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

宝玉的分享
宝玉的分享
The GitHub Blog
The GitHub Blog
Vercel News
Vercel News
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
酷 壳 – CoolShell
酷 壳 – CoolShell
Last Week in AI
Last Week in AI
F
Fortinet All Blogs
Jina AI
Jina AI
I
InfoQ
T
The Blog of Author Tim Ferriss
P
Proofpoint News Feed
博客园 - 三生石上(FineUI控件)
G
Google Developers Blog
V
Visual Studio Blog
L
LangChain Blog
WordPress大学
WordPress大学
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
T
Tor Project blog
GbyAI
GbyAI
MongoDB | Blog
MongoDB | Blog
V
V2EX
Stack Overflow Blog
Stack Overflow Blog
H
Help Net Security
Recorded Future
Recorded Future
N
News and Events Feed by Topic
云风的 BLOG
云风的 BLOG
Martin Fowler
Martin Fowler
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
罗磊的独立博客
O
OpenAI News
Google DeepMind News
Google DeepMind News
S
Schneier on Security
C
Check Point Blog
N
Netflix TechBlog - Medium
The Register - Security
The Register - Security
aimingoo的专栏
aimingoo的专栏
TaoSecurity Blog
TaoSecurity Blog
T
Tenable Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Hugging Face - Blog
Hugging Face - Blog
Cyberwarzone
Cyberwarzone
月光博客
月光博客
The Last Watchdog
The Last Watchdog
B
Blog
有赞技术团队
有赞技术团队
Blog — PlanetScale
Blog — PlanetScale
T
Tailwind CSS Blog
Hacker News: Ask HN
Hacker News: Ask HN
H
Heimdal Security Blog
美团技术团队

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 - josipmusa/idempotency4j: Idempotency library for Java
anaq42 · 2026-05-12 · via Hacker News: Show HN

Maven Central License

A Java idempotency library with pluggable storage backends and Spring Web / Spring Boot support.

Send the same request twice — get the same response, side effects run exactly once.

When to use this

Your API needs idempotency if clients can retry on network failure (payment processing, order creation, resource provisioning) and a duplicated request would cause a real problem — money charged twice, two orders shipped, two VMs started.

Quick start

Add the Spring Boot starter and a storage backend:

Replace VERSION with the latest version shown in the Maven Central badge above.

<dependency>
    <groupId>io.github.josipmusa</groupId>
    <artifactId>idempotency-spring-boot-starter</artifactId>
    <version>VERSION</version>
</dependency>

<!-- Pick one storage backend -->
<dependency>
    <groupId>io.github.josipmusa</groupId>
    <artifactId>idempotency-jdbc</artifactId>
    <version>VERSION</version>
</dependency>

Or use the BOM to align all module versions:

<dependencyManagement>
    <dependencies>
        <dependency>
            <groupId>io.github.josipmusa</groupId>
            <artifactId>idempotency-bom</artifactId>
            <version>VERSION</version>
            <type>pom</type>
            <scope>import</scope>
        </dependency>
    </dependencies>
</dependencyManagement>

Annotate the endpoints that need idempotency:

@PostMapping("/payments")
@Idempotent
public ResponseEntity<Payment> createPayment(@RequestBody PaymentRequest request) {
    // Runs exactly once per unique Idempotency-Key value.
    // Subsequent identical requests get the stored response replayed.
    return ResponseEntity.ok(paymentService.charge(request));
}

Clients pass a client-generated key with each request:

POST /payments
Idempotency-Key: 550e8400-e29b-41d4-a716-446655440000
Content-Type: application/json

{ "amount": 100, "currency": "USD" }

If that key has been seen before with the same request body, the stored response is returned with Idempotent-Replayed: true. If the same key arrives with a different body, the request is rejected with 422 Unprocessable Entity.

The @Idempotent annotation

@Idempotent(
    ttl = "PT24H",          // How long to keep the stored response (ISO-8601). Default: 24h
    lockTimeout = "PT10S",  // How long a concurrent duplicate waits. Default: 10s
    required = true         // Whether a missing key header is an error. Default: true
)

Behavior when required = false

Key header present Behavior
Yes Full idempotency enforcement
No Request passes through unmodified, no idempotency enforced

Use required = false on endpoints where idempotency is optional — clients that care send a key, clients that do not are not rejected.

Storage backends

Module Use when
idempotency-jdbc You have a relational database. Supports MySQL and PostgreSQL. Schema is initialized automatically.
idempotency-inmemory Single-instance deployments, local development, and tests. Not suitable for horizontally-scaled environments.

Configuration

All properties are prefixed with idempotency:

idempotency:
  key-header: Idempotency-Key     # Header name carrying the key. Default: Idempotency-Key
  default-ttl: PT24H              # Default TTL for stored responses. Default: 24h
  default-lock-timeout: PT10S     # Default lock timeout. Default: 10s
  max-body-bytes: 1048576         # Max request body size to fingerprint in bytes. Default: 1 MiB
  filter-order: 0                 # Order of the idempotency filter in the filter chain. Default: 0
  purge:
    enabled: true                 # Whether to register the purge scheduler. Default: true
    cron: "0 0 * * * *"          # Cron expression for purging expired records. Default: hourly

Per-endpoint values in @Idempotent override these defaults.

Framework support

idempotency4j currently supports Spring MVC (Servlet-based) applications only.

Runtime Status
Spring MVC (Servlet) Supported
Spring WebFlux (Reactive) Not supported

The autoconfiguration activates only when a Servlet-based Spring Web application is detected (@ConditionalOnWebApplication(type = SERVLET)). In a WebFlux application it does nothing — no error is raised, the filter simply does not register.

Known limitations

No WebFlux/reactive support. The filter is built on OncePerRequestFilter (Servlet API). A reactive WebFilter-based adapter is a candidate for a future release.

Shared idempotency key namespace. Keys are stored in a single global namespace within the backing store. There is no built-in per-tenant or per-user isolation. Two callers using the same key value share idempotency state. For multi-tenant environments, prefix keys with a tenant or user identifier at the application level (e.g. userId:clientKey).

Security considerations

The store persists full HTTP response bodies. Depending on your endpoints this may include PII, tokens, or financial data.

  • Enable encryption at rest on the backing database.
  • Use short TTL values to limit data retention.
  • Configure idempotency.purge.cron to remove expired records promptly.
  • Audit which endpoints are annotated @Idempotent and what their responses contain.

To strip or redact sensitive fields before storage, register a ResponseSanitizer bean. The default implementation is a no-op pass-through:

@Bean
public ResponseSanitizer responseSanitizer() {
    return response -> {
        // Remove sensitive headers, redact body, etc.
        Map<String, List<String>> headers = new HashMap<>(response.headers());
        headers.remove("Set-Cookie");
        return new StoredResponse(response.statusCode(), headers, response.body(), response.completedAt());
    };
}

For vulnerability reporting, see SECURITY.md.

License

Apache 2.0. See LICENSE.