# Showcase **URL:** https://forum.weaviate.io/c/showcase/5.md [Latest](https://forum.weaviate.io/latest.md) · [Categories](https://forum.weaviate.io/categories.md) · [Tags](https://forum.weaviate.io/tags.md) --- ## [About the Showcase category](https://forum.weaviate.io/t/about-the-showcase-category/14)
**Author:** [@dandv](https://forum.weaviate.io/u/dandv)\ **Replies:** 0\ **Last updated:** [May 13, 2023, 9:52am UTC](https://forum.weaviate.io/t/about-the-showcase-category/14 "2023-05-13T09:52:19Z")
Share what you’ve built with Weaviate! How was your developer experience? What have you learned? Share your projects, tutorials, demos Ask others for feedback Share your experience using Weaviate, but for suppor… --- ## [Deterministic citation attribution & conformal eval bounds for Weaviate RAG pipelines (groundkit + certain)](https://forum.weaviate.io/t/deterministic-citation-attribution-conformal-eval-bounds-for-weaviate-rag-pipelines-groundkit-certain/22637)
**Author:** [@Satyawansingh](https://forum.weaviate.io/u/Satyawansingh)\ **Replies:** 0\ **Last updated:** [September 21, 2026, 1:37pm UTC](https://forum.weaviate.io/t/deterministic-citation-attribution-conformal-eval-bounds-for-weaviate-rag-pipelines-groundkit-certain/22637 "2026-09-21T13:37:14Z")
Hi everyone, When building production RAG pipelines with Weaviate in regulated domains (finance, legal, compliance), two common failure modes occur: LLMs hallucinating facts or misinterpreting retrieved context chunk… --- ## [ Weavit UI — a cross-platform Weaviate desktop client](https://forum.weaviate.io/t/weavit-ui-a-cross-platform-weaviate-desktop-client/22595)
**Author:** [@srnathanx](https://forum.weaviate.io/u/srnathanx)\ **Replies:** 1\ **Last updated:** [August 9, 2026, 8:01am UTC](https://forum.weaviate.io/t/weavit-ui-a-cross-platform-weaviate-desktop-client/22595 "2026-08-09T08:01:13Z")
Hi everyone :waving\_hand: I’ve been building Weavit UI, a free and open-source desktop GUI for Weaviate, and just cut the first public release. Think MongoDB-Compass-style tooling, but for your Weaviate instances — co… --- ## [Agentic medical diagnosis system with layered vector retrieval powered by Weaviate](https://forum.weaviate.io/t/agentic-medical-diagnosis-system-with-layered-vector-retrieval-powered-by-weaviate/22597)
**Author:** [@varun500](https://forum.weaviate.io/u/varun500)\ **Replies:** 0\ **Last updated:** [August 5, 2026, 9:15am UTC](https://forum.weaviate.io/t/agentic-medical-diagnosis-system-with-layered-vector-retrieval-powered-by-weaviate/22597 "2026-08-05T09:15:50Z")
Agentic medical diagnosis system with layered vector retrieval powered by Weaviate I’ve built Agentic GraphRAG for Medical Diagnosis (GitHub - avnlp/agentic-med-diag: Agentic Graph RAG for Medical diagnosis and Clinical… --- ## [Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 4\ **Last updated:** [July 3, 2026, 7:21am UTC](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257 "2026-07-03T07:21:42Z")
Title: Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call Hey Weaviate community, I built Knowledge Universe API and wanted to share a pattern that might be useful for anyone bui… --- ## [\[Architecture\] Preventing RAG "Context Rot" – A Deterministic Temporal Decay Layer for Vector Payloads](https://forum.weaviate.io/t/architecture-preventing-rag-context-rot-a-deterministic-temporal-decay-layer-for-vector-payloads/22341)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 7\ **Last updated:** [June 16, 2026, 10:51am UTC](https://forum.weaviate.io/t/architecture-preventing-rag-context-rot-a-deterministic-temporal-decay-layer-for-vector-payloads/22341 "2026-06-16T10:51:43Z")
The Problem: Semantic Similarity vs. Temporal Reality We are all building highly optimized RAG pipelines, but I’ve been running into a persistent bottleneck when deploying agents in regulated or high-velocity domains (li… --- ## [Beever Atlas: an open-source LLM Wiki on Weaviate (3-tier schema for chat memory)](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339)
**Author:** [@jhkchan](https://forum.weaviate.io/u/jhkchan)\ **Replies:** 0\ **Last updated:** [April 27, 2026, 5:24am UTC](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339 "2026-04-27T05:24:17Z")
Hey everyone :waving\_hand: We just open-sourced Beever Atlas — an LLM Wiki for team chat that distills Slack / Discord / Microsoft Teams / Mattermost / Telegram conversations into a structured, browsable wiki backed by … --- ## [WeavyAdmin, A Desktop Admin App for WeaviateDB Clusters](https://forum.weaviate.io/t/weavyadmin-a-desktop-admin-app-for-weaviatedb-clusters/22331)
**Author:** [@Shahin](https://forum.weaviate.io/u/Shahin)\ **Replies:** 5\ **Last updated:** [April 23, 2026, 1:00pm UTC](https://forum.weaviate.io/t/weavyadmin-a-desktop-admin-app-for-weaviatedb-clusters/22331 "2026-04-23T13:00:48Z")
Hey everyone :waving\_hand: I built WeavyAdmin a native desktop app for managing Weaviate clusters. It’s the kind of tool I kept wishing existed GitHub - Shah91n/WeavyAdmin: Desktop admin console for Weaviate vec… --- ## [A force-directed graph of A.I. vectors using D3blocks and Weaviate](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924)
**Author:** [@Katherine](https://forum.weaviate.io/u/Katherine)\ **Replies:** 6\ **Last updated:** [March 25, 2026, 2:03pm UTC](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924 "2026-03-25T14:03:18Z")
I really like vector data shown in an animated force-directed graph. So, I stored the vectors in Weaviate. Then I fed the ‘nearest neighbor’ data from Weaviate to the D3blocks library, which allowed me to have FDG p… --- ## [Weaviate Studio: Manage & Query Weaviate from VS Code – Feedback & Feature Requests Welcome!](https://forum.weaviate.io/t/weaviate-studio-manage-query-weaviate-from-vs-code-feedback-feature-requests-welcome/21904)
**Author:** [@Prasad\_Muley](https://forum.weaviate.io/u/Prasad_Muley)\ **Replies:** 7\ **Last updated:** [September 2, 2025, 4:10pm UTC](https://forum.weaviate.io/t/weaviate-studio-manage-query-weaviate-from-vs-code-feedback-feature-requests-welcome/21904 "2025-09-02T16:10:30Z")
Hi everyone! I’m excited to introduce Weaviate Studio – a VS Code extension for managing and querying Weaviate vector databases. As someone actively using and experimenting with Weaviate with a self hosted instance , I … --- ## [Showcase from Africa](https://forum.weaviate.io/t/showcase-from-africa/21447)
**Author:** [@Kyri\_Ioulianou](https://forum.weaviate.io/u/Kyri_Ioulianou)\ **Replies:** 1\ **Last updated:** [June 19, 2025, 11:03am UTC](https://forum.weaviate.io/t/showcase-from-africa/21447 "2025-06-19T11:03:24Z")
I am working on a semantic legal search engine for lawyers in South Africa. I currently have over 50 000 litigation cases in my database. You can check it out here: https://clerqo.com Is there any plan for weaviate to o… --- ## [Wrote a Tutorial for a Fitness & Wellness RAG Using Weaviate, Verba, & Ollama](https://forum.weaviate.io/t/wrote-a-tutorial-for-a-fitness-wellness-rag-using-weaviate-verba-ollama/9204)
**Author:** [@bam](https://forum.weaviate.io/u/bam)\ **Replies:** 2\ **Last updated:** [December 12, 2024, 9:31pm UTC](https://forum.weaviate.io/t/wrote-a-tutorial-for-a-fitness-wellness-rag-using-weaviate-verba-ollama/9204 "2024-12-12T21:31:12Z")
Link to the tutorial: Welcome to a step-by-step guide on creating a Retrieval-Augmented Generation (RAG) system using open-source tools like Weaviate, Verba, and Ollama. In this tutorial, I’ll walk you through how I bu… --- ## [Full Metal Weaviate aka Weaviate for lazy people](https://forum.weaviate.io/t/full-metal-weaviate-aka-weaviate-for-lazy-people/7448)
**Author:** [@Paul\_Hechinger](https://forum.weaviate.io/u/Paul_Hechinger)\ **Replies:** 2\ **Last updated:** [November 6, 2024, 3:07pm UTC](https://forum.weaviate.io/t/full-metal-weaviate-aka-weaviate-for-lazy-people/7448 "2024-11-06T15:07:54Z")
Folks, This piece of soft kind of collapses graphql syntax layer and Weaviate syntax layer into something lean and convenient syntax-wise. You don’t have to care anymore about parenthesis or if you query by uuid, by re… --- ## [Tutorial: Weaviate with local embedding and generation model on Kubernetes](https://forum.weaviate.io/t/tutorial-weaviate-with-local-embedding-and-generation-model-on-kubernetes/4167)
**Author:** [@samos123](https://forum.weaviate.io/u/samos123)\ **Replies:** 1\ **Last updated:** [September 16, 2024, 6:10pm UTC](https://forum.weaviate.io/t/tutorial-weaviate-with-local-embedding-and-generation-model-on-kubernetes/4167 "2024-09-16T18:10:13Z")
Video demo: https://youtu.be/tT38iyZqTXY Tutorial: kubeai/docs/tutorials/weaviate.md at main · substratusai/kubeai · GitHub --- ## [Vector Embeddings for Images](https://forum.weaviate.io/t/vector-embeddings-for-images/2948)
**Author:** [@Balachandar\_Ganesan](https://forum.weaviate.io/u/Balachandar_Ganesan)\ **Replies:** 4\ **Last updated:** [July 6, 2024, 8:09am UTC](https://forum.weaviate.io/t/vector-embeddings-for-images/2948 "2024-07-06T08:09:02Z")
imgbeddings helps to generate vectors for a given image. Used the following code for generating vector for an image given an URL . Works well. def VectorOfImage(strURL): import requests from PIL import Image … --- ## [Sharing ClipSift! AI Video Asset Collector with Weaviate :)](https://forum.weaviate.io/t/sharing-clipsift-ai-video-asset-collector-with-weaviate/1843)
**Author:** [@waynewang1119](https://forum.weaviate.io/u/waynewang1119)\ **Replies:** 2\ **Last updated:** [April 2, 2024, 12:32am UTC](https://forum.weaviate.io/t/sharing-clipsift-ai-video-asset-collector-with-weaviate/1843 "2024-04-02T00:32:34Z")
The entire project can be found here and is open-sourced. It is a fun toy project I am building for my own Vlog channel, hope it helps other people save time too! Scavenging for video assets could be painful on YouTube, … --- ## [Weaviate Rust community client now available on crates.io](https://forum.weaviate.io/t/weaviate-rust-community-client-now-available-on-crates-io/1022)
**Author:** [@Sam-Pewton](https://forum.weaviate.io/u/Sam-Pewton)\ **Replies:** 1\ **Last updated:** [November 25, 2023, 4:50pm UTC](https://forum.weaviate.io/t/weaviate-rust-community-client-now-available-on-crates-io/1022 "2023-11-25T16:50:59Z")
Hello! Today I have created a new release on crates.io for the Rust community client that I have been building for Weaviate. Here is the crates page featuring the client: https://crates.io/crates/weaviate-community … --- ## [RealEstateBooksAI.com - CA Real Estate Law Knowledgebase](https://forum.weaviate.io/t/realestatebooksai-com-ca-real-estate-law-knowledgebase/757)
**Author:** [@SomebodySysop](https://forum.weaviate.io/u/SomebodySysop)\ **Replies:** 1\ **Last updated:** [October 3, 2023, 11:20am UTC](https://forum.weaviate.io/t/realestatebooksai-com-ca-real-estate-law-knowledgebase/757 "2023-10-03T11:20:10Z")
I came up with this proposal to create an AI module for the Drupal CMS: https://youtu.be/qgKiXYP8UBs?si=0o0pUdjDfA1Rsq1y It was not funded, but since I had been working on it for the previous several months, I decided t… --- ## [Weaviate + Hasura = Flexibility and Security](https://forum.weaviate.io/t/weaviate-hasura-flexibility-and-security/292)
**Author:** [@Simrat\_Hanspal](https://forum.weaviate.io/u/Simrat_Hanspal)\ **Replies:** 0\ **Last updated:** [June 27, 2023, 4:55pm UTC](https://forum.weaviate.io/t/weaviate-hasura-flexibility-and-security/292 "2023-06-27T16:55:49Z")
Hello Weaviate community, Hasura is building to simplify development of GenAI applications with vector databases. Little bit about Hasura Hasura is helping to build the modern world of globally relevant, data-driven ap… --- ## [WooCommerce live demos to compare embeddings - WPSOLR + Weaviate plugin](https://forum.weaviate.io/t/woocommerce-live-demos-to-compare-embeddings-wpsolr-weaviate-plugin/188)
**Author:** [@WPSOLR](https://forum.weaviate.io/u/WPSOLR)\ **Replies:** 0\ **Last updated:** [June 14, 2023, 3:07pm UTC](https://forum.weaviate.io/t/woocommerce-live-demos-to-compare-embeddings-wpsolr-weaviate-plugin/188 "2023-06-14T15:07:46Z")
Hi, All demos are based on the same standard WooCommerce setup, with the Flatsome theme. If you always wanted to compare OpenAI/Cohere/PaLM2 embeddings on real conditions, it’s your lucky days :slight\_smile: 2K produc… --- ## [MoveMe.tv - find movies based on the emotion you want to feel](https://forum.weaviate.io/t/moveme-tv-find-movies-based-on-the-emotion-you-want-to-feel/135)
**Author:** [@dandv](https://forum.weaviate.io/u/dandv)\ **Replies:** 0\ **Last updated:** [June 6, 2023, 10:09am UTC](https://forum.weaviate.io/t/moveme-tv-find-movies-based-on-the-emotion-you-want-to-feel/135 "2023-06-06T10:09:17Z")
Happy to announce moveme.tv, a search engine for movies to make you feel the way you want, powered by Weaviate. From the Product Hunt announcement: At moveme.tv you’re asked how you want to feel. You can select or inp… --- ## [Fixie x Weaviate demo](https://forum.weaviate.io/t/fixie-x-weaviate-demo/22)
**Author:** [@hsm207](https://forum.weaviate.io/u/hsm207)\ **Replies:** 0\ **Last updated:** [May 16, 2023, 11:05am UTC](https://forum.weaviate.io/t/fixie-x-weaviate-demo/22 "2023-05-16T11:05:29Z")
Hi everyone, as my/the first post here, I’d like to share a simple demo of building a Fixie Agent that can answer questions about documents stored in Weaviate. It takes a query in natural language, uses an LLM to conver…