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

MyScale Blog
MyScale Blog
Microsoft Azure Blog
Microsoft Azure Blog
H
Help Net Security
N
News and Events Feed by Topic
Recent Announcements
Recent Announcements
D
Docker
M
MIT News - Artificial intelligence
L
LangChain Blog
I
InfoQ
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
P
Proofpoint News Feed
博客园_首页
MongoDB | Blog
MongoDB | Blog
美团技术团队
S
Schneier on Security
G
GRAHAM CLULEY
月光博客
月光博客
有赞技术团队
有赞技术团队
Vercel News
Vercel News
Scott Helme
Scott Helme
P
Privacy International News Feed
Last Week in AI
Last Week in AI
Recorded Future
Recorded Future
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
The Cloudflare Blog
Attack and Defense Labs
Attack and Defense Labs
Google Online Security Blog
Google Online Security Blog
Simon Willison's Weblog
Simon Willison's Weblog
量子位
S
Security @ Cisco Blogs
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
V
Visual Studio Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
NISL@THU
NISL@THU
N
Netflix TechBlog - Medium
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Spread Privacy
Spread Privacy
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
小众软件
小众软件
罗磊的独立博客
Security Archives - TechRepublic
Security Archives - TechRepublic
T
Threatpost
L
Lohrmann on Cybersecurity
www.infosecurity-magazine.com
www.infosecurity-magazine.com
S
Security Affairs
Cloudbric
Cloudbric
爱范儿
爱范儿
H
Heimdal Security Blog
PCI Perspectives
PCI Perspectives

Show HN

GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - dksingh1997/parlel: A verification layer for AI coding agents. 250+ real-protocol service emulators (Stripe, Postgres, Slack, S3, OpenAI…) on local Docker.
Dheerajiitr · 2026-06-23 · via Show HN

250+ service emulators on local Docker — Stripe, Postgres, Slack, S3, OpenAI and more, speaking real wire protocols.

A verification layer for AI coding agents (and a "mock everything locally" tool for everyone else).

CI License: MIT Services


SERVICES="postgres,redis,stripe,openai,slack" docker compose up

That's it. Five real services are now listening on localhost — Postgres on 5432, Redis on 6379, Stripe on 4757, and so on. Point your app at them with unmodified real drivers and run your code. No accounts, no API keys, no cost, no side effects.

Why

Code that talks to databases, payment APIs, queues and SaaS needs testing. Today you either:

  • Mock everything — fast, but mocks lie and miss real bugs.
  • Use the real services — accurate, but slow, costs money, needs secrets, and has side effects (real charges, real emails).

Parlel is the third option: real wire protocols, in-memory, instant, free. The Postgres emulator speaks the actual Postgres protocol — psycopg/pg connect unmodified. The Stripe emulator speaks the real Stripe REST API — stripe-node works as-is. Your code is identical to production; only the endpoint changes.

This is especially useful for AI coding agents: an agent can spin up exactly the services its code touches, run it, assert, and tear down — all locally, all free, with zero risk to production.

Quick start

With Docker (recommended — collision-safe):

git clone https://github.com/dksingh1997/parlel && cd parlel
npm install   # one-time, for the launcher

# start just what you need
SERVICES="postgres,redis,stripe" npm run up

# or everything
SERVICES=all npm run up

npm run up publishes only the ports for the services you ask for, and if a port is already taken on your machine (a local Postgres on 5432, say) it remaps that one service to a free port and tells you which one:

parlel: 1 host port(s) were busy — remapped to free ports:
  • postgres: connect on localhost:15000 (container 5432)

Plain docker compose up also works if you'd rather — see docker-compose.yml.

With plain docker run:

docker build -t parlel .
docker run -p 5432:5432 -p 4757:4757 -e SERVICES="postgres,stripe" parlel

Without Docker (pure Node, no install needed):

SERVICES="postgres,redis,stripe" node src/launch.mjs

Then use the services with your normal drivers:

import psycopg, redis, stripe

db    = psycopg.connect("postgres://parlel:parlel@localhost:5432/parlel")
cache = redis.Redis(host="localhost", port=6379)
stripe.api_base = "http://localhost:4757"
stripe.api_key  = "sk_test_parlel"
import pg from "pg";
import Stripe from "stripe";

const db = new pg.Client("postgres://parlel:parlel@localhost:5432/parlel");
const stripe = new Stripe("sk_test_parlel", { host: "localhost", port: 4757, protocol: "http" });

See examples/ for a runnable end-to-end flow, and .env.example for every service's port + seeded test credentials.

What's included

250+ services across these categories:

Category Count Examples
AWS 59 S3, DynamoDB, SQS, SNS, Lambda, SES, Kinesis
Payments 20 Stripe, PayPal, Braintree, Adyen, Square, Razorpay
Dev / Source 19 GitHub, GitLab, Vercel, Sentry, CircleCI
AI 18 OpenAI, Anthropic, Cohere, Mistral, Groq
Email 15 SendGrid, Mailgun, Resend, Postmark, SES
Forms 10 Typeform, Jotform, Tally, Google Forms
Analytics 10 Mixpanel, Amplitude, PostHog, Segment
Productivity 10 Jira, Notion, Slack, Linear, Asana, Trello
Storage 10 S3, GCS, Azure Blob, Dropbox, Cloudinary
Social 10 X/Twitter, LinkedIn, Instagram, Reddit, Discord
CRM 10 Salesforce, HubSpot, Pipedrive, Freshsales
Auth 9 Auth0, Clerk, Cognito, Keycloak, Okta
Search 7 Elasticsearch, Meilisearch, Qdrant, Pinecone
Databases 6 Postgres, MySQL, MongoDB, Redis, Cassandra, Supabase
Azure / GCP / Google / Microsoft 20 Key Vault, Pub/Sub, BigQuery, Sheets, Teams
Messaging 4 Kafka, RabbitMQ, EventBridge
Marketing / SaaS / … 11 Mailchimp, Klaviyo, Shopify, Zendesk

TCP services (real wire protocols, reached with native drivers): Postgres, Redis, MySQL, MongoDB, Kafka, RabbitMQ, Cassandra. Everything else is HTTP.

Full service list

See .env.example for all 250 services with their ports and seeded credentials, and docs/ for a per-service API reference.

Real protocols, not stubs

Each emulator implements the actual wire protocol or REST contract, verified against the real client libraries. The test suite connects with pg, redis, mysql2, mongodb, kafkajs, amqplib, cassandra-driver, the AWS SDK, Stripe, and more — and asserts real round-trips.

npm install      # dev deps: the real driver libraries + vitest
npm test         # per-service fidelity tests
npm run probe    # boot a set and health-check every service

Configuration

  • SERVICES — comma-separated slugs, or all. Defaults to postgres,redis.
  • Ports — each service uses its canonical port (see .env.example).
  • Credentials — seeded test values (e.g. sk_test_parlel); any non-empty value is accepted, so you rarely need to change them.

Control plane

Alongside the emulators, Parlel runs an additive admin server on localhost:4700. Open it in a browser for a live dashboard — every running service, its connection string, the request log, a state inspector, and reset buttons, auto-refreshing every 2 seconds.

You can also drive it programmatically. List what's running, inspect state, and — most usefully — reset every service to a clean slate between tests without restarting anything:

beforeEach(() => fetch("http://127.0.0.1:4700/reset", { method: "POST" }));

GET /services returns each service's port and a ready-to-use connection string. You can also inspect the request log (GET /services/:slug/requests — "did my code call the API the way I think it did?") and preload fixtures (POST /services/:slug/seed, or a parlel.fixtures.json loaded on boot). See docs/control-plane.md. Disable with PARLEL_CONTROL=0.

How it works

your app / agent  ──▶  localhost:<port>  ──▶  in-memory emulator (real protocol)
   (unchanged)         (no bridge, no proxy)      (ephemeral, zero side effects)

Each emulator is dependency-free Node holding state in memory. State is ephemeral — restart for a clean slate. No data ever leaves your machine.

Everything runs locally, so the official client libraries connect directlypsycopg/pg to localhost:5432, kafkajs to localhost:9092, redis to localhost:6379, and so on. There is no proxy, no bridge, and no shim: the TCP services (Postgres, MySQL, MongoDB, Kafka, RabbitMQ, Cassandra, Redis) speak their real wire protocols straight to the port. (Kafka advertises localhost:9092 in its metadata, so kafkajs reconnects land on the emulator.)

Add a service

Adding an emulator is a manifest + a server.js + a test. See CONTRIBUTING.md — it takes about five minutes.

Roadmap

  • MCP server so agents can drive services by tool call.
  • Record / replay against real upstreams.
  • More services (open an issue to request one).

License

MIT.