FGP Skills

The performance layer for AI agents. FGP (Fast Gateway Protocol) daemons are 10-100x faster than MCP.

npx add-skill fast-gateway-protocol/fgp-skills

Why FGP?

MCP (Model Context Protocol) spawns a new process for every tool call. FGP uses persistent daemons over UNIX sockets - no cold start, sub-10ms latency.

Operation	FGP Daemon	MCP Server	Speedup
Browser navigate	2-8ms	27ms	3-12x
Gmail list	15-25ms	~1000ms	40-69x
GitHub issues	8-15ms	~600ms	40-75x
Supabase query	5-15ms	~600ms	40-120x
Vercel deploy	50-100ms	~2000ms	20-40x
iMessage read	1-5ms	~500ms	100-480x

Available Skills

Core Integrations

Skill	Description	Speedup	Platforms
fgp-browser	Chrome automation via CDP	3-12x	macOS, Linux
fgp-gmail	Gmail via Google API	40-69x	macOS, Linux
fgp-github	GitHub via GraphQL	40-75x	macOS, Linux
fgp-calendar	Google Calendar	10-20x	macOS, Linux

Productivity & Team

Skill	Description	Speedup	Platforms
fgp-slack	Slack messaging	25-50x	macOS, Linux
fgp-discord	Discord bot ops	60-120x	macOS, Linux
fgp-notion	Notion pages & DBs	40-80x	macOS, Linux
fgp-linear	Linear issues	45-90x	macOS, Linux

Deployment & Infrastructure

Skill	Description	Speedup	Platforms
fgp-vercel	Vercel deployments	30-60x	macOS, Linux
fgp-fly	Fly.io apps & machines	25-50x	macOS, Linux
fgp-cloudflare	DNS, Workers, KV	50-100x	macOS, Linux

Databases

Skill	Description	Speedup	Platforms
fgp-supabase	Supabase (SQL, Auth, Storage)	40-120x	macOS, Linux
fgp-neon	Neon Postgres branches	35-70x	macOS, Linux
fgp-postgres	Any PostgreSQL database	30-80x	macOS, Linux
fgp-sqlite	SQLite databases	20-100x	macOS, Linux
fgp-redis	Redis caching & data structures	15-50x	macOS, Linux

Social & Communication

Skill	Description	Speedup	Platforms
fgp-twitter	Twitter/X API	35-70x	macOS, Linux
fgp-twilio	SMS, calls, WhatsApp	25-50x	macOS, Linux
fgp-resend	Transactional email	30-60x	macOS, Linux

Payments & Business

Skill	Description	Speedup	Platforms
fgp-stripe	Payments, subscriptions	30-60x	macOS, Linux

AI & ML

Skill	Description	Speedup	Platforms
fgp-openai	Embeddings, completions, DALL-E	20-40x	macOS, Linux
fgp-whisper	Audio transcription via Whisper	3-10x	macOS, Linux

Media & Storage

Skill	Description	Speedup	Platforms
fgp-youtube	YouTube Data API	40-80x	macOS, Linux
fgp-google-drive	Google Drive files	40-80x	macOS, Linux
fgp-google-sheets	Google Sheets spreadsheets	35-70x	macOS, Linux
fgp-google-docs	Google Docs documents	30-60x	macOS, Linux
fgp-ffmpeg	Video/audio processing via FFmpeg	5-20x	macOS, Linux
fgp-imagemagick	Image processing via ImageMagick	5-25x	macOS, Linux
fgp-pandoc	Document conversion via Pandoc	10-30x	macOS, Linux
fgp-ytdlp	Video downloading via yt-dlp	5-15x	macOS, Linux

macOS Native

Skill	Description	Speedup	Platforms
fgp-imessage	iMessage via SQLite	100-480x	macOS only
fgp-screen-time	Screen Time stats	10-50x	macOS only
fgp-contacts	Contacts.framework	30-60x	macOS only

Developer Tools

Skill	Description	Platforms
fgp-daemon-creator	Scaffold new FGP daemons	macOS, Linux

Installation

Via add-skill (Recommended)

# Install all skills
npx add-skill fast-gateway-protocol/fgp-skills

# Install specific skills
npx add-skill fast-gateway-protocol/fgp-skills --skill fgp-browser --skill fgp-gmail

# Install for specific agent
npx add-skill fast-gateway-protocol/fgp-skills -a claude-code

Via Homebrew

# Add the tap
brew tap fast-gateway-protocol/tap

# Install specific daemons
brew install fgp-browser fgp-gmail fgp-github

Manual Installation

# Clone and install
git clone https://github.com/fast-gateway-protocol/fgp-skills
cd fgp-skills/skills/browser-daemon
bash scripts/install.sh

Quick Start

After installation, daemons run in the background:

# Browser automation
fgp browser open "https://example.com"
fgp browser snapshot  # Get ARIA tree

# Gmail
fgp gmail list --unread
fgp gmail send --to "user@example.com" --subject "Hi" --body "Hello!"

# GitHub
fgp github issues --state open
fgp github pr create --title "Feature X"

# Slack
fgp slack send "#general" "Hello team!"
fgp slack mentions

# Linear
fgp linear issues --state "In Progress"
fgp linear issue create "Bug fix" --team "Engineering"

# Calendar
fgp calendar today
fgp calendar create "Meeting" --when "tomorrow 2pm"

# iMessage (macOS)
fgp imessage recent
fgp imessage send "Mom" "On my way!"

# Screen Time (macOS)
fgp screen-time today --breakdown

Architecture

┌─────────────────────────────────────────────────────────────┐
│                     AI Agent (Claude, Cursor, etc.)         │
└─────────────────────────────────────────────────────────────┘
                              │
                              │ NDJSON over UNIX socket
                              │ (sub-10ms latency)
                              ▼
┌─────────────────────────────────────────────────────────────┐
│                      FGP Daemons                            │
│  ┌───────────┐  ┌───────────┐  ┌───────────┐  ┌───────────┐│
│  │  Browser  │  │   Gmail   │  │  GitHub   │  │ iMessage  ││
│  │  Daemon   │  │  Daemon   │  │  Daemon   │  │  Daemon   ││
│  └───────────┘  └───────────┘  └───────────┘  └───────────┘│
│       │              │              │              │        │
│       ▼              ▼              ▼              ▼        │
│    Chrome         Google         GitHub       SQLite +     │
│     CDP           API           GraphQL      AppleScript   │
└─────────────────────────────────────────────────────────────┘

Why Daemons?

Aspect	MCP (stdio)	FGP (daemon)
Startup	~50-200ms spawn	0ms (already running)
Connection	New process each call	Persistent socket
Memory	Duplicated per call	Shared across calls
State	Stateless	Stateful (caching, connection pools)

Creating Your Own Daemon

Use the fgp-daemon-creator skill:

fgp new my-daemon --template api-integration
cd my-daemon
cargo build --release

Or see the daemon SDK documentation.

Supported Agents

These skills work with any agent that supports the Agent Skills format:

• Claude Code
• Cursor
• Codex CLI
• OpenCode
• Windsurf
• And more...

Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

Adding a New Skill

1. Create skill directory: skills/my-daemon/
2. Add SKILL.md with frontmatter
3. Add scripts/install.sh
4. Submit PR

License

MIT

Links

• FGP Protocol Specification
• Daemon SDK (Rust)
• FGP Registry
• Benchmarks