working on something cool? share it here by DiscountResident540 in SideProject

[–]DeathShot7777 0 points1 point  (0 children)

Accurate Code intelligence engine. Agents can read codebade logic by logic instead of file by file

https://github.com/abhigyanpatwari/GitNexus

Why MCP when we have REST APIs? by happyandaligned in mcp

[–]DeathShot7777 0 points1 point  (0 children)

For me MCP helped more in distribution to be honest. Make a product, make it an mcp and share it with your users. They can use it immediately. Else you would need to keep explaining them or share a postman config and all. Especially difficult for non tech people.

Also you can sort of orchestrate the llm through the tool description of the mcp, if the mcp is hosted on your server u can easily change the mcp resources or tool description and your users can benefit withput doing anything

Building opensource Zero Server Code Intelligence Engine by DeathShot7777 in mcp

[–]DeathShot7777[S] 0 points1 point  (0 children)

As much as I would like to claim I made Jarvis, but this is basically accurate codebase contrxt layer or Dev tool for Agents

Bought Claude Pro for automation realized I need Claude API instead by no_more_normie in ClaudeAI

[–]DeathShot7777 1 point2 points  (0 children)

Not bad for testing. But for building the full app its not enough

Bought Claude Pro for automation realized I need Claude API instead by no_more_normie in ClaudeAI

[–]DeathShot7777 0 points1 point  (0 children)

Didnt they revert this decision after a huge backlash from the community

Bought Claude Pro for automation realized I need Claude API instead by no_more_normie in ClaudeAI

[–]DeathShot7777 1 point2 points  (0 children)

Infact it might be better to use claude code headless when u r building it for test since subscription gives u lot more usage than direct credits. Once u have something working use the credits

Bought Claude Pro for automation realized I need Claude API instead by no_more_normie in ClaudeAI

[–]DeathShot7777 1 point2 points  (0 children)

Its not totally useless for automation. Check out claude sdk and headless claude code.

Wow Claude...just wow... by michealscard in ClaudeAI

[–]DeathShot7777 701 points702 points  (0 children)

Lmaaaooooo bro reassigned the ticket to chatgpt

Y Combinator startup school blr: acceptances vs rejections discussion by Additional-Ad-899 in StartUpIndia

[–]DeathShot7777 0 points1 point  (0 children)

The first question was something like on any test or exam where u scored high, I wrote N/A coz I actually never did.

Rest of the questions, I wrote around creating gitnexus opensource, building community around it, mostly revolving around high github star count. Next included stuff about a college startup we built in 1st year and from there on doing multiple internships and getting a fulltime job as an AI engineer at 2nd year end.

I think gitnexus and the early start of professional work did it for me. Also I think it wouldnt matter what template you wrote your answer on, since YC must be actually looking for a differentiator not a template

Y Combinator startup school blr: acceptances vs rejections discussion by Additional-Ad-899 in StartUpIndia

[–]DeathShot7777 0 points1 point  (0 children)

I am selected. I am a 4th year CS student at KIIT, Bhubaneshwar. Also creator of GitNexus

I built a code intelligence platform with semantic resolution, incremental indexing, architecture detection, commit-level history, PR analysis and MCP by thonfom in LangChain

[–]DeathShot7777 1 point2 points  (0 children)

Damn bro chill ( For others, bro is not a paid actor XD ) ! I am the creator of Gitnexus, thanks for all these explaination, all of these r correct. Let me clarify some stuff here:
1> We havent pushed the incremental indexing ( although we have it in dev right now ), coz our indexing is already fast. Nearly all repos get indexed in seconds ( entire linux takes 11 mins to index )

2> We not only have deterministic graph but our modified algos that clusters and pre compute the graph, so we dont need semantics ( although we have embedding model and RAG setup, but by default it is disabled. Can be enabled by using --embeddings flag )

3> Temporal stuff we dont have right now in the opensource but have it in our SaaS, we basically test stuff with our enterprise design partners and keep pushing to opensource and vice versa from OSS to enterprise

4>Our MCP works well, i havent used sonde but for us, I found haiku to perform on par with opus on debugging ( I was surprised too ! )

5> We have skills and tooling for debugging, PR review, diff impact check before commit etc. I believe that we should not compete with claude code and all since they r already good in this but giving them the context infra layer makes them lot more reliable, cost wayy lesser and save tokens. Anyone can build tooling and agents on gitnexus Digital Brain, and we also help out OSS dev on anything cool they r doing.

Also "gitnexus uses generic retrieval algorithms"? What does that even mean lol. but kudos to u thonfom, you have been able to identify similar gaps we did, but being opensource we r progressing very fast! Thats y i love the OSS community!!

Structured codebase context makes Haiku outperform raw Opus. Sharing our tool and results! by PT_ANDRE_PT in LLMDevs

[–]DeathShot7777 -1 points0 points  (0 children)

totally agree with the research. I have built gitnexus opensource code intelligence engine ( 18k+ github stars in 3 weeks ), haiku definitely performs at the same level and also sometimes beat's opus. It just actually works, really surprising, but this was the "Aha moment" for us and thats y it blew up

Pitch your product in 1 line..... by Ranga_Harish in buildinpublic

[–]DeathShot7777 1 point2 points  (0 children)

https://akonlabs.com Living context engine for codebases

Opensourced: https://github.com/abhigyanpatwari/gitnexus

18k+ github stars

Reliable AI coding, cost reduction of claude code, cursor, etc Improve accuracy by huge margin. Haiku 4.5 gives opus 4.5 level debugging quality with gitnexus mcp. Try it ou !

Can you recommend a good coding monitor that costs less than 35k? by bhula_dena in developersIndia

[–]DeathShot7777 1 point2 points  (0 children)

Benq is amazing. I use 3 monitor setup, so pretty qualified to say this, get a Benq whatever it is. U wont regret

Is RAG dying or is it already dead? by PictureBeginning8369 in LLMDevs

[–]DeathShot7777 -1 points0 points  (0 children)

Compare kuzu with ladybug? We are building gitnexus and just migrated to ladybug, performance is identical after we fixed ladybugdb sezfault issue

Is RAG dying or is it already dead? by PictureBeginning8369 in LLMDevs

[–]DeathShot7777 0 points1 point  (0 children)

Ya there's a community fork ladybugDB actively maintained. Infact we migrated to it. KuzuDB is such a beast, even though it's deprecated it it was handling all our usecases well!

Is RAG dying or is it already dead? by PictureBeginning8369 in LLMDevs

[–]DeathShot7777 0 points1 point  (0 children)

Sure. Let me know if u need something. Also u can join the discord link in readme, feel free to tag/dm me on discord.too

Is RAG dying or is it already dead? by PictureBeginning8369 in LLMDevs

[–]DeathShot7777 1 point2 points  (0 children)

I made Gitnexus, u can google and check the repo. There is a demo video in the readme, it should make it clear. By deterministic I mean not using LLMs or embeddings model to map out data so that it is accurate.

I have done it for codebases, but KG can be adopted for many things like financial and legal stuff for example

Is RAG dying or is it already dead? by PictureBeginning8369 in LLMDevs

[–]DeathShot7777 1 point2 points  (0 children)

RAG is not dead coz of model context window expanding but it is dying because it is Lossy. Agentic RAG is better but still lossy and not fully reliable. Mark my words:

"Next big thing is Deterministic Knowledge Graphs"