb-rag/pulls
Actions	https://github.com/mongodb-developer/mongodb-rag/actions
Projects	https://github.com/mongodb-developer/mongodb-rag/projects
Security and quality 0	https://github.com/mongodb-developer/mongodb-rag/security
Insights	https://github.com/mongodb-developer/mongodb-rag/pulse
Code	https://github.com/mongodb-developer/mongodb-rag
Issues	https://github.com/mongodb-developer/mongodb-rag/issues
Pull requests	https://github.com/mongodb-developer/mongodb-rag/pulls
Actions	https://github.com/mongodb-developer/mongodb-rag/actions
Projects	https://github.com/mongodb-developer/mongodb-rag/projects
Security and quality	https://github.com/mongodb-developer/mongodb-rag/security
Insights	https://github.com/mongodb-developer/mongodb-rag/pulse
	https://github.com/mongodb-developer/mongodb-rag
Branches	https://github.com/mongodb-developer/mongodb-rag/branches
Tags	https://github.com/mongodb-developer/mongodb-rag/tags
	https://github.com/mongodb-developer/mongodb-rag/branches
	https://github.com/mongodb-developer/mongodb-rag/tags
229 Commits	https://github.com/mongodb-developer/mongodb-rag/commits/main/
	https://github.com/mongodb-developer/mongodb-rag/commits/main/
.github/workflows	https://github.com/mongodb-developer/mongodb-rag/tree/main/.github/workflows
.github/workflows	https://github.com/mongodb-developer/mongodb-rag/tree/main/.github/workflows
bin	https://github.com/mongodb-developer/mongodb-rag/tree/main/bin
bin	https://github.com/mongodb-developer/mongodb-rag/tree/main/bin
examples	https://github.com/mongodb-developer/mongodb-rag/tree/main/examples
examples	https://github.com/mongodb-developer/mongodb-rag/tree/main/examples
mongodb-rag-docs	https://github.com/mongodb-developer/mongodb-rag/tree/main/mongodb-rag-docs
mongodb-rag-docs	https://github.com/mongodb-developer/mongodb-rag/tree/main/mongodb-rag-docs
src	https://github.com/mongodb-developer/mongodb-rag/tree/main/src
src	https://github.com/mongodb-developer/mongodb-rag/tree/main/src
static	https://github.com/mongodb-developer/mongodb-rag/tree/main/static
static	https://github.com/mongodb-developer/mongodb-rag/tree/main/static
test	https://github.com/mongodb-developer/mongodb-rag/tree/main/test
test	https://github.com/mongodb-developer/mongodb-rag/tree/main/test
tests	https://github.com/mongodb-developer/mongodb-rag/tree/main/tests
tests	https://github.com/mongodb-developer/mongodb-rag/tree/main/tests
.aidigestignore	https://github.com/mongodb-developer/mongodb-rag/blob/main/.aidigestignore
.aidigestignore	https://github.com/mongodb-developer/mongodb-rag/blob/main/.aidigestignore
.env.example	https://github.com/mongodb-developer/mongodb-rag/blob/main/.env.example
.env.example	https://github.com/mongodb-developer/mongodb-rag/blob/main/.env.example
.eslint.json	https://github.com/mongodb-developer/mongodb-rag/blob/main/.eslint.json
.eslint.json	https://github.com/mongodb-developer/mongodb-rag/blob/main/.eslint.json
.gitignore	https://github.com/mongodb-developer/mongodb-rag/blob/main/.gitignore
.gitignore	https://github.com/mongodb-developer/mongodb-rag/blob/main/.gitignore
CHANGELOG.md	https://github.com/mongodb-developer/mongodb-rag/blob/main/CHANGELOG.md
CHANGELOG.md	https://github.com/mongodb-developer/mongodb-rag/blob/main/CHANGELOG.md
LICENSE	https://github.com/mongodb-developer/mongodb-rag/blob/main/LICENSE
LICENSE	https://github.com/mongodb-developer/mongodb-rag/blob/main/LICENSE
README.md	https://github.com/mongodb-developer/mongodb-rag/blob/main/README.md
README.md	https://github.com/mongodb-developer/mongodb-rag/blob/main/README.md
favicon.ico	https://github.com/mongodb-developer/mongodb-rag/blob/main/favicon.ico
favicon.ico	https://github.com/mongodb-developer/mongodb-rag/blob/main/favicon.ico
jest-config.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/jest-config.js
jest-config.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/jest-config.js
jest-setup.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/jest-setup.js
jest-setup.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/jest-setup.js
package.json	https://github.com/mongodb-developer/mongodb-rag/blob/main/package.json
package.json	https://github.com/mongodb-developer/mongodb-rag/blob/main/package.json
release-alpha.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/release-alpha.js
release-alpha.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/release-alpha.js
test-ingest.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/test-ingest.js
test-ingest.js	https://github.com/mongodb-developer/mongodb-rag/blob/main/test-ingest.js
README	https://github.com/mongodb-developer/mongodb-rag
MIT license	https://github.com/mongodb-developer/mongodb-rag
	https://github.com/mongodb-developer/mongodb-rag/blob/main/static/mongodb-rag-logo.png
	https://github.com/mongodb-developer/mongodb-rag#mongodb-rag
	https://camo.githubusercontent.com/f51d390bdffedef68df379b1889ecc64d771bfc58aae8b92f7aeb1a42190c73a/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f762f6d6f6e676f64622d7261673f636f6c6f723d626c7565266c6162656c3d6e706d
	https://camo.githubusercontent.com/4d8cd28365b92436c623f32fe66cb9b2cda3bfdc9e3ff3288995e23d322e69ae/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f6d6f6e676f64622d646576656c6f7065722f6d6f6e676f64622d726167
	https://camo.githubusercontent.com/12647ead677d63e67a3210809835528e3c67687e182bfe4053fb7b843e69cd18/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6973737565732f6d6f6e676f64622d646576656c6f7065722f6d6f6e676f64622d726167
	https://camo.githubusercontent.com/18f65849b76a0542bafafdac3671cf51f787310be8d6e695529203bd247934f5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6973737565732d70722f6d6f6e676f64622d646576656c6f7065722f6d6f6e676f64622d726167
	https://camo.githubusercontent.com/9236397022043c93556252e4bd1faf6773a54c64c837ccacb608252a40ce545c/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f64742f6d6f6e676f64622d726167
	https://camo.githubusercontent.com/c8876a56a87fcc89082ebaad239e676ba4a43bb5c28f095cde5c598c11206d68/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4d6f6e676f44422d2d5241472d456e61626c65642d627269676874677265656e3f7374796c653d666c6174266c6f676f3d68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f6d6f6e676f64622d646576656c6f7065722f6d6f6e676f64622d7261672f6d61696e2f7374617469632f6c6f676f2d7371756172652e706e67
	https://github.com/mongodb-developer/mongodb-rag#overview
	https://github.com/mongodb-developer/mongodb-rag#-features
	https://github.com/mongodb-developer/mongodb-rag#-getting-started
	https://github.com/mongodb-developer/mongodb-rag#1️⃣-install-the-package
	https://github.com/mongodb-developer/mongodb-rag#2️⃣-set-up-mongodb-atlas
MongoDB Atlas	https://www.mongodb.com/atlas
	https://github.com/mongodb-developer/mongodb-rag#3️⃣-quick-start-with-cli
	https://github.com/mongodb-developer/mongodb-rag#4️⃣-initialize-mongorag
	https://github.com/mongodb-developer/mongodb-rag#5️⃣-ingest-documents
	https://github.com/mongodb-developer/mongodb-rag#6️⃣-perform-a-vector-search
	https://github.com/mongodb-developer/mongodb-rag#7️⃣-close-connection
	https://github.com/mongodb-developer/mongodb-rag#-additional-features
	https://github.com/mongodb-developer/mongodb-rag#-multi-database--collection-support
	https://github.com/mongodb-developer/mongodb-rag#-hybrid-search-vector--metadata-filtering
	https://github.com/mongodb-developer/mongodb-rag#-contributing
	https://github.com/mongodb-developer/mongodb-rag#-license
	https://github.com/mongodb-developer/mongodb-rag#-examples
examples directory	https://github.com/mongodb-developer/mongodb-rag/tree/main/examples
	https://github.com/mongodb-developer/mongodb-rag#-links
Documentation	https://mongodb-developer.github.io/mongodb-rag/
GitHub Repository	https://github.com/mongodb-developer/mongodb-rag
Bug Reports	https://github.com/mongodb-developer/mongodb-rag/issues
MongoDB Atlas	https://www.mongodb.com/cloud/atlas
mongodb-developer.github.io/mongodb-rag/	https://mongodb-developer.github.io/mongodb-rag/
javascript	https://github.com/topics/javascript
cli	https://github.com/topics/cli
ai	https://github.com/topics/ai
mongodb	https://github.com/topics/mongodb
retrieval-augmented-generation	https://github.com/topics/retrieval-augmented-generation
Readme	https://github.com/mongodb-developer/mongodb-rag#readme-ov-file
MIT license	https://github.com/mongodb-developer/mongodb-rag#MIT-1-ov-file
Please reload this page	https://github.com/mongodb-developer/mongodb-rag
Activity	https://github.com/mongodb-developer/mongodb-rag/activity
Custom properties	https://github.com/mongodb-developer/mongodb-rag/custom-properties
6 forks	https://github.com/mongodb-developer/mongodb-rag/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmongodb-developer%2Fmongodb-rag&report=mongodb-developer+%28user%29
Releases	https://github.com/mongodb-developer/mongodb-rag/releases
79 tags	https://github.com/mongodb-developer/mongodb-rag/tags
Packages 0	https://github.com/orgs/mongodb-developer/packages?repo_name=mongodb-rag
Please reload this page	https://github.com/mongodb-developer/mongodb-rag
Please reload this page	https://github.com/mongodb-developer/mongodb-rag
Contributors	https://github.com/mongodb-developer/mongodb-rag/graphs/contributors
Please reload this page	https://github.com/mongodb-developer/mongodb-rag
JavaScript 66.9%	https://github.com/mongodb-developer/mongodb-rag/search?l=javascript
MDX 23.3%	https://github.com/mongodb-developer/mongodb-rag/search?l=mdx
CSS 5.2%	https://github.com/mongodb-developer/mongodb-rag/search?l=css
Shell 3.3%	https://github.com/mongodb-developer/mongodb-rag/search?l=shell
	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

Viewport: width=device-width

URLs of crawlers that visited me.