← Back to Product Feed

Hacker News Show HN: Codeflowmap – map a codebase's read/write/auth data flows

A solution for understanding complex codebases, especially LLM-generated code, by visualizing data flows and annotating files with local or remote LLMs. It runs locally and integrates with Obsidian.

5
Traction Score
0
Discussions
Jun 21, 2026
Launch Date
View Origin Link

Product Positioning & Context

AI Executive Synthesis
A solution for understanding complex codebases, especially LLM-generated code, by visualizing data flows and annotating files with local or remote LLMs. It runs locally and integrates with Obsidian.
Codeflowmap addresses a critical developer pain point: comprehending complex or unfamiliar codebases, particularly those generated by LLMs. By mapping read/write/auth data flows, dependencies, and call graphs, it provides essential architectural insights. The integration with local (Ollama) or remote LLMs for file annotation significantly enhances code understanding, reducing cognitive load and accelerating onboarding or debugging. This tool is directly relevant for B2B software development, where maintaining, auditing, and integrating diverse codebases is a constant challenge. Its local execution capability and Obsidian integration cater to security-conscious developers and those seeking integrated knowledge management. Codeflowmap positions itself as a vital component in the developer toolkit for managing the increasing complexity introduced by LLM-assisted code generation and large-scale software projects.
I've been vibe-coding tools to automate chunks of my consulting work, fell down a rabbit hole, and started building actual products. Suddenly I'm in a world of unknown-unknowns and known-unknowns. One of the bigger things to solve was understanding code the LLM generated that I didn't fully grasp. What does it touch? What reads and writes where? Is the auth path where I think it is?So I built codeflowmap. Point it at a repo and it maps the dependency and call graph, then surfaces the read / write / auth paths between files and functions.Connect a local model (Ollama) or any OpenAI-compatible API and it annotates each file with what it does and the data it touches. It all runs locally unless you connect to a remote/hosted API, and the output links straight into an Obsidian vault.bunx codeflowmap serve · MIT · built for meKeen for thoughts on what would make it more useful or sharpen it up.
codebase's read/write/auth data flows dependency and call graph local model (Ollama) OpenAI-compatible API annotates each file Obsidian vault bunx codeflowmap serve

Related Ecosystem & Alternatives

Discover adjacent products, open-source repositories, and developer tools sharing similar technical architecture.

Deep-Dive FAQs

What is Codeflowmap – map a codebase's read/write/auth data flows?
Codeflowmap – map a codebase's read/write/auth data flows is analyzed by our AI as: A solution for understanding complex codebases, especially LLM-generated code, by visualizing data flows and annotating files with local or remote LLMs. It runs locally and integrates with Obsidian.. It focuses on Codeflowmap addresses a critical developer pain point: comprehending complex or unfamiliar codebases, particularly those generated by LLMs. By mapp...
Where did Codeflowmap – map a codebase's read/write/auth data flows originate?
Data for Codeflowmap – map a codebase's read/write/auth data flows was aggregated directly from the Hacker News community ecosystem, representing raw developer and early-adopter sentiment.
When was Codeflowmap – map a codebase's read/write/auth data flows publicly launched?
The initial public indexing or launch date for Codeflowmap – map a codebase's read/write/auth data flows within our tracked developer communities was recorded on June 21, 2026.
How popular is Codeflowmap – map a codebase's read/write/auth data flows?
Codeflowmap – map a codebase's read/write/auth data flows has achieved measurable traction, logging over 5 traction score and facilitating 0 recorded discussions or engagements.
Which technical categories define Codeflowmap – map a codebase's read/write/auth data flows?
Based on metadata extraction, Codeflowmap – map a codebase's read/write/auth data flows is categorized under topics such as: codebase's read/write/auth data flows, dependency and call graph, local model (Ollama), OpenAI-compatible API.
How does the creator describe Codeflowmap – map a codebase's read/write/auth data flows?
The original author or development team describes the product as follows: "I've been vibe-coding tools to automate chunks of my consulting work, fell down a rabbit hole, and started building actual products. Suddenly I'm in a world of unknown-unknowns and known-unknowns. ..."

Community Voice & Feedback

No active discussions extracted yet.

Discovery Source

Hacker News Hacker News

Aggregated via automated community intelligence tracking.

Tech Stack Dependencies

No direct open-source NPM package mentions detected in the product documentation.

Media Tractions & Mentions

No mainstream media stories specifically mentioning this product name have been intercepted yet.

Deep Research & Science

No direct peer-reviewed scientific literature matched with this product's architecture.