60 stories tagged with #codebase, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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Show HN: AI codebase analyser and auto-fixer
We added Python AI-app regex prefilters to getdebug and benchmarked against Bandit, Semgrep, and (attempted) vulnhuntr. Here's where each tool actually catches things — and where t…
A graph-based IDE for understanding and working with large codebases
Show HN: Moxie Docs – Automatic codebase documentation and MCP
Searchable codebase docs, MCP-ready AI context, and Friday Cleanup PRs for GitHub repositories.…
How to Make Your Codebase Work for AI Coding Agents (Without Better Prompts)
Your agent wrote valid code. It still missed the point. Wrong package manager. Tests run with a flag...…
I made a CLI tool that replaces the first 15 minutes of exploring any new codebase
You know that thing where you clone a repo and spend the first 15–20 minutes just trying to figure...…
Source: Google asked Google Play app devs to join a "confidential content offer pilot", offering to pay for access to codebases to use them to train AI tools (Jason Koebler/404 Media)
Jason Koebler / 404 Media : Source: Google asked Google Play app devs to join a “confidential content offer pilot”, offering to pay for access to codebases to use them to train AI …
Payload CMS Has 508 Circular Dependencies in 675 Files. Here's How Every Codebase Accumulates Them.
Circular dependencies accumulate silently in every large JavaScript codebase. Payload has 508 in 675 files, Next.js has 17 in 14,556. Here are the 3 formation patterns, what each r…
The release of Rust Coreutils 0.9 has commenced: codebase hardening, various security issue fixes, and zero-copy I/O as highlights
Payload CMS Has 508 Circular Dependencies. Next.js Has 17. Here's Why They Form in Every Large JS Codebase.
Circular dependencies accumulate silently in every large JavaScript codebase. Payload has 508, Next.js has 17, Strapi has 5. They bloat your bundle, slow your tests, cause mysterio…
VSCode codebase mapping
[showoff saturday] caw - a tor taxi equivalent for websites that have above average codebases on the regular web.
Agent models that can handle huge codebases?
how do you deal with being the only person who knows a critical part of the codebase?
CodePulse – token-efficient codebase indexer for AI coding tools
Token-efficient codebase indexer for AI coding tools. Persistent, git-diff-aware index injected at session start — so Claude Code, Codex, and Cursor stop wasting tokens exploring y…
A C++20 full-text search engine I've been building in the open. Same shape as Lucene/Tantivy, but written to fit cleanly into a C++ codebase — no JVM, no JNI, no FFI tax. Repo: https://github.com/evilmucedin/SearchPlusPlus A few engineering decisions worth calling out (most of the design is in
Codeboarding – Interactive architecture diagrams for codebases
Interactive architecture diagrams for codebases. Contribute to CodeBoarding/CodeBoarding development by creating an account on GitHub.…
Why people not use graphs to help AI understand codebase???
I upgraded chatgpt to help understand any large codebase
I shipped 29 browser-only image tools. These 5 boring patterns kept the codebase sane
I thought building browser-only image tools would mostly be about Canvas APIs and file formats. It...…
Your LLM Is Wrong. Your Codebase Is Why.
It happened on a Tuesday. I asked my AI coding assistant to explain a function I'd written three...…
Understand Anything – Graphs that teach the codebase
Turn any codebase into an interactive knowledge graph you can explore, search, and learn from.…
Why Some Codebases Are Hard to Understand: Cognitive Surface Area and the Hidden Cost of System Navigation
Information Foraging: How Developers Navigate Systems Developers rarely read code from top...…
I’m not a developer. I’ve been using codebase memory MCP tools and Obsidian to give Claude persistent memory for my fantasy and sci fi worlds. Here’s what the dev-tool framing completely misses about creative use cases
Show HN: Self-managing codebase with long-horizon agents
Contribute to WillTaylor22/self-managing-codebase development by creating an account on GitHub.…
How do you protect your codebase from AI slop?
We gave an LLM a structural graph of a codebase before exploring. It used 54% MORE context than without one. Paper + explanation inside [R]
TIL giving an AI a structural map of your codebase makes it use MORE context, not less — and why that's actually correct
How I Use Antigravity 2.0 to Navigate Open-Source Codebases and Make Better Technical Decisions
This is a submission for the Google I/O Writing Challenge Hook: The Tool That Changed...…
Code-mapper: Free CLI tool to reduce LLM token usage on any codebases
Generate a compact PROJECT_CONTEXT.md so LLMs understand your codebase in one read — not fifty. - damien220/code-mapper…
I Lost an AI Chat and Realized It Was Part of My Codebase
Agentic coding feels magical until you lose the context that built it. I switched development...…
Why `mixed` Is the Worst Type in Your PHP Codebase (and How to Kill It)
mixed is the type Laravel docs use, PHPStan tolerates, and your codebase quietly accumulates. Five failure modes and the migration path.…
Scan any codebase in 3s, then verify what your AI builds
Verified AI development. Ship with proof. Contribute to anatomia-dev/anatomia development by creating an account on GitHub.…
What's in a Codebase?
I migrate no-code apps to Next.js for a living. Here is the part of the codebase the AI tooling still cant handle
Help regarding to an Architectural Question for Feature Based Structures in the codebase
Is there a way to reduce hallucinated internal API calls when running local models against a private codebase?
Stop scattering LLM SDK/API calls across your codebase. Here is the 2-file rule that fixed mine
I upgraded an LLM SDK and expected a routine version bump. Instead I had to touch 15+ files, fix...…
Deepsec: The security harness for finding vulnerabilities in your codebase
Today we're open sourcing deepsec, an AI security harness that runs on your infrastructure, with your keys, against your code.…
Efficient, SQL-backed C++ project indexer designed for large codebases
MCP C++ project indexer for fast symbol, module, and source-range navigation in large C++20 codebases. - walti1972/mcp-cpp-project-indexer…
Feedback requested: spy-code TS/JS codebase graph for AI agents
What 1,281 agent runs reveal about coding agent failure in large codebases
Data from 1,281 agent runs reveals five reasons coding agents fail in large codebases — and what engineering teams can do about each…
We Connected an LLM to a 12-Year-Old Codebase. Here's What Broke.
Every "add AI to your product" tutorial assumes you are starting fresh. Greenfield repo, clean data,...…
LLM: Documentation driven exploration for big codebase
Project that provides structured documentation skills for AI coding agents. - Anhydrite/doc-torn…
How I Let an AI Refactor My Whole Codebase (Using Gemini 3.5)
Every solo developer knows the dread of a Friday afternoon deployment. You push a minor update to a...…
One Open Source Project a Day (No. 71): CodeGraph — Pre-Index Your Codebase for AI Agents, Save 35% Cost and 70% Tool Calls
Introduction "~35% cheaper · ~70% fewer tool calls · 100% local" This is the No.71...…
Deep – CLI/REPL for generating and iterating on codebases using DeepSeek
Contribute to cynchro/deepseekCLI development by creating an account on GitHub.…
Stop Teaching Your AI the Same Rules Every Session — mirrorai Mirrors Your Codebase Automatically
Every AI session starts from zero. mirrorai reads your codebase and generates CLAUDE.md, .cursorrules, Copilot instructions — so AI follows your real conventions, not invented ones…
Managing context limits in large C++20 Module codebases with MCP (Case Study & Tool)
I made an agent skill for auditing over-engineered codebases.
Grafana says stolen GitHub token allowed attackers to download its codebase
Grafana Labs disclosed that hackers have downloaded its source code after breaching its GitHub environment using a stolen access token.…
Grafana says hackers hit its GitHub environment, demand ransom to prevent codebase release — but it's refusing to pay
CoinbaseCartel somehow obtained an access token and used it to steal files from the GitHub environment.…
Grafana Labs admits all its codebase are belong to someone who popped its GitHub account
No customer info stolen, no impact to operations, and no blackmail payment…
Stop Re-Explaining Your Codebase to AI Every Single Session
I'm going to describe something that happens to almost every developer using AI editors right...…
Have you encountered actual "good" codebases for applications with a decent amount of complexity?
Ask HN: How are you maintaining codebases and managing AI context for them?
Grafana says hackers have accessed its GitHub environment and demanded a ransom to prevent the release of its codebase; Grafana refused to pay (The Hacker News)
Ask HN: How do you approach a new codebase?
Show HN: Give your AI agent a brain that understands your codebase
The open-source intelligence layer for AI native development - bitloops/bitloops…
How to read any legacy codebase. The archaeology playbook.
How to read any legacy codebase. The archaeology playbook. Somewhere on a hard drive sits...…