GitHub

How people build software

5.0•670 reviews•

11K followers

How people build software

5.0•670 reviews•

11K followers

Visit website

Git clients

•

Code Review Tools

GitHub is a development platform inspired by the way you work.

This is the 33rd launch from GitHub. View more

AFaaS MCP Fleet

Launched this week

Local-first MCP bridges for Obsidian, files, Postgres

Local-first MCP bridges for Obsidian vaults, files, and PostgreSQL. AI that works with your data without sending it to the cloud.

Launch tags:Open Source•Developer Tools•Artificial Intelligence

Launch Team

GitHub

Maker

📌

Hey Product Hunt! 👋 I'm Brooke, founder of AFaaS. Last year my security team blocked my AI assistant from accessing my Obsidian vault: "Data leaves our infrastructure. We can't allow that." Sound familiar? Every mainstream AI integration sends your data to someone else's servers. For regulated industries (finance, healthcare, defense, government), that's a hard no. So I built three MCP servers that run entirely on your machine: 🔐 vault-bridge — Obsidian vault (read/write/search, frontmatter, daily notes, stateless protocol) 📁 airgap-file-bridge — Filesystem (ripgrep search, atomic writes, symlink protection, stdio/SSE/HTTP) 🐘 airgap-db-bridge — PostgreSQL (parameterized queries = SQLi prevention, read-only mode, audit logs, stateless) All three: pip install vault-bridge airgap-file-bridge airgap-db-bridge Standard MCP protocol → works with Claude Desktop, Cursor, VS Code uvx airgap-file-bridge /tmp for zero-install demo MIT licensed, 155 tests passing, CI/CD green Published on PyPI (test + production) Why this exists: Your data, your rules. Zero data egress. Works offline. Works in air-gapped environments. No vendor lock-in. Built for developers who want AI with local data, security teams blocking cloud AI, and enterprises with SOC2/HIPAA/ITAR/GDPR requirements. Happy to answer questions about architecture, security model, or MCP protocol implementation! Links: GitHub: Airgap Fleet · GitHub PyPI: vault-bridge, airgap-file-bridge, airgap-db-bridge Docs: README in each repo Try it: pip install vault-bridge airgap-file-bridge airgap-db-bridge What would you connect first — your vault, files, or database? 👇

Report

5d ago

#2 Developer Tools Product of the Year

More recipients →

Previous GitHub Launches

JustCropItA lightweight browser tool to crop and batch-process images

Launched on August 23rd, 2026

4-in-1 White-Label AI SaaS Bundle SuiteComplete serverless AI marketing code suite for full IP sale

Launched on August 16th, 2026

AeroVision OSThe next-gen lightweight desktop environment for Windows.

Launched on June 26th, 2026

ShipressureAI Markdown Compressor

Launched on June 5th, 2026

View all GitHub launches

Forum Threads

p/github

•

4mo ago

Best open-source products launched on Product Hunt in 2026?

Let's shine a spotlight on the open-source ecosystem.

What are the best OSS products launched on Product Hunt this year from your perspective?

Dropping here are some of my favorite, most inspiring product launches so far, in no particular order.

p/github

•

9mo ago

Featured

The State of Open Source 2025 - Key Takeaways

GitHub recently published this year's Octoverse, the state of the open-source ecosystem.

Below are my key takeaways:

AI doesn't replace developers - it brings more people into the ecosystem. A new developer joined GitHub every second in 2025. Top 5 developer populations: 1. United States, 2. India, 3. China, 4. Brazil, 5. United Kingdom.
Open source remains the foundation. Fastest-growing OSS projects by contributors include @Zen Browser, @VS Code, and AI-focused @Continue.
TypeScript is now the most used language on GitHub, overtook both Python and JavaScript. The AI effect? 80% of new repositories used just six languages: Python, JavaScript, TypeScript, Java, C++, and C#.
Gen AI is now standard in development. 1.1M public repositories now use an LLM SDK.
Agents are here. Coding agents created 1M+ pull requests (PR) in the last 6 months, and it's just getting started.

View all

GitHub

How people build software

How people build software

AFaaS MCP Fleet

Previous GitHub Launches

Forum Threads

Best open-source products launched on Product Hunt in 2026?

The State of Open Source 2025 - Key Takeaways

Previous GitHub Launches

Forum Threads

Best open-source products launched on Product Hunt in 2026?

The State of Open Source 2025 - Key Takeaways

What's great

What needs improvement

vs Alternatives

What's great

What needs improvement

vs Alternatives

What's great

What needs improvement

vs Alternatives

What's great

What needs improvement

vs Alternatives

What's great

What needs improvement

vs Alternatives

What's great

What needs improvement

vs Alternatives