惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

D
Docker
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
C
Cisco Blogs
Scott Helme
Scott Helme
Know Your Adversary
Know Your Adversary
NISL@THU
NISL@THU
C
Cyber Attacks, Cyber Crime and Cyber Security
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
S
Schneier on Security
I
Intezer
Spread Privacy
Spread Privacy
AWS News Blog
AWS News Blog
V
Vulnerabilities – Threatpost
Cloudbric
Cloudbric
V2EX - 技术
V2EX - 技术
Google Online Security Blog
Google Online Security Blog
L
Lohrmann on Cybersecurity
Recent Commits to openclaw:main
Recent Commits to openclaw:main
L
LINUX DO - 热门话题
S
Secure Thoughts
T
The Exploit Database - CXSecurity.com
博客园 - 【当耐特】
Recent Announcements
Recent Announcements
Security Archives - TechRepublic
Security Archives - TechRepublic
Stack Overflow Blog
Stack Overflow Blog
罗磊的独立博客
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
K
Kaspersky official blog
阮一峰的网络日志
阮一峰的网络日志
博客园_首页
Latest news
Latest news
B
Blog
F
Full Disclosure
大猫的无限游戏
大猫的无限游戏
博客园 - 叶小钗
L
LangChain Blog
GbyAI
GbyAI
Last Week in AI
Last Week in AI
S
Security Affairs
Apple Machine Learning Research
Apple Machine Learning Research
N
Netflix TechBlog - Medium
Security Latest
Security Latest
Vercel News
Vercel News
Y
Y Combinator Blog
G
GRAHAM CLULEY
S
Securelist
T
Troy Hunt's Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
雷峰网
雷峰网

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店 GitHub - EdoardoBambini/Agent-Armor-Iaga: AI agents are getting tool access — shell, file system, databases, APIs, secrets. But **nobody is governing what they actually do with it**. Frameworks like LangChain, CrewAI, AutoGen, and Claude Code give agents the power to execute. Agent Armor gives you the power to control, audit, and approve every single action before it happens. HN Vibes — Week 15, Apr 7–13 2026 GitHub - chojs23/ec: Easy terminal-native 3-way git mergetool vim-like workflow GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - JakOb-dotcom/cloud-sandbox-security-analysis: Technical analysis and Proof of Concept (PoC) regarding environment variable exfiltration in containerized cloud sandboxes via side-channel data leaks. Springboards - Flint Alpha Show HN: A simpler coding agent harness GitHub - audiodude/sudomake-friends GitHub - 256thFission/mini-mythos: OSS clone of Anthropic’s Mythos harness to locate C/C++ memory vulnerabilities Show HN: OpenParallax: OS-level privilege separation for AI agent execution Hacker News Sorted - Chrome 应用商店 Show HN: How to Install Docker on Ubuntu 24.04 LTS: Complete 2026 Guide GitHub - himanshudongre/smriti GitHub - sverrirsig/claude-control: macOS desktop dashboard for monitoring and managing multiple Claude Code sessions GitHub - ory/dockertest: Write better integration tests! Dockertest helps you boot up ephermal docker images for your Go tests with minimal work. Chiral - Chrome 应用商店 Show HN: Two Claudes collaborating through shared memory on a $100 mini-PC GitHub - pmichaillat/latex-cv: Minimalist LaTeX template for academic CVs GitHub - oguzbilgic/posse: A web UI for Anthropic Managed Agents. GitHub - sshiraz/depsly: Dependency risk analysis tool for npm packages ABI Add safari/agent-harness — Safari browser automation via safari-mcp by achiya-automation · Pull Request #212 · HKUDS/CLI-Anything GitHub - Halfblood-Prince/trustcheck: Verify PyPI package attestations and improve Python supply-chain security GitHub - oguzbilgic/kern-ai: Agents that do the work and show it. GitHub - bruits/satteri: High-performance Markdown and MDX processing for the JavaScript ecosystem GitHub - tylergibbs1/feedstock: High-performance web crawler and scraper for TypeScript, powered by Bun and Playwright GitHub - Grimm67123/grimmbot: The self-improving sandboxed and open-source AI agent. With persistent memory and scheduling. GitHub - whitevanillaskies/whitebloom: Local whiteboard that blooms. GitHub - hwdsl2/docker-whisper: Docker image for a self-hosted Whisper speech-to-text server with speaker diarization and OpenAI-compatible transcription and translation APIs. Powered by faster-whisper. Supports all Whisper models, NVIDIA GPU (CUDA) acceleration, JSON/SRT/VTT output, SSE streaming, offline mode, and multi-arch (amd64, arm64). GitHub - yisding/reviewwiggum GitHub - MarwanAlsoltany/serrors: Structured errors for Go: sentinel hierarchies, typed data, custom formatting, and slog integration. GitHub - soatok/age-php GitHub - Luthiraa/markitme GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits GitHub - tombedor/excalicharts GitHub - wh1le/excalidraw-edit: Open and edit .excalidraw files from the terminal. Offline, auto-saves to disk. MalExt Sentry - Malicious Extension Scanner - Chrome 应用商店 GitHub - syi0808/asciianimesvg: Generate animated ASCII art SVGs from text. CLI, Rust library, WASM, and web editor. GitHub - zaina-ml/ml_forge: A visual-based graph node editor for training computer vision models. GitHub - anakin87/llm-rl-environments-lil-course: 🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models GitHub - takaakit/superpowers-uml: Superpowers-UML modifies Superpowers to ensure a software development workflow in which AI agents design through UML modeling. AdriByte Studio - Sviluppo Web e Soluzioni Digitali GitHub - chouligi/angel-copilot: Your personalized Angel Investment Advisor Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 GitHub - agenteractai/lodmem: Level Of Detail Context Management for Agents GitHub - ostefani/subnetlens: A fast, concurrent network scanner with a TUI and plain-text CLI, built in Go. It discovers live hosts on your network, scans their open ports, resolves hostnames, and fingerprints operating systems—delivered. Cyber Pulse: Agentic Intel - Apps on Google Play Whisper API: Self-Hostable Speech to Text Transcription The Agent-Web Protocol Stack: A Research Thesis GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Show HN: Provepy – A Python decorator that proves your code using Lean and LLMs Show HN: Pardonned.com – A searchable database of US Pardons GitHub - patrickdappollonio/dux: Dux is a terminal UI that lets you run multiple AI coding agents side by side, each in its own git worktree, with full companion terminals, macros, commit generation, and a command palette that knows more tricks than you do. kMC Crystal Simulator Show HN: HyperFlow – A self-improving agent framework built on LangGraph GitHub - stef41/vibescore: 🎵 Grade your vibe-coded project. One command, instant letter grade across security, quality, dependencies, and testing. GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. imgur.com GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. GitHub - nowork-studio/toprank: Open-source Claude Code skills for SEO, SEM, Google Ads GitHub - tacomanator/sash: Lightweight macOS menu bar app for reliably cycling through windows of the current application. Appents | Social Media Management for Product-First Teams GitHub - pnhoang/youtube-spam-blocker: Automatically detects and hides spam messages in YouTube Live chat. Set rate limits, keyword filters, and block repeat offenders. GitHub - decisionnode/DecisionNode: CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable. GitHub - AvaCodeSolutions/django-email-learning: An open source Django app for creating email-based learning platforms with IMAP integration and React frontend components. The $100K Gap in Kubernetes Security Tooling Function Calling Harness: From 6.75% to 100%
GitHub - build-neurall/implit: Validate imports and catch fake AI-generated dependencies
neurall-buil · 2026-04-26 · via Hacker News: Show HN

Implit Logo

Stop AI hallucinations before they break your code

npm version npm downloads License: MIT GitHub stars

"AI wrote code with fake packages. Implit caught them in 0.3 seconds."

Quick StartFeaturesWhy Implit?Examples


😱 The Problem

// AI generates this code...
import { awesomeAuth } from 'super-auth-lib';  // ❌ DOESN'T EXIST
import { fetchUser } from './api/users';       // ❌ NO export named fetchUser
import { login } from 'magic-auth';            // ❌ TYPO - should be 'magic-auth-lib'

// You run npm install... 💥 BROKEN BUILD

Every developer using AI has experienced this:

  • ❌ AI invents npm packages that don't exist
  • ❌ AI guesses wrong local import paths
  • ❌ Security risk: hackers can register fake packages
  • ❌ Hours wasted debugging phantom dependencies

✨ The Solution

Implit scans your AI-generated code and validates every import BEFORE you run it.

npx @neurall.build/implit check generated-code.ts
🔍 Checking generated-code.ts...

✓ react - Package exists on npm
✓ lodash - Package exists on npm
✗ super-auth-lib - Package NOT FOUND on npm registry
✗ ./api/users - No export named 'fetchUser' (available: getUser, deleteUser)
✗ magic-auth - Package NOT FOUND (did you mean: magic-auth-lib?)

❌ Found 3 hallucinated imports!

🚀 Quick Start

Zero Config (Recommended)

# Check any file instantly - no installation needed
npx @neurall.build/implit check your-file.ts

Global Install

# Install globally for frequent use
npm install -g @neurall.build/implit

# Then run anywhere
implit check your-file.ts

Generate Fix Prompt for AI

# Get a ready-to-paste prompt to feed back to your AI
npx @neurall.build/implit check your-file.ts --fix

Output:

📋 Fix prompt (ready to paste):

Your generated code has invalid imports:

1. "super-auth-lib" does not exist on npm.
2. "./api/users" does not export "fetchUser". Available exports: getUser, deleteUser.
3. "magic-auth" does not exist. Did you mean "magic-auth-lib"?

Please fix these imports and regenerate the code.

🎯 Features

✓ npm Package Verification

  • Checks every external import against registry.npmjs.org
  • Detects typos with fuzzy matching ("Did you mean...")
  • Prevents supply chain attacks from fake packages

✓ Local Import Validation

  • Scans your local files for actual exports
  • Detects missing files
  • Reports available exports for wrong imports

✓ Node.js Built-in Detection

  • Automatically recognizes Node.js built-ins (fs, path, http, etc.)
  • No false positives on standard modules

✓ Smart Caching

  • Caches npm lookups for 24 hours
  • Blazing fast on repeated runs
  • Minimal network overhead

✓ Zero Config

  • Works out of the box
  • No setup required
  • Just npx and go

✓ AI-Friendly Output

  • --fix flag generates clipboard-ready prompts
  • Feed directly back to Claude, GPT, or Gemini
  • One-command workflow for AI-assisted coding

💡 Why Implit?

Feature Implit Manual Review IDE Linter
Catches fake npm packages Maybe
Validates local exports Maybe
Zero setup required
Works on any file
Generates AI fix prompts
Speed 0.3s Minutes Realtime*

*IDE linters only catch already-installed packages, not hallucinated ones


📦 Examples

Basic Check

npx @neurall.build/implit check src/components/App.tsx

Check Multiple Files

npx @neurall.build/implit check src/**/*.ts

CI/CD Integration

# .github/workflows/check.yml
name: Validate Imports

on: [pull_request]

jobs:
  check:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
      - run: npx @neurall.build/implit check src/index.ts

JSON Output

npx @neurall.build/implit check your-file.ts --json
[
  {
    "module": "react",
    "valid": true,
    "type": "external",
    "message": "Package exists on npm"
  },
  {
    "module": "super-auth-lib",
    "valid": false,
    "type": "external",
    "message": "Package NOT FOUND on npm registry"
  }
]

🔧 Commands

Command Description
implit check <file> Check a file for hallucinated imports
implit check <file> --fix Generate fix prompt for AI
implit check <file> --json Output results as JSON
implit check <file> --no-cache Skip cache, always query npm
implit clear-cache Clear the dependency cache

🏆 Who Uses Implit?

  • AI Vibe Coders — Validate ChatGPT/Claude code before running
  • DevOps Teams — Catch issues before they hit CI/CD
  • Security Teams — Prevent dependency hijacking attacks
  • Open Source Maintainers — Validate PRs with AI-generated code

🤝 Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/AmazingFeature)
  3. Commit your changes (git commit -m 'Add some AmazingFeature')
  4. Push to the branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

📄 License

MIT License - feel free to use in personal and commercial projects.


🙏 Credits

Built by Neurall — making AI-assisted development safer.


⬆ Back to Top

Found this useful? Give us a ⭐ on GitHub!

GitHub Repo NPM Package