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

爱范儿
爱范儿
P
Palo Alto Networks Blog
月光博客
月光博客
H
Hackread – Cybersecurity News, Data Breaches, AI and More
I
InfoQ
aimingoo的专栏
aimingoo的专栏
腾讯CDC
T
Threatpost
D
DataBreaches.Net
Vercel News
Vercel News
F
Fortinet All Blogs
Engineering at Meta
Engineering at Meta
C
Cybersecurity and Infrastructure Security Agency CISA
Forbes - Security
Forbes - Security
U
Unit 42
C
Check Point Blog
Blog — PlanetScale
Blog — PlanetScale
O
OpenAI News
量子位
TaoSecurity Blog
TaoSecurity Blog
Microsoft Azure Blog
Microsoft Azure Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
V
Visual Studio Blog
Recorded Future
Recorded Future
云风的 BLOG
云风的 BLOG
Security Archives - TechRepublic
Security Archives - TechRepublic
The Last Watchdog
The Last Watchdog
S
Security Affairs
Attack and Defense Labs
Attack and Defense Labs
罗磊的独立博客
Stack Overflow Blog
Stack Overflow Blog
Microsoft Security Blog
Microsoft Security Blog
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
V
V2EX
小众软件
小众软件
S
SegmentFault 最新的问题
www.infosecurity-magazine.com
www.infosecurity-magazine.com
W
WeLiveSecurity
AI
AI
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
博客园 - 聂微东
I
Intezer
Know Your Adversary
Know Your Adversary
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
P
Proofpoint News Feed
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The Cloudflare Blog
博客园_首页
NISL@THU
NISL@THU
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO

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 - wolfoo2931/linkedrecords: A BaaS (Backend-as-a-Service) solution for web applications, inspired by the flexible nature of triplestores. Featuring real-time collaboration and serverless authorization 🔐
WolfOliver · 2026-06-19 · via Hacker News: Show HN

LinkedRecords is a NoSQL database that you can connect to directly from your single-page application - no backend code required.


📚 Getting Started

Want to build apps with LinkedRecords? Check out the documentation website:


Performance

The chart below shows the performance of core operations as the database grows. This is automatically updated after each merge to main.

The load test simulates a realistic document management scenario. Each createDocument operation creates a blueprint of 8 attributes (7 KeyValueAttributes + 1 LongTextAttribute) including the document content, collaborator/reader groups, comments, references, and configuration. The fetchDocuments operation lists all documents for a user, while fetchDocument retrieves a single document with all its associated attributes.

Load Test Performance Chart

How the Load Test Works

The test simulates a multi-tenant environment with three users:

  • User 1 continuously creates documents (in the current test configuration 5,000 iterations).
  • User 2 is the "user under test" who creates one document for every 10 documents User 1 creates, up to 300 documents. At 300 documents, the creation of documents for this user stops.
  • User 3 creates documents occasionally (every 1,000 iterations)

The x-axis shows the total number of documents in the database (owned by all users combined). The y-axis shows the response time in milliseconds.

What's being measured:

Operation Description
createDocument Time to create a new document with all related attributes (content, config, comments, references, collaborator/reader groups). You can see that createDocument is independent of the total amount of documents in the database as well as the amount of documents visible to the user.
fetchDocuments Time to fetch User 2's document list (up to 300 documents they see). You can see that this time depends on the amount of documents visible to the user but not on the total amount of documents (the graph flattens around 3000 documents)
fetchDocument Time to fetch a single document with all related data (content, comments, groups, activity state, references). You can see that this time depends on the amount of documents visible to the user but not on the total amount of documents (the graph flattens around 3000 documents)

Concept

You can think of LinkedRecords as a bucket where anyone can sign up and insert data. As long as you don’t share this data with other users or groups, only you can access what you’ve written into it.

In theory, any user could use the LinkedRecords API directly to write and retrieve data. However, this would be inconvenient - just as you wouldn’t expect your users to write SQL queries, you wouldn’t expect them to interact with the LinkedRecords API. A LinkedRecords app is a specialized frontend that hides the API and provides a convenient user interface for accomplishing their tasks.

In the traditional SQL world, inconvenience isn’t the only reason you don’t let users access the database directly - authorization concerns are an even stronger reason. With LinkedRecords, this is no longer an issue: authorization is built directly into the API. This requires a small mindset shift: Instead of defining universal authorization rules in the backend for all records, the user who inserts a data record specifies who can read it.

For the LinkedRecords API, simplicity, flexibility, and a decoupled architecture are the main qualities we strive to achieve.

  • Simplicity: The API should not have many endpoints or methods; instead, it consists of a few fundamental building blocks.
  • Flexibility: The few available endpoints can be composed to support a variety of use cases. The backed in authorization model should allow to implement different authorization use cases (RBAC, ...).
  • Decoupled: LinkedRecords should be decoupled from the single-page applications which use it as data storage

Think of it as SQL you can call directly from your React app without worrying about permissions; it is easier to read than SQL and provides live updates.

Configuration

LinkedRecords is configured via environment variables. See tables below.

Environment Variable Name Example Description
PGHOST localhost The hostname of the PostgreSQL server.
PGUSER linkedrecords The PostgreSQL user name.
PGPASSWORD xxxx The PostgreSQL password.
PGDATABASE xxxx The PostgreSQL database name.
CORS_ORIGIN ["https://app.example.com", "https://app.example.app"] The content of the cors origin header. If not provided, the value of FRONTEND_BASE_URL will be used.
SERVER_BASE_URL http://localhost:6543 The public URL of the linkedrecords server.
DEFAULT_STORAGE_SIZE_QUOTA 500 The default storage size quota in MB.
QUOTA_COUNT_KV_ATTRIBUTES false If the storage space for KeyValue attributes are deducted from the accountee quota.
QUOTA_COUNT_LT_ATTRIBUTES false If the storage space for LongText attributes are deducted from the accountee quota.
ENABLE_AUTH_RULE_CACHE false Enable cache for authorization lookups. Might require a lot of memory.
SHORT_LIVED_ACCESS_TOKEN_SIGNING xxxx Configuring this is optional but can reduce load on the database because short lived access token will be used for checking access when a client subscribes to attribute changes.

Confidential Client Mode

The environment variables in this section are all optional if the configuration described in the section "Public Client Mode" are provided.

If LinkedRecords runs in confidential client mode, then a session token will be stored in an HttpOnly cookie. From a security standpoint this is considered the suggested method. However, this is not possible if the LinkedRecord server and the frontend do not share the same domain. Across different domains the cookie becomes a third-party cookie, so this mode cannot be used.

Environment Variable Name Example Description
FRONTEND_BASE_URL http://localhost:3001 The base URL of the frontend. It will be used for the Access-Control-Allow-Origin HTTP header and is also required for the OpenID connect redirection.
AUTH_ISSUER_BASE_URL https://xxx.us.auth0.com/ The URL of the OIDC issuer. Can be any OpenID Connect compliant identity provider (e.g. Auth0, Okta).
AUTH_CLIENT_ID The client id. Can be obtained from the identity provider.
AUTH_CLIENT_SECRET The client secret. Can be obtained from the identity provider.
AUTH_IDP_LOGOUT true When set to true the user session will be destroyed in the application AND the within the identity provider.
AUTH_COOKIE_SIGNING_SECRET xxxx The secret used to sign cookies.

Public Client Mode

In case the single-page application is hosted on a different domain than the LinkedRecords server, the single-page application has to store the access token in the browser. In this scenario the following environment variables need to be configured.

Environment Variable Name Example Description
ALLOW_HTTP_AUTHENTICATION_HEADER true Allows public clients to make requests by providing an access token via http authentication header.
AUTH_ISSUER_BASE_URL https://xxx.us.auth0.com/ The URL of the OIDC issuer. Can be any OpenID Connect compliant identity provider (e.g. Auth0, Okta).
AUTH_TOKEN_AUDIENCE your-audience-id LinkedRecords will check the audience specified in the JWT bearer token against the value specified in this field.
AUTH_CLIENT_ID The client id. Can be obtained from the identity provider.

The single-page application needs to initialize the LinkedRecords SDK as shown below:

import LinkedRecords from './src/browser_sdk';

const oidcConfig = {
  client_id: 'your-client-id',
  redirect_uri: window.location.origin + '/callback',
};

// Instantiating LinkedRecords will automatically handle the OIDC redirect callback
const lr = new LinkedRecords(new URL('https://your-backend.com'), oidcConfig);

// To check if the user is authenticated:
// const isAuth = await lr.isAuthenticated();

// To start login flow (e.g., on a button click):
// lr.login();

Optional Configuration

S3

If S3 is configured it will be used to store blob attribute values. If it is not configured they will be stored in PostgreSQL database. It is recommended to configure S3.

Environment Variable Name Example Description
S3_COPY_FROM_BL_ATTRIBUTE_TABLE false This is used for migration blob storage from postgresql to S3.
S3_ENDPOINT s3.system.svc.cluster.local The hostname of the S3 endpoint.
S3_BUCKET linkedrecords-blobs The name of a bucket. The bucket must exist already.
S3_ACCESS_KEY xxx The access key id to upload blobs to S3.
S3_SECRET_KEY xxx The secret key id to upload blobs to S3.
S3_USE_SSL false Do not use TLS when uploading/downloading to S3.

Paddle

Environment Variable Name Example Description
PADDLE_NOTIFICATION_SECRET xxxx If paddle is used for upgrading quotas this needs to be the notification secret to verify the signature of the webhook content.
PADDLE_API_URL https://sandbox-api.paddle.com The URL of the paddle api.
PADDLE_API_KEY xxx the paddle API key.