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github.comrepo🧠 AI

llm-trails: What LLMs reach for inside a breached AWS account

llm-trails is an open study of what LLMs choose to do next inside a breached AWS account. It puts 14 models in 13 post-compromise situations, records only a single-turn plan with nothing executed, and codes each answer to CloudTrail events. The repo has the llmtrials harness, prompts, codebook, processed dataset (viz_data.json) and an interactive dashboard, so the study can be rerun or extended.

AWSCloudTrailLLM+2
Adan Alvareztraildiscover.cloudClaude

evals, agents· Added 30 Oct 2026

github.comrepo🛡️ Security

llm-trails: What LLMs reach for inside a breached AWS account

llm-trails is a research repo that placed 14 LLMs in 13 post-compromise AWS situations, asked only for their next move (single-turn, nothing executed), and coded each answer to CloudTrail events. It includes the llmtrials harness, prompts, codebook, processed dataset (viz_data.json) and an interactive dashboard. Rates are conditioned on the situation shown, and the aim is turning model behavior into detection priorities.

AWSAWS CloudTrailLLM
traildiscover.cloud

AI Security, Cloud & Infra, Blue Team & Detection· Added 30 Oct 2026

github.comrepo🧠 AI

Show HN: I Turned DOOM into a Transformer

Doomformer compiles integer neural networks into ZDoom maps that run in ViZDoom. Voodoo dolls do the arithmetic, and sector light levels and plane heights hold the values. Python reads every value back and compares it with a NumPy integer reference at tolerance 0. It runs MNIST (97.16 % on all 10,000 digits, every pass exact), small transformers, a learning perceptron and a SUBLEQ machine. It is about 23,000 times slower than NumPy on a small MLP.

ViZDoomZDoomACS+10
DoomformerDOOMFreedoom+6

research, inference· Added 30 Oct 2026, published 29 Oct 2026

github.comrepo🛡️ Security

Show HN: Auto Dismiss Mac OS "Allow <app> to find devices on local networks?"

dontallow is a two-file Swift launchd agent for macOS 15 and later that clicks "Don't Allow" on the "find devices on local networks" prompt. It watches the UserNotificationCenter process through an Accessibility observer, supports pause and allowlist, and can decode the Local Network rule store to show orphaned rows. It explains why Chromium temp-bundle paths make the prompt recur, and gives a PPPC profile route for fleets.

macOSSwiftlaunchd+2
Local Network privacy promptPPPCTCC

Cloud & Infra· Added 30 Oct 2026, published 29 Oct 2026

github.comrepo🧠 AI

Show HN: Hob - Open-source, on device alternative to Claude Cowork and ChatGPT

Hob is an MIT-licensed desktop app from Frigade that runs open-weight models such as Gemma and gpt-oss locally on Mac, Windows and Linux. It picks the best open-weight model that fits the user's computer and sets it up. It is positioned as a free, private, offline alternative to Claude and ChatGPT for tasks like filling out PDFs and working through documents. The page gives no technical detail on its runtime.

GemmaClaudeChatGPT+4
FrigadeHobgpt-oss

inference, llm-apps· Added 27 Oct 2026, published 26 Oct 2026

github.comrepo🧠 AI

alirezarezvani/claude-skills

claude-skills is an MIT-licensed library of about 398 Claude Code skills, agents, personas and plugins across 20 domains, including engineering, marketing, compliance and C-level advisory. Each skill is a SKILL.md with stdlib-only Python CLI tools and reference docs. Install scripts and convert.sh adapt it to Codex, Gemini CLI, Cursor, Aider, Windsurf and other coding agents, and it includes a skill-security-auditor scanner.

Claude CodeCodexGemini CLI+12
HermesMistralAnthropic+2

coding-agents, prompting, agents· Added 25 Oct 2026

repodir.comrepo🧠 AI

affaan-m/ECC | RepoDir

ECC (affaan-m/ECC) is an open-source performance optimization system for AI coding agents. It packages 261+ skills, 64+ agents and 84+ commands that tune Claude Code, Codex, Cursor and other agent harnesses for speed, memory and security. Practitioners can use it as a ready-made skills and harness configuration set. The RepoDir page gives only this short description, with no install steps or benchmarks.

Claude CodeCodexCursor+1

coding-agents, prompting· Added 24 Oct 2026

github.comrepo🧠 AI

SnailSploit/Claude-Red

claude-red is an MIT-licensed library of offensive security skills for the Claude Skills system, planned at about 130 skills across 23+ categories (web, Active Directory, cloud, exploit development, EDR evasion and others). Each skill is a SKILL.md file that loads on conversational triggers, so unused skills cost no context. It installs by git clone, sparse checkout per category, install.sh or pasting into a system prompt.

ClaudeGitGitHub
Kai AizenSnailSploitSahar Shlichov

prompting, coding-agents· Added 22 Oct 2026

github.comrepo🛡️ Security

SnailSploit/Claude-Red

claude-red is a library of offensive security skills for the Claude Skills system, each a SKILL.md file that loads on conversational triggers (for example, mentioning SQL injection loads offensive-sqli). Categories include web, Active Directory, cloud, mobile, exploit development, fuzzing, privilege escalation, post-exploitation and AI. It targets about 130 skills across 23+ categories, with an install script and sparse-checkout install per category. Built on Sahar Shlichov's offensive checklists, MIT licensed.

ClaudeClaude CodeActive Directory
Kai AizenSahar ShlichovSnailSploit

Offensive Security, AI Security· Added 22 Oct 2026

x.comrepo🧠 AI

Dan Kornas (@DanKornas) on X

aula-mcp is an open-source (MIT) TypeScript MCP server that connects an AI client to Denmark's Aula school platform. It exposes tools for profiles, calendar events, messages, notifications, posts and weekly plans. MitID credentials and OAuth tokens are stored in macOS Keychain or an AES-256-GCM encrypted file. The HTTP server binds to 127.0.0.1, and the presence write tool stays off until AULA_MCP_WRITE=1 is set.

Model Context ProtocolTypeScriptClaude Code+3
AulaMitIDDan Kornas

mcp· Added 23 Oct 2026, published 22 Oct 2026

github.comrepo🧠 AI

Show HN: Omnara – Open-source alternative to Claude Managed Agents

Omnara is an open-source, self-hostable managed agent platform, an alternative to Claude Managed Agents and OpenAI's Agents API. It runs agents on any model (OpenAI, Anthropic, OpenRouter, Bedrock, LiteLLM, Ollama) and any machine, with Postgres-backed durable state, stateless workers, per-tool permissions, MCP, skills, memory, subagents, schedules and Slack, Discord and GitHub triggers. It ships a REST API, TypeScript SDK, CLI and Docker Compose setup.

Model Context ProtocolTypeScriptNode.js+14
OmnaraClaude Managed AgentsOpenAI+2

agents, ai-infra, mcp· Added 23 Oct 2026, published 21 Oct 2026

github.comrepo🛡️ Security

eness/php2shell-CVE-2026-109618-CVE-2026-109619-PoC

php2shell is the name given to two critical pre-auth remote code execution flaws, CVE-2026-109618 and CVE-2026-109619, in PHP core's session upload progress handler (php_session_rfc1867_callback), where zend_hash_update frees live zval pointers that are later reclaimed and redirected into zend_call_function to run zif_system. This repository ships poc_109618.py, a fully automated four-stage HTTP exploit that leaks ASLR offsets via Set-Cookie headers against php:8.4.26-apache on Debian Bookworm, along with a root-cause C source patch, mitigation scripts to disable session.upload_progress, and WAF/ModSecurity/Lighttpd/Apache rules plus detection guidance for anomalous PHP worker child processes. Confirmed PHP versions include 8.4.4 and 8.2.34, with EOL branches (5.x, 7.x, 8.0, 8.1) left without official vendor patches.

PHPDockerCloudflare+1
CVE-2026-109618CVE-2026-109619PHP2Shell+6

Offensive Security, AppSec, Blue Team & Detection· Added 23 Oct 2026, published 21 Oct 2026

github.comrepo🛡️ Security

ikow/php2shell-poc

php2shell-poc is a proof-of-concept and detection toolkit for CVE-2026-109618 and CVE-2026-109619, two PHP vulnerabilities tied to session.upload_progress handling and a Zend engine out-of-memory bailout path affecting PHP 5.4.0 through 8.5.11. The repository includes three working exploit chains, a Docker-based lab (PHP-FPM, nginx, Apache mod_php) for reproduction, and pre-built Suricata, Sigma, ModSecurity, and Lua detection rules. The author recommends disabling session.upload_progress as an interim mitigation, noting the underlying memory corruption requires a full PHP patch to fix.

PHPWordPressDocker+3
CVE-2026-109618CVE-2026-109619GHSA-w8hw-w9fx-j79w+3

AppSec, Offensive Security, Blue Team & Detection· Added 23 Oct 2026, published 21 Oct 2026

github.comrepo🛡️ Security

Show HN: VoidAccess – open-source dark web OSINT, from query to a graph

VoidAccess is a self-hosted, MIT-licensed dark web OSINT platform that runs a 13-step pipeline from a research query to a relationship graph. It collects from Tor indexes, paste sites, code forges, security feeds and .onion seeds, applies content-safety filters, and exports STIX 2.1, MISP, Sigma, YARA, Snort, Suricata, CSV and JSON. It runs as a CLI with SQLite or as a Docker Compose stack with PostgreSQL, FastAPI and Next.js.

TorPythonDocker+3
LockBitSTIX 2.1MISP+6

OSINT, Threat Intel· Added 21 Oct 2026, published 20 Oct 2026

x.comrepo🛡️ Security

☣ KitPloit - Hacker Tools (@KitPloit) on X

DidierStevensSuite is a collection of Python scripts for malware analysis, file format parsing, hashing and forensic triage. It includes utilities for analysing PDF and OLE documents and for XOR-obfuscated data. The post is a short KitPloit announcement that links to the repository and gives no usage detail.

Python
Didier Stevens

Malware & RE, Blue Team & Detection· Added 21 Oct 2026, published 20 Oct 2026

x.comrepo🛡️ Security

Abhinav Singwal (@yogsec) on X

GetSubDomains is an open-source tool by yogsec that enumerates subdomains by querying crt.sh certificate transparency logs. It is aimed at the reconnaissance step of penetration tests and bug bounty work. The source is a short tweet pointing to a GitHub repository, so usage details and options are not given.

crt.shGitHub
GetSubDomainsyogseccertificate transparency

OSINT, Offensive Security· Added 21 Oct 2026, published 19 Oct 2026

x.comrepo🧠 AI

Saylor (@Kev96790724) on X

G-Krusch is an MIT-licensed, local-first Google Workspace hub built on Node.js 22 and SQLite WAL. It runs a 12-tool MCP server (SSE and Stdio) plus a REST bridge on port 5446 for Drive, Calendar and Gmail. It includes a 1,024-dimension hybrid Drive RAG with an embedding cascade (Ollama bge-large, then Gemini, then offline fallback) and FTS5 BM25. PDF extraction returns page citations. Tokens are kept in an AES-256-GCM vault; 30 of 30 tests pass.

Model Context ProtocolNode.jsSQLite+5
G-KruschKrusch CompanionKruschNexus+1

mcp, llm-apps, coding-agents· Added 21 Oct 2026, published 19 Oct 2026

github.comrepo🧠 AI

Show HN: WhatsApp MCP running free on Cloudflare

whatsapp-mcp is an MCP server that runs in the user's own Cloudflare account and lets MCP clients such as Claude Code and Claude Desktop search and read WhatsApp chats. It links as a WhatsApp Web-style device through Baileys, stores messages in SQLite with FTS5 inside a Durable Object, and is read-only. The README documents deployment, OAuth sign-in, contact naming through agents, and workerd shims for Baileys.

Model Context ProtocolCloudflareCloudflare Workers+11
WhatsApp

mcp· Added 20 Oct 2026, published 18 Oct 2026

github.comrepo🧠 AI

eliasbiondo/antirion

Antirion is an open-source AI gateway shipped as one Rust binary with a built-in admin console. It sits between apps and providers such as OpenAI, Anthropic, Bedrock, Vertex and vLLM, translating between OpenAI, Anthropic, Gemini and Bedrock dialects. It covers routing with fallbacks and circuit breakers, budgets, guardrails, caching, MCP and A2A gateways, SSO, and a benchmark against Bifrost 2.2.4 and LiteLLM 1.103.1.

RustDockerKubernetes+13
AntirionBifrostOpenAI+10

ai-infra· Added 21 Oct 2026, published 17 Oct 2026

github.comrepo🧠 AI

DietrichGebert/ponytail

Ponytail is a single skill prompt (skills/ponytail/SKILL.md, with a compact AGENTS.md) that makes coding agents write only the code a task needs, reusing existing components while keeping validation, error handling, security and accessibility. The author benchmarked it in Claude Code with Opus 5.5 over 39 tasks, 5 runs each, including a real FastAPI + React repo. They report -53% code, -41% time, -26% cost and -45% tokens, and 98% of risky logic shipping with a test versus 68% without. It adds /ponytail-review and /ponytail-audit commands, a Claude Code cost/token band with a local board, and installs through Claude Code and Codex plugin marketplaces or as a rules file for Cursor, Copilot, Gemini, OpenCode and others.

Claude CodeCodexCursor+7
PonytailClaude Opus 5.5Windsurf+5

coding-agents, prompting, evals· Added 17 Oct 2026

github.comrepo🛡️ Security

OWASP/MCP-Security-Testing-Guide

OWASP MCP Security Testing Guide is a living, GPL-3.0 collection treating the Model Context Protocol as a security boundary from user through model, MCP client, MCP server and tool to the target system. It covers threats, secure development, host/client controls, supply chain, enterprise gateways, detection, incident response, taxonomy, public incidents, case studies and review checklists, with 79 tests in Chapter 3 (sections 3.1–3.19). It includes a finding template, and it links the MCP Goat lab for safe practice. It is useful to AppSec, red team and SOC people assessing MCP deployments.

Model Context ProtocolLLM
OWASPMCP Goat

AI Security, AppSec· Added 17 Oct 2026

github.comrepo🧠 AI

alex09x/kyb

KYB (Know Your Business) is a Rust/axum server that stores agent-written knowledge, incident reports and tasks as Markdown files in Git, one commit per change. Search is hybrid: Tantivy BM25 fused by reciprocal rank with local multilingual-e5-small ONNX vectors, and it can query historical versions or "as of" a date. It ships a kyb CLI, a native MCP endpoint (Claude Code, Codex, Antigravity, Gemini CLI), an installable agent skill, token auth with per-write attribution trailers, secret scanning on writes, and a web console. It targets persistent shared operational memory for multi-agent, multi-machine fleets.

RustGitModel Context Protocol+10
KYBAlexander Panasenkomultilingual-e5-small

agents, mcp, coding-agents· Added 17 Oct 2026

github.comrepo🛡️ Security

enisaeu/enisa-sbd-playbook

ENISA repository of 22 Secure by Design and Secure by Default playbooks for SMEs building products with digital elements. Each playbook has a principle, objective, checklist, minimum evidence and release gate, covering design, build, deployment, maintenance and decommissioning. It supports progressive adoption and CRA readiness without replacing legal obligations.

ENISAEU Cyber Resilience Act

GRC, AppSec· Added 17 Oct 2026

github.comrepo🛡️ Security

AikidoSec/safe-chain

Aikido Safe Chain is an open-source local proxy and shell-alias wrapper for npm, yarn, pnpm, bun, pip, uv, poetry, pipx and pdm. It checks every package download, including deep dependencies, against the Aikido Intel malware feed and blocks malicious packages before install. It also enforces a configurable 48-hour minimum package age by suppressing too-new versions in registry metadata. It supports custom registries and a self-hosted malware-list mirror, and has CI/CD install recipes for GitHub Actions, Azure Pipelines, CircleCI, Jenkins, Bitbucket and GitLab.

Aikido SecuritynpmPyPI+3
Aikido IntelSafe Chain

Supply Chain, DevSecOps· Added 17 Oct 2026

huggingface.corepo🧠 AI

DeepSeek-v4.1-Flash-1017

Model card for DeepSeek-V4.1-Flash-1017, a minor update to DeepSeek-V4.1-Flash with MIT-licensed weights. It claims gains in reasoning, coding, agentic tasks and visual benchmarks, with shorter task time and output length that move the performance–cost Pareto frontier across agent harnesses (Claude Code for Terminal-Bench 4.0, Mini-SWE-V2 for DeepSWE v1.1). It ships no Jinja chat template. It provides a reference encoding.py for multi-turn chat, tool calling, thinking mode, numeric reasoning effort and interleaved images, plus deepseek-recipe, Rust libraries with Python bindings for prompt encoding and output parsing. Serving recipes are given for Transformers, vLLM, SGLang and Docker Model Runner.

TransformersvLLMSGLang+5
DeepSeekDeepSeek-V4.1-FlashDeepSeek V4+3

models, inference· Added 18 Oct 2026, published 17 Oct 2026

huggingface.corepo🧠 AI

Meta Muse Spark Open (816B-A42B) open-weights model card

Model card for Meta Superintelligence Labs' Muse Spark Open, an open-weights, natively multimodal model with 816B total and 42B active parameters and a 1M-token context window. It targets coding and agentic work (tool use, long-horizon tasks, multimodal reasoning, synthetic data generation, LLM-as-judge). It ships in BF16 and NVFP4, needs about 700GB VRAM (NVFP4) or 2TB (BF16), runs on SGLang, vLLM, Transformers, TensorRT-LLM, Unsloth, llama.cpp and MLX, and supports a reasoning_effort setting. The Muse Model License requires "Built with Muse Spark Open" attribution and a separate agreement for Model-as-a-Service above $20M revenue. The card reports safety results against Kimi K3 on cyber, chem/bio and loss-of-control evals.

Hugging FaceTransformersvLLM+8
Muse Spark OpenMetaMeta Superintelligence Labs+15

models, multimodal, inference· Added 17 Oct 2026

github.comrepo🧠 AI

Llama.cpp on a jailbroken PS5: run any GGUF model natively on the console

PS5LM is a homebrew app for jailbroken PS5s (firmware 7.00–13.60). It runs llama.cpp with the ggml-vulkan backend on the console's RDNA 2 GPU, using 11.4 GB of shared memory, and loads any GGUF model. It serves OpenAI /v1/chat/completions, Anthropic /v1/messages (usable from Claude Code, Codex and opencode) and a browser chat page on port 8081. It also supports image-projector vision models and TypeSafe-style decision models through a /v1/systemone endpoint. A planner picks the longest context and best cache that fit the free memory, and the app downloads models from Hugging Face.

llama.cppGGUFVulkan+9
TypeSafeClefGemma 4+2

inference, models· Added 17 Oct 2026, published 16 Oct 2026

github.comrepo🧠 AI

OpenMOSS/MOSS-Image

MOSS-Image is an open-source text-to-image model family from OpenMOSS with a 5B backbone, released October 2026 as MOSS-Image-Base and MOSS-Image-SFT. It supports JSON layout control with bounding boxes, text rendering inside images, and prompts up to 4K tokens. The repo gives a Diffusers pipeline, a Gradio app, a ComfyUI plugin, LoRA training guidance, a prompt-enhancer skill and day-0 SGLang and vLLM-Omni support.

DiffusersPyTorchGradio+7
OpenMOSSMOSS-ImageMOSS-Image-Base+5

models, multimodal, inference· Added 20 Oct 2026, published 16 Oct 2026

github.comrepo🛡️ Security

gichirimaku/wp2shell-PoC

wp2shell-PoC is a Python proof-of-concept exploiting a pre-authentication RCE chain in WordPress core, combining CVE-2026-63030 (REST API batch route confusion) and CVE-2026-60137 (SQL injection in WP_Query). It demonstrates escalation from the route-desync bug through blind SQLi, customize_changeset forgery, and hook re-entry to administrator account creation and arbitrary command execution via a malicious plugin upload. The tool supports vulnerability checking, data extraction (union, error-based, blind techniques), and full shell access with or without existing admin credentials.

WordPressPython
CVE-2026-63030CVE-2026-60137SQL injection+1

AppSec, Offensive Security· Added 23 Oct 2026, published 15 Oct 2026

github.comrepo🧠 AI

Show HN: Graphicle, a Rust port of Graphify with memory for coding agents

Graphicle is a local-first Rust program that parses a repository into a tree-sitter code graph (a port of Graphify) and adds project memory: docs, reviewed decisions and captured Claude Code/Codex sessions. It serves cited file-and-line excerpts within a token budget via one MCP server, CLI and browser app, backed by a single SQLite file, with no API key or telemetry. The README reports a code-only extract on Kubernetes (31k files) in 3m18s versus 26m38s for Graphify 0.9.88, and a memory comparison against seven systems. Agent-proposed memories need user approval and go stale when the code they reference changes.

RustModel Context ProtocolSQLite+12
GraphicleGraphifyKarLex AI+2

coding-agents, mcp, llm-apps· Published and added 14 Oct 2026

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