Codebase Knowledge Graph Builder

Hacker News

I've been working on tools for 'understanding' software code for a couple years now. I have yet to find a better way to model actual concepts than with knowledge graphs. To that end, I present to you here you a tool to automatically construct a knowledge graph over a codebase, which can serve as the foundation for a wide range of downstream tools. Point it at a codebase, give it your OpenAI API key, and let it go to work. Larger codebases (> 1000 files) will take a while to process - a conservative estimate would be 12 files / minute.

Visit product View on Hacker NewsApr 22, 2025

Share card

Actual performance

4points

Did not reach leaderboard

Launch Intel predictions

Analyze your own launch →

Product HuntOn track for Day 1 leaderboard · Strong signals: model, openai, code · Missing: mac, agents, macos

85%85% predicted probability of success on Product Hunt, based on ML models trained on real launch data.

best fitHighest predicted score across all platforms for this description.

Hacker NewsStrong engagement from HN community · Strong signals: ide, 000, io · Missing: https docs, excited, just released

62%62% predicted probability of success on Hacker News, based on ML models trained on real launch data.

nativeThis product was originally launched on this platform.

Indie HackersFits the IH revenue-focused audience · Missing: supports, reddit linkedin, podcasting

52%52% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.

TrustMRRLess likely to generate early MRR · Strong signals: way · Missing: mobile apps, ios, personal

43%43% predicted probability of success on TrustMRR, based on ML models trained on real launch data.

AppSumoMay struggle as an AppSumo deal · Strong signals: builder · Missing: plus, platform, intuitive

39%39% predicted probability of success on AppSumo, based on ML models trained on real launch data.

Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue

13%13% predicted probability of success on Acquire.com, based on ML models trained on real launch data.

BetaListMay not resonate with beta-testers · Missing: web3, chat, crypto

2%2% predicted probability of success on BetaList, based on ML models trained on real launch data.

Incorrect prediction on native model

Similar products

CodeKnow – Turn any codebase into a knowledge graph56%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

CodeKnow – Turn any codebase into a knowledge graph

Hacker News3

ReadPaths – A Dependency Graph for Knowledge41%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

ReadPaths – A Dependency Graph for Knowledge

Hacker News2

A hackable cryptocoin graph builder54%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

A hackable cryptocoin graph builder

Hacker News29

Understand Anything – a codebase knowledge graph for onboarding52%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Understand Anything – a codebase knowledge graph for onboarding

Hacker News3

Knowledge Graph - https://graph.up.railway.app36%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

gpt4, gpt4turbo, knowledge graph

Indie Hackers2ai

Coronavirus News Knowledge Graph41%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Coronavirus News Knowledge Graph

Hacker News1

Visualize the entropy of a codebase with a 3D force-directed graph52%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Visualize the entropy of a codebase with a 3D force-directed graph

Hacker News180

Universal, interoperable, distributed knowledge graph58%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Universal, interoperable, distributed knowledge graph

Hacker News2

Histre29%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Collaborative Knowledge Graph

Indie Hackerscommitment-side-project

Weighted # of Lies from Each Candidate (Graph)51%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Weighted # of Lies from Each Candidate (Graph)

Hacker News3

Browse all products Analyze your launch