# 📖 \*\*New\*\* Graph RAG eBook Build Challenge for Developers

**URL:** <https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456>\
**Category:** Calendar Posts\
**Tags:** graph-rag-ebook-chal\
**Created:** [July 3, 2025, 5:43pm UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456 "2025-07-03T17:43:30Z")\
**Posts on this page:** 13\
**Page:** 1

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**Author:** ![Ari\_Neo4j](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/ari_neo4j/32/34352_2.png) [@Ari\_Neo4j](https://community.neo4j.com/u/Ari_Neo4j)\
**Post date:** [July 3, 2025, 5:43pm UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/1 "2025-07-03T17:43:30Z")

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### 🔥 off the presses!

 ![Screenshot 2025-07-03 133219](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/e/4/e4ee7001d7945c8b8514f09fb0bcba602aaa1766.png)

### 📘 The Developer’s Guide to GraphRAG

**Page 5:**"This isn’t a whitepaper. It’s a build-it-yourself playbook... _ **And we’re going to do it with code** _. No fluff. Just the stack, the logic, and the patterns that actually work. If you’ve built RAG, and you know it’s not enough, then this is the guide to take you further. "

Need I say more! You can [download the PDF](https://dev.neo4j.com/graph-ebook-disourse) ungated and then share your thoughts and questions in this thread.

#### 🔴 **July GraphRAG Build Challenge**

Try one of the GraphRAG retrieval patterns from the guide (Basic, VectorCypher, or Text2Cypher) and share:

- A short code snippet or repo link
- A short post about what worked, what didn’t, or what you’d do differently

**🏆 Prize**

- Best technical write-up wins a **Neo4j hoodie**
- Runner-ups get stickers, notebooks, or LinkedIn shoutouts
- Winner will be announced the first week of August

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**Author:** ![mk1811527](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/mk1811527/32/33850_2.png) [@mk1811527](https://community.neo4j.com/u/mk1811527)\
**Post date:** [July 4, 2025, 9:39am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/2 "2025-07-04T09:39:09Z")

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Thanks for sharing great work

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**Author:** ![Ari\_Neo4j](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/ari_neo4j/32/34352_2.png) [@Ari\_Neo4j](https://community.neo4j.com/u/Ari_Neo4j)\
**Post date:** [July 4, 2025, 6:23pm UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/3 "2025-07-04T18:23:21Z")

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@mk1811527 - thanks for letting us know! I hope you will build something and enter the contest.

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**Author:** ![nawar.alwesh](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/nawar.alwesh/32/33943_2.png) [@nawar.alwesh](https://community.neo4j.com/u/nawar.alwesh)\
**Post date:** [July 5, 2025, 1:21am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/4 "2025-07-05T01:21:58Z")

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Thanks for sharing, played quite abit with graphrag, can never get enough, found hybrid are the best, can't wait to try

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**Author:** ![nawar.alwesh](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/nawar.alwesh/32/33943_2.png) [@nawar.alwesh](https://community.neo4j.com/u/nawar.alwesh)\
**Post date:** [July 9, 2025, 5:52am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/5 "2025-07-09T05:52:00Z")

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I am following the ebook but using my own data in neo4j desktop 2.0. I can't seem to use bloom I get "We couldn't find a license for the Neo4j Bloom Server. Please check with system administrator". Did anyone encounter this issue.  
Also in Query, most nodes are same color because even if they have many different labels, they all share the same label " **KGBuilder**". Any idea how to fix that issue

 ![image](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/1/e/1ec97adf0dcabceb85870065b97458982910fbbd.png)

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**Author:** ![nissanka.fernando](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/nissanka.fernando/32/34022_2.png) [@nissanka.fernando](https://community.neo4j.com/u/nissanka.fernando)\
**Post date:** [July 9, 2025, 4:04pm UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/6 "2025-07-09T16:04:23Z")

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Hi Nawar, are you connected to a remote non-Aura instance when trying to use the Explore tool?

It should work fine if using a local or Aura instance, and if you have NOT installed the Bloom Plugin - this plugin is only required for using more advanced Bloom features for sharing and collaboration as a team.

Try uninstalling the Bloom plugin (if it's installed), and then stop/start your instance. Thanks

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**Author:** ![prasanthmalla.ds](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/prasanthmalla.ds/32/32747_2.png) [@prasanthmalla.ds](https://community.neo4j.com/u/prasanthmalla.ds)\
**Post date:** [July 16, 2025, 5:07am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/7 "2025-07-16T05:07:59Z")

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could you please share the timeline

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**Author:** ![Ari\_Neo4j](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/ari_neo4j/32/34352_2.png) [@Ari\_Neo4j](https://community.neo4j.com/u/Ari_Neo4j)\
**Post date:** [July 16, 2025, 10:39am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/8 "2025-07-16T10:39:24Z")

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Submissions are due by the end of July.

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**Author:** ![nawar.alwesh](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/nawar.alwesh/32/33943_2.png) [@nawar.alwesh](https://community.neo4j.com/u/nawar.alwesh)\
**Post date:** [July 19, 2025, 1:43am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/9 "2025-07-19T01:43:36Z")

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Do we submit our report here? Thanks

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**Author:** ![Ari\_Neo4j](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/ari_neo4j/32/34352_2.png) [@Ari\_Neo4j](https://community.neo4j.com/u/Ari_Neo4j)\
**Post date:** [July 19, 2025, 2:13pm UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/10 "2025-07-19T14:13:36Z")

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Submit on the thread

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**Author:** ![nawar.alwesh](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/nawar.alwesh/32/33943_2.png) [@nawar.alwesh](https://community.neo4j.com/u/nawar.alwesh)\
**Post date:** [July 21, 2025, 1:10am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/11 "2025-07-21T01:10:50Z")

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Really enjoyed the Developer’s Guide and the GraphRAG Build Challenge, great insights and fun to implement! I’ve attached my submission, thanks for the opportunity!

P.S. Apologies for the long format, I originally wrote it as a PDF, but only later realized Discord only accepts images. I'm new to Discord, so I ended up converting all 14 pages to JPEGs and sending the first 10 and not including teh Appendix, sorry it's a bit clunky! 🫣

 ![Final_report-01](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/b/1/b13ba190d7364adae7e260eb2e0cd9c99dfa08f5.jpeg)  
 ![Final_report-02](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/5/4/54f6627aa92dd7a6a0ba84cb007af2271dc40abf.jpeg)  
 ![Final_report-03](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/1/4/14a520d0ea73a435bb7f79c240de03b4ac212e12.jpeg)  
 ![Final_report-04](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/3/c/3c2210e3ef073eeb12842e54e6f99981f226587a.jpeg)  
 ![Final_report-05](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/0/5/054fa8b6570e7f0fb22512caeb305574abbf82ad.jpeg)  
 ![Final_report-06](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/6/9/6984187259d5205c165056c07d085f96b10d8af2.jpeg)  
 ![Final_report-07](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/3/7/372474d277e27cb8987f48931dd4c457e50ed64b.jpeg)  
 ![Final_report-08](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/8/e/8ec6e1893bb4e9886f9ca643e48de3a7dacb6c58.jpeg)  
 ![Final_report-09](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/f/7/f71dba4af8f7b543e49c20ae05c40820db0e7fe8.jpeg)  
 ![Final_report-10](https://us1.discourse-cdn.com/flex021/uploads/neo4jcommunity/original/3X/f/3/f3c0ff6b8ec74e45ebf5eeb1e118613439bf0aab.jpeg)

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**Author:** ![bhattacharya.ananya0](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/bhattacharya.ananya0/32/35437_2.png) [@bhattacharya.ananya0](https://community.neo4j.com/u/bhattacharya.ananya0)\
**Post date:** [July 27, 2025, 10:58am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/12 "2025-07-27T10:58:35Z")

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Hey guys here's what i've worked on

> **[Building GraphRAG Locally](https://medium.com/@notnanyaaa/building-graphrag-locally-0c8e11752644)**
>
> When I first came across GraphRAG, I knew it had something to do with combining retrieval-augmented generation and knowledge graphs. The…

loved learning smth new

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**Author:** ![yasti](https://sea1.discourse-cdn.com/flex021/user_avatar/community.neo4j.com/yasti/32/34210_2.png) [@yasti](https://community.neo4j.com/u/yasti)\
**Post date:** [July 29, 2025, 12:42am UTC](https://community.neo4j.com/t/new-graph-rag-ebook-build-challenge-for-developers/74456/13 "2025-07-29T00:42:35Z")

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looking for some guidance on this - could you dm me?
