diff --git a/README.md b/README.md
index 2ecb619..c18f925 100644
--- a/README.md
+++ b/README.md
@@ -801,7 +801,7 @@
 - [hashicorp/boundary](https://github.com/hashicorp/boundary) - Boundary enables identity-based access management for dynamic infrastructure.
 - [evmos/ethermint](https://github.com/evmos/ethermint) - Ethermint is a Cosmos SDK library for running scalable and interoperable EVM chains
 - [sundowndev/phoneinfoga](https://github.com/sundowndev/phoneinfoga) - Information gathering framework for phone numbers
-- [authzed/spicedb](https://github.com/authzed/spicedb) - Open Source, Google Zanzibar-inspired permissions database to enable fine-grained access control for customer applications
+- [authzed/spicedb](https://github.com/authzed/spicedb) - Open Source, Google Zanzibar-inspired permissions database to enable fine-grained authorization for customer applications
 - [divan/txqr](https://github.com/divan/txqr) - Transfer data via animated QR codes
 - [aquasecurity/fanal](https://github.com/aquasecurity/fanal) - Static Analysis Library for Containers
 - [aquasecurity/postee](https://github.com/aquasecurity/postee) - Notice: Postee is no longer under active development or maintenance.
@@ -1210,7 +1210,7 @@
 - [Ullaakut/nmap](https://github.com/Ullaakut/nmap) - Idiomatic nmap library for go developers
 - [galeone/rts](https://github.com/galeone/rts) - RTS: request to struct. Generates Go structs from JSON server responses.
 - [hashicorp/nomad](https://github.com/hashicorp/nomad) - Nomad is an easy-to-use, flexible, and performant workload orchestrator that can deploy a mix of microservice, batch, containerized, and non-containerized applications. Nomad is easy to operate and sc
-- [panjf2000/gnet](https://github.com/panjf2000/gnet) - 🚀 gnet is a high-performance, lightweight, non-blocking, event-driven networking framework written in pure Go./ gnet 是一个高性能、轻量级、非阻塞的事件驱动 Go 网络框架。
+- [panjf2000/gnet](https://github.com/panjf2000/gnet) - 🚀 gnet is a high-performance, lightweight, non-blocking, event-driven networking framework written in pure Go.
 - [evilsocket/sg1](https://github.com/evilsocket/sg1) - A wanna be swiss army knife for data encryption, exfiltration and covert communication.
 - [evilsocket/wax](https://github.com/evilsocket/wax) - Wax is a mediocre fuzzer I'm prototyping to test some ideas and get rid of others.
 - [evilsocket/dirsearch](https://github.com/evilsocket/dirsearch) - A Go implementation of dirsearch.
@@ -1842,7 +1842,7 @@
 - [dzoba/gptrpg](https://github.com/dzoba/gptrpg) - A demo of an GPT-based agent existing in an RPG-like environment
 - [iamadamdev/bypass-paywalls-chrome](https://github.com/iamadamdev/bypass-paywalls-chrome) - Bypass Paywalls web browser extension for Chrome and Firefox.
 - [cfortuner/plugins](https://github.com/cfortuner/plugins) - AI plugins for apps like chatGPT :)
-- [langflow-ai/langflow](https://github.com/langflow-ai/langflow) - ⛓️ Langflow is a dynamic graph where each node is an executable unit. Its modular and interactive design fosters rapid experimentation and prototyping, pushing hard on the limits of creativity.
+- [langflow-ai/langflow](https://github.com/langflow-ai/langflow) - ⛓️ Langflow is a visual framework for building multi-agent and RAG applications. It's open-source, Python-powered, fully customizable, LLM and vector store agnostic.
 - [chartbrew/chartbrew](https://github.com/chartbrew/chartbrew) - Open-source web platform used to create live reporting dashboards from APIs, MongoDB, Firestore, MySQL, PostgreSQL, and more  📈📊
 - [schibsted/WAAS](https://github.com/schibsted/WAAS) - Whisper as a Service (GUI and API with queuing for OpenAI Whisper)
 - [varunshenoy/GraphGPT](https://github.com/varunshenoy/GraphGPT) - Extrapolating knowledge graphs from unstructured text using GPT-3 🕵️‍♂️
@@ -2010,6 +2010,7 @@
 - [victorvoid/dinoql](https://github.com/victorvoid/dinoql) - A customizable GraphQL style query language for interacting with JavaScript objects.
 - [hiroppy/fusuma](https://github.com/hiroppy/fusuma) - ✍️ Fusuma makes slides with Markdown easily.
 - [gatsbyjs/gatsby](https://github.com/gatsbyjs/gatsby) - The best React-based framework with performance, scalability and security built in.
+- [shepherd-pro/shepherd](https://github.com/shepherd-pro/shepherd) - Guide your users through a tour of your app
 - [vshymanskyy/randomart](https://github.com/vshymanskyy/randomart) - Generative WebGL Random Art renderer
 - [quasarframework/quasar](https://github.com/quasarframework/quasar) - Quasar Framework - Build high-performance VueJS user interfaces in record time
 - [stackshareio/awesome-stacks](https://github.com/stackshareio/awesome-stacks) - A curated list of tech stacks for building different applications & features
@@ -2929,6 +2930,7 @@
 
 ## Python 
 
+- [goauthentik/authentik](https://github.com/goauthentik/authentik) - The authentication glue you need.
 - [lamini-ai/lamini-earnings-calls](https://github.com/lamini-ai/lamini-earnings-calls) - 
 - [BBischof/yapping](https://github.com/BBischof/yapping) - Verbosity control for AI agents
 - [khoj-ai/khoj](https://github.com/khoj-ai/khoj) - Your AI second brain. Get answers to your questions, whether they be online or in your own notes. Use online AI models (e.g gpt4) or private, local LLMs (e.g llama3). Self-host locally or use our clou
@@ -4732,7 +4734,6 @@
 - [aws-samples/aws-bookstore-demo-app](https://github.com/aws-samples/aws-bookstore-demo-app) - AWS Bookstore Demo App is a full-stack sample web application that creates a storefront (and backend) for customers to shop for fictitious books. The entire application can be created with a single te
 - [amazon-archives/aws-full-stack-template](https://github.com/amazon-archives/aws-full-stack-template) - AWS Full-Stack Template is a full-stack sample web application that creates a simple CRUD (create, read, update, delete) app, and provides the foundational services, components, and plumbing needed to
 - [strapi/strapi](https://github.com/strapi/strapi) - 🚀 Strapi is the leading open-source headless CMS. It’s 100% JavaScript/TypeScript, fully customizable and developer-first.
-- [shepherd-pro/shepherd](https://github.com/shepherd-pro/shepherd) - Guide your users through a tour of your app
 - [CollaborationInEncapsulation/reactive-pacman](https://github.com/CollaborationInEncapsulation/reactive-pacman) - Multiplayer Reactive Pac-Man with RSocket
 - [zhihu/griffith](https://github.com/zhihu/griffith) - A React-based web video player
 - [Raathigesh/majestic](https://github.com/Raathigesh/majestic) - ⚡ Zero config GUI for Jest