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

P
Privacy International News Feed
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
W
WeLiveSecurity
www.infosecurity-magazine.com
www.infosecurity-magazine.com
Google DeepMind News
Google DeepMind News
Hacker News - Newest:
Hacker News - Newest: "LLM"
Google Online Security Blog
Google Online Security Blog
N
News and Events Feed by Topic
TaoSecurity Blog
TaoSecurity Blog
云风的 BLOG
云风的 BLOG
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Recent Announcements
Recent Announcements
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
L
LangChain Blog
The GitHub Blog
The GitHub Blog
aimingoo的专栏
aimingoo的专栏
Scott Helme
Scott Helme
腾讯CDC
T
Threat Research - Cisco Blogs
P
Palo Alto Networks Blog
Cloudbric
Cloudbric
K
Kaspersky official blog
B
Blog RSS Feed
博客园_首页
MongoDB | Blog
MongoDB | Blog
Stack Overflow Blog
Stack Overflow Blog
G
Google Developers Blog
Jina AI
Jina AI
Hugging Face - Blog
Hugging Face - Blog
Vercel News
Vercel News
The Last Watchdog
The Last Watchdog
S
Schneier on Security
T
Tor Project blog
雷峰网
雷峰网
博客园 - 司徒正美
H
Hacker News: Front Page
I
Intezer
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Martin Fowler
Martin Fowler
Y
Y Combinator Blog
T
The Blog of Author Tim Ferriss
Help Net Security
Help Net Security
WordPress大学
WordPress大学
T
The Exploit Database - CXSecurity.com
H
Hackread – Cybersecurity News, Data Breaches, AI and More
量子位
V
Vulnerabilities – Threatpost
Forbes - Security
Forbes - Security
Google DeepMind News
Google DeepMind News
T
Threatpost

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
How to give Claude Code access to your Apple Health data
Jeff Littell · 2026-06-19 · via DEV Community

Apple has no HealthKit REST API. Claude's native Apple Health connector only works on claude.ai web, not Claude Code. Here's how to fix that.


The constraint

Apple's privacy design is the core issue. HealthKit data never leaves your device through a server-side API. There's no endpoint you can call from a script, a cloud function, or an AI agent. All HealthKit access goes through an on-device iOS app that the user has explicitly granted permission.

That's actually good for privacy. But it creates a real problem if you want to query your health data from Claude Code, Cursor, or any MCP client running outside the claude.ai web interface.

The existing workarounds have limits. Health Auto Export is a solid app, but its MCP server works over local TCP. Your Claude Code session on a Mac Studio can't reach it if your phone is on a different network, or if you're on a VPN. The built-in Apple Health connector in claude.ai is great for the web UI but doesn't expose anything to Claude Code or any other MCP client.

The only real solution is to build your own sync layer: an iOS app that reads HealthKit and pushes to a database you control, plus an MCP server that Claude can talk to.

That's what health4.ai is.


What health4.ai does

The architecture is straightforward:

iPhone (HKObserverQuery) → Your Postgres database → FastMCP server → Any AI

The iOS app registers HKObserverQuery observers for every HealthKit metric type. When Apple Health receives new data (a completed workout, a new HRV reading, a sleep session), the observer fires and queues a sync. BGTaskScheduler handles periodic background delivery. On first launch, a bulk backfill exports your entire HealthKit history — mine was around 5.6 million rows.

Data lands in a simple EAV schema: one row per HKSample, with metric_type, value, unit, started_at, ended_at, source_device, and a metadata JSONB column. New metric types never require a schema migration.

The MCP server is a Python FastMCP process running locally. It reads directly from Postgres (your credentials, your database) and exposes 11 tools that any MCP client can call.

You own the data. health4.ai never receives or stores your health data. It flows from your iPhone to your Postgres database — you choose the provider.


Step-by-step setup

1. Clone the repo

git clone https://github.com/jefflitt1/health4ai.git
cd health4ai

2. Set up your Postgres database

Pick the backend that fits you and run the schema:

Supabase (free tier works fine):

psql "$DATABASE_URL" < web/public/schema.sql

Neon (serverless Postgres):

psql "$DATABASE_URL" < web/public/schema.sql

Local Docker:

docker run -d --name health4ai-postgres \
  -e POSTGRES_PASSWORD=yourpassword -p 5432:5432 postgres:16
psql "postgresql://postgres:yourpassword@localhost:5432/postgres" \
  < web/public/schema.sql

3. Install the iOS app

TestFlight link: coming soon — the app is in review. Sign in with your Postgres connection details and tap Start Sync.

4. Configure the MCP server

cp mcp-server/.env.example mcp-server/.env

Edit mcp-server/.env:

DATABASE_URL=postgresql://...    # your Postgres connection string
HEALTHKIT_USER_ID=your_user_id   # any string to identify your data

Install dependencies:

cd mcp-server && pip install -r requirements.txt

5. Add it to Claude Code

{
  "mcpServers": {
    "health4ai": {
      "command": "python",
      "args": ["/path/to/health4ai/mcp-server/main.py"],
      "env": {
        "DATABASE_URL": "postgresql://...",
        "HEALTHKIT_USER_ID": "your_user_id"
      }
    }
  }
}

Restart Claude Code. Run /mcp to confirm. You should see health4ai with 11 tools listed.

Works with Cursor too — same config block in ~/.cursor/mcp.json.

Fully local with Ollama:

mcphost --model ollama/llama3.2 \
  --mcp-server "health4ai:python /path/to/health4ai/mcp-server/main.py"

Your data and the model both stay on-device. Nothing leaves your machine.


What you can ask

Here are prompts that work well, along with which tool they trigger:

"How did I sleep this week?"get_sleep — per-night breakdown with Core, Deep, and REM stage durations.

"Is my HRV trending up or down this month?"get_hrv_trend — daily SDNN averages, 7-day rolling comparison, trend direction.

"Give me a full health summary for the last 14 days."get_health_summary — steps, HRV, resting HR, sleep, workouts.

"What does yesterday look like?"get_daily_snapshot — everything recorded that day.

"Is 42ms HRV good or bad for me?"get_metric_stats — your personal baseline: min/max/mean, percentiles, good/poor-day thresholds.

"Did my sleep improve after I started lifting?"compare_periods — compare any metric between two date ranges with delta, % change, and a plain-English verdict.

"Show me my resting heart rate trend over the past 2 years."get_long_term_trend — transparently switches to pre-aggregated monthly buckets beyond 180 days, so it's fast and complete regardless of data volume.


GitHub

https://github.com/jefflitt1/health4ai — MIT licensed. PRs welcome.

If you set it up and run into anything, open an issue. The main thing still pending is the public TestFlight link. Everything else is working.