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#code-analysis

Which AI tools actually find security issues, instead of just linting?

Reddit r/ArtificialInteligence ↗ · 2d ago

The article compares AI-powered security tools that detect real code vulnerabilities beyond basic linting, with mentions of tools like Snyk, Semgrep, and Coderabbit.

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#code-analysis

@paulg: Paweł Huryn tested models' ability to find bugs planted in code. Cost increases exponentially with performance (note th…

X AI KOLs Following ↗ · 3d ago Cached

Paweł Huryn tested AI models' ability to find planted bugs in code, revealing that performance improvements come with exponentially increasing costs, as shown in a chart with a log scale.

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#code-analysis

Security auditing in the age of (good enough) AI

Hacker News Top ↗ · 5d ago Cached

Trail of Bits employed AI agents to develop custom security auditing tools and formal models for the Miden zero-knowledge VM, uncovering critical vulnerabilities and generating machine-checked correctness proofs.

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#code-analysis

This Code Is CRAP (2011)

Hacker News Top ↗ · 2026-09-16 Cached

The author highlights Crap4J as a valuable tool for identifying dangerous code in Java projects without false positives, praises its Jenkins integration, and notes its incompatibility with Java 7.

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#code-analysis

Kythe, a pluggable, language-agnostic ecosystem for building tools that work with code

Lobsters Hottest ↗ · 2026-09-14 Cached

Kythe is a pluggable, language-agnostic ecosystem designed for building tools that work with code, providing a framework for developers.

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#code-analysis

Better AI code comment detector

Hacker News Top ↗ · 2026-09-09

An improved AI-based tool for detecting and analyzing code comments in software development.

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#code-analysis

Sloc Cloc and Code - Did I just get Buster Scrugged?

Lobsters Hottest ↗ · 2026-09-09

A discussion or news item about the 'Sloc Cloc and Code' tool, possibly referencing a humorous or problematic aspect related to 'Buster Scrugged'.

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#code-analysis

Grounded Skill Synthesis from Code at Scale for Agentic Intelligence

Hugging Face Daily Papers ↗ · 2026-09-04 Cached

Code2Skill is an automated pipeline that extracts verifiable skills from source code to improve AI agent performance, producing a large grounded skill bank that enhances agents before interaction experience.

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#code-analysis

New agent converts code into prose

Reddit r/ArtificialInteligence ↗ · 2026-09-03 Cached

Benzi is an AI coding agent that uses a tree-sitter based compiler to parse code into a precise, queryable map, achieving 78.2% on SWE-bench Verified with low cost.

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#code-analysis

@trisgwync: Introducing Claude.md doctor An agent skill that examines your CLAUDE.md / AGENTS.md, grades it and tells you how to FI…

X AI KOLs Timeline ↗ · 2026-08-27 Cached

This article introduces Claude.md doctor, an open-source agent skill that examines and grades CLAUDE.md or AGENTS.md files, providing fixes and backtesting for session flaws.

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#code-analysis

Show HN: RealDiff – runtime behavior diffing for pull requests (six languages)

Hacker News Top ↗ · 2026-08-27 Cached

RealDiff is an open-source tool that detects runtime behavior changes in pull requests by comparing test outputs, highlighting unintended effects even in files not directly edited.

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#code-analysis

@Ryrenz: Discovered another open-source gem that truly lets Claude Code understand legacy projects—Understand Anything. GitHub stars have surged to over 80,000. Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more can all integrate.

X AI KOLs Timeline ↗ · 2026-08-26 Cached

Understand Anything is an open-source tool that uses a multi-agent pipeline to analyze codebases and build interactive knowledge graphs, helping developers understand complex projects. It integrates with AI tools like Claude Code, Codex, Cursor, and has gained over 80,000 stars on GitHub.

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#code-analysis

Problem with concurrent linter fixes

Lobsters Hottest ↗ · 2026-08-26 Cached

The article details a problem in linters like ESLint where applying multiple fixes concurrently can lead to incorrect code, suggesting sequential fix application with re-analysis as a solution.

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#code-analysis

Sloc Cloc and Code 4.0 (scc) - Finding the files that need the most attention

Lobsters Hottest ↗ · 2026-08-24 Cached

This article announces the release of Sloc Cloc and Code (scc) version 4.0.0, featuring new hotspot analysis to identify code files requiring attention based on complexity and commit history.

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#code-analysis

@seclink: Share

X AI KOLs Timeline ↗ · 2026-08-24 Cached

This post shares a GitHub repository, featuring a curated set of security vulnerability samples and benchmarks, to evaluate the capabilities of static analysis tools and large models in vulnerability mining and secure code generation, covering multiple languages and the latest research findings.

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#code-analysis

Reflexões do meu Agente - Parte 2

Reddit r/AI_Agents ↗ · 2026-08-18

O artigo descreve as reflexões metacognitivas de um agente de codificação LLM no Devin/Cascade, expondo seu raciocínio e pontuações de confiança durante tarefas de análise de código.

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#code-analysis

@malcat4ever: Did you know that #Kesakode can use fuzzy-matching for functions? While a bit slower, this kind of lookup helps against…

X AI KOLs Timeline ↗ · 2026-08-17 Cached

Kesakode tool supports fuzzy-matching for function lookups to aid in obfuscation analysis, specifically in the context of #vidar malware.

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#code-analysis

@opensourcelab9: 【Official】 Microsoft has released a tool that scores your own habits in AI coding and points out your weaknesses. ★3,491…

X AI KOLs Timeline ↗ · 2026-08-14 Cached

Microsoft has released an open-source tool called AI Engineer Coach that analyzes and scores your AI coding habits,helping identify weaknesses and improve usage.

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#code-analysis

@XAMTO_AI: A two-person security team used AI to find real vulnerabilities in code and earned $250,000 from a single bounty. Now they've open-sourced the system as Open-Kritt. It's not a toy that throws a repo at an AI to search blindly; it's an orchestration platform that turns AI agents into a small security team. Most people just hand an AI a…

X AI KOLs Timeline ↗ · 2026-08-02 Cached

Open-Kritt is an open-source security research platform that orchestrates multiple AI agents to analyze code in parallel, automating discovery of real vulnerabilities, and supports deduplication, validation, and prioritization. The team behind it has used it to earn significant bounties and win the Firedancer audit contest.

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#code-analysis

@DanKornas: A useful README shouldn’t take longer to write than the project itself. ReadmeAI is a Python CLI for developers who wan…

X AI KOLs Timeline ↗ · 2026-07-24 Cached

ReadmeAI is a Python CLI tool that automatically generates structured README files from local or remote repositories using AI models or offline mode, supporting multiple providers and customization.

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